MDDN342 Assignment 3: Face Mappings

.block

license: mit

README.md

Assignment 3 MDDN 342 2019

Example of how to adapt assignment 2 code to assignment 3, this time using Lu Xaio's solution. This completes part 3 by adding training data into training_values.json.

face.js

/*
 * FaceMap class - holds all informaiton about one mapped
 * face and is able to draw itself.
 */  

// other variables can be in here too
// these control the colors used
const bg_color = [225, 206, 187];
const fg_color = [151, 102, 52];
const stroke_color = [95, 52, 8];

function Face() {

  // these are state variables for a face
  // (your variables may be different)
  this.hairStyle = 1; // 1-4

  /*
   * Draw a face with position lists that include:
   *    chin, right_eye, left_eye, right_eyebrow, left_eyebrow
   *    bottom_lip, top_lip, nose_tip, nose_bridge, 
   */  
  this.draw = function(positions) {
    // let chin_p1 = map(s1,0,100,0.6,1.8);
    // let chin_p2 = map(s2,0,100,4.2,4.92);
    // let face_h = map(s3,0,100,0.6,1);
    // let R_eyebrow_dis = map(s4,0,100,-3,2);
    // let L_eyebrow_dis = map(s5,0,100,-3,2);
    // let hairC = int(map(s6,0,100,1,5));
    // let skinC = int(map(s7,0,100,1,5));
    // let mouthS = map(s8, 0, 100, 0, 0.5);
    // let eyeS = int(map(s9, 0, 100, 1, 4));
    // let hairS = int(map(s10, 0, 100, 1, 4));
    // let decoration = int(map(s11,0,100,1,4))
 
    let chin_p1 = 1;
    let chin_p2 = 4.5;
    let face_h = 1;
    let rightEyebrow = 1;
    let leftEyebrow = 1;
    let hairC = 1;
    let skinC = 1;
    let mouthShape = 0.25;
    let eyeShape = 1;
    let hairStyle = this.hairStyle;
    let decoration = 1;
    let shoulder = 0;

    let h1 = '#D2542C';
    let h2 = '#F2D896';
    let h3 = '#F2EBD8';
    let h4 = '#29130B';
    let h5 = '#A9A096';
    

    let sk1 = '#F2C6AE';
    let sk2 = '#D9C2BA';
    let sk3 = '#EDB8AB';
    let sk4 = '#C48485';
    let sk5 = '#F9EBD0';

    push();

    let nose_bridge_y = positions.nose_bridge[0][1];

    translate(0, nose_bridge_y/2);
    scale(0.33);

    stroke(0);
    strokeWeight(0.1);



    if(skinC == 1){
      fill(sk1);
    }else if(skinC ==2){
      fill(sk2)
    }else if(skinC == 3){
      fill(sk3)
    }else if(skinC ==4){
      fill(sk4)
    }else if(skinC ==5){
      fill(sk5)
    }

    
    if(shoulder == 1){
      beginShape();
      vertex(-10,13);
      vertex(-9, 12);
      vertex(-7,10);
      vertex(-5, 9);
      vertex(-2.5,8);
      vertex(-2,7);
      vertex(-1.8,5);
      vertex(1.8,5);
      vertex(2,7);
      vertex(2.5,8);
      vertex(5, 9);
      vertex(7,10);
      vertex(9, 12);
      vertex(10,13);
      endShape();
      
      push();
      beginShape();
      fill(120)
      vertex(-10,13);
      vertex(-9, 12);
      vertex(-7,10);
      vertex(-5, 9);
      vertex(0,12);
      vertex(5, 9);
      vertex(7,10);
      vertex(9, 12);
      vertex(10,13);
      endShape();
      pop();
    }



    beginShape();//face
    


    // fill(242, 197, 174)
    //chin
    vertex(chin_p1, 5.7);
    bezierVertex(-0.3, 6, 0.18, 6, -chin_p1, 5.7);
    //left face
    bezierVertex(-2.988-(0.15 * chin_p1), 4.884, -3.12-(0.16 * chin_p2), 4.296, -chin_p2, 3.6-face_h);
    //forehead
    vertex(-5.4, -1.2);
    bezierVertex( -5.7,-9, 5.4, -9, 5.4, -1.2);
    //right face
    vertex(chin_p2, 3.6-face_h);
    bezierVertex(3.12+(0.16 * chin_p2), 4.296, 2.98 + (0.15 * chin_p1), 4.88, chin_p1, 5.7);
    endShape(CLOSE);


    //ear
    beginShape();

    vertex(5.4, -1.6);
    vertex(6, -2.4);
    vertex(6.3, -2.3);
    vertex(6.4, -2.2);
    vertex(6.5, -2);
    vertex(6.4, -1.5);
    vertex(6.3, -1);
    vertex(6, 0)
    vertex(5.6, 1);
    vertex(5, 2);
    vertex(chin_p2 + 0.2, 2.1)
    endShape(CLOSE);

    beginShape();
    vertex(-5.4, -1.6);
    vertex(-6, -2.4);
    vertex(-6.3, -2.3);
    vertex(-6.4, -2.2);
    vertex(-6.5,-2);
    vertex(-6.4, -1.5);
    vertex(-6.3, -1);
    vertex(-6, 0)
    vertex(-5.6, 1);
    vertex(-5, 2);
    vertex(-chin_p2 - 0.2, 2.1)
    endShape(CLOSE);


    if(eyeShape == 1){
      beginShape();//right eye inside
      fill(250)
      vertex(1.2, -0.54);
      bezierVertex(1.56, -0.91, 4.2, -1.69, 3.9,-0.6)
      bezierVertex(3.6, 0, 3.48, 0.12, 3, 0.48);
      bezierVertex(1.2, 0.6, 0.9, 0.3, 1.2, -0.54)
      endShape(CLOSE);
      fill(95, 147, 167)
      ellipse(2.28, -0.3, 1.62, 1.44)
      fill(36, 73, 83)
      ellipse(2.28, -0.3, 0.6, 0.6)

      push();
      noFill();

      push();
      beginShape();//right eyelid
      strokeWeight(0.01);
      fill(236, 168, 142);
      vertex(1.2, -0.54);
      vertex(3.5, -1.55);
      vertex(1.2, -1.4);
      endShape();
      pop();

      beginShape();
      fill(0)
      vertex(1.2, -0.54);
      bezierVertex(1.56, -0.92, 4.2, -1.69, 3.9, -0.6)
      vertex(4.2, -1.2);
      bezierVertex(3.9, -1.5, 3, -1.5, 1.2, -0.6)
      endShape(CLOSE);
      pop();


      push();
      noStroke();
      if(hairC == 1){
        fill(h1);
      }else if(hairC == 2){
        fill(h2);
      }else if(hairC == 3){
        fill(h3);
      }else if (hairC == 4){
        fill(h4);
      }else if(hairC == 5){
        fill(h5);
      }
      beginShape();//right eye brow
      vertex(0.72, -2.1+0.15*rightEyebrow);
      bezierVertex(0.72, -2.16+0.2*rightEyebrow, 2.4, -3.3-0.15*rightEyebrow, 4.2, -2.4-0.15*rightEyebrow);
      vertex(3.6, -2.46-0.15*rightEyebrow);
      vertex(2.1, -2.4+0.01*rightEyebrow);
      endShape(CLOSE);
      
      beginShape();//Left eye brow
      vertex(-0.72,-2.1+0.15*leftEyebrow);
      bezierVertex(-0.72, -2.16+0.2*leftEyebrow, -2.4, -3.3-0.15*leftEyebrow, -4.2, -2.4-0.15*leftEyebrow);
      vertex(-3.6,-2.46-0.15*leftEyebrow);
      vertex(-2.1,-2.4+0.01*leftEyebrow);
      endShape(CLOSE);

      pop();

      beginShape();//left eye inside
      fill(250)
      vertex(-1.2, -0.54);
      bezierVertex( -1.56, -0.91, -4.2, -1.69, -3.9, -0.6)
      bezierVertex( -3.6, 0, -3.48, 0.12, -3, 0.48);
      bezierVertex(-1.2, 0.6, -0.9, 0.3, -1.2, -0.54)
      endShape(CLOSE);
      fill(95, 147, 167)
      ellipse(-2.28, -0.3, -1.62, 1.44)
      fill(36, 73, 83)
      ellipse(-2.28, -0.3, -0.6, 0.6)

      push();
      beginShape();//left eyelid
      strokeWeight(0.01);
      fill(236, 168, 142);
      vertex(-1.2, -0.54);
      vertex(-3.5, -1.55);
      vertex(-1.2, -1.4);
      endShape();
      pop();

      beginShape();
      fill(0)
      vertex(-1.2, -0.54);
      bezierVertex( -1.56, -0.92, -4.2, -1.69, -3.9,-0.6)
      vertex(-4.2, -1.2);
      bezierVertex(-3.9, -1.5, -3, -1.5, -1.2, -0.6)
      endShape(CLOSE);
    }else if(eyeShape ==2){
      push()
      strokeWeight(0.1)
      fill(255)
      beginShape();
      vertex(4, -0.8);
      bezierVertex(3.8, 0, 3.5, 0.3, 3.1, 0.5)
      bezierVertex(2.2, 0.5, 1.8, 0.3, 1.4, 0)
      vertex(1.2, -0.5);
      endShape(CLOSE);

      beginShape();
      vertex(-4, -0.8);
      bezierVertex(-3.8, 0, -3.5, 0.3, -3.1, 0.5)
      bezierVertex(-2.2, 0.5, -1.8, 0.3, -1.4, 0)
      vertex(-1.2, -0.5);
      endShape(CLOSE);

      noStroke();
      fill('#8DD0FF')
      ellipse(2.5, -0.6, 1.5, 1.3)
      ellipse(-2.5, -0.6, 1.5, 1.3)
      
      fill(0);
      ellipse(2.5,-0.6, 1, 0.8)
      ellipse(-2.5,-0.6, 1, 0.8)

      pop();

      push();
      push();
      strokeWeight(0)
      fill('#FF9D85')
      beginShape();
      vertex(4.2, -0.7);
      vertex(3.5, -1.5);
      vertex(2, -1.5);
      vertex(1.2, -0.5)
      endShape();
      beginShape();
      vertex(-4.2, -0.7);
      vertex(-3.5, -1.5);
      vertex(-2, -1.5);
      vertex(-1.2, -0.5)
      endShape();
      pop();
      beginShape();
      strokeWeight(0.2);
      vertex(1.2, -0.5);
      bezierVertex(1.8, -0.7, 4, -0.8, 4.2, -0.7);
      endShape();

      beginShape();
      vertex(-1.2, -0.5);
      bezierVertex(-1.8, -0.7, -4, -0.8, -4.2, -0.7);
      endShape();


      pop();

      // push();

      // pop();

      if(hairC == 1){
        fill(h1);
      }else if(hairC == 2){
        fill(h2);
      }else if(hairC == 3){
        fill(h3);
      }else if (hairC == 4){
        fill(h4);
      }else if(hairC == 5){
        fill(h5);
      }
      stroke(0)
      beginShape();//right eye brow
      vertex(0.72, -2.1+0.2*rightEyebrow);
      bezierVertex(0.72, -2.16+0.2*rightEyebrow, 2.4, -3.3-0.15*rightEyebrow, 4.2, -2.4-0.15*rightEyebrow);
      vertex(3.6, -2.46-0.15*rightEyebrow);
      vertex(2.1, -2.4+0.01*rightEyebrow);
      endShape(CLOSE);
      beginShape();//Left eye brow
      vertex(-0.72, -2.1+0.15*rightEyebrow);
      bezierVertex(-0.72, -2.16+0.2*rightEyebrow, -2.4, -3.3-0.15*rightEyebrow, -4.2, -2.4-0.15*rightEyebrow);
      vertex(-3.6, -2.46-0.15*rightEyebrow);
      vertex(-2.1, -2.4+0.01*rightEyebrow);
      endShape(CLOSE);
    }else if(eyeShape == 3){
      strokeWeight(0.1);
      fill(10)
      beginShape();
      vertex(1.8, -0.1);
      vertex(3.15, -0.18);
      vertex(3.6, -0.36);
      vertex(4, -1.35);
      bezierVertex(3.9, -1.3, 2.7, -1.1, 1.62, -1)
      vertex(1.3, -1);
      vertex(1.2, -0.45);
      vertex(1.35,-0.9);
      vertex(1.62, -0.81);
      vertex(2.7, -0.9);
      vertex(3.6, -1.08);
      vertex(3.78, -1.17);
      vertex(3.6, -0.36);
      vertex(3.15, -0.18);
      vertex(1.8, -0.1);
      endShape();
      beginShape();
      vertex(-1.8, -0.1);
      vertex(-3.15, -0.18);
      vertex(-3.6, -0.36);
      vertex(-4, -1.35);
      bezierVertex(-3.9, -1.3, -2.7, -1.1, -1.62, -1)
      vertex(-1.3, -1);
      vertex(-1.2, -0.45);
      vertex(-1.35,-0.9);
      vertex(-1.62, -0.81);
      vertex(-2.7, -0.9);
      vertex(-3.6, -1.08);
      vertex(-3.78, -1.17);
      vertex(-3.6, -0.36);
      vertex(-3.15, -0.18);
      vertex(-1.8, -0.1);
      endShape();

      beginShape();//right eye brow
      vertex(0.72, -2.1+0.2*rightEyebrow);
      bezierVertex(0.72, -2.16+0.2*rightEyebrow, 2.4, -3.3-0.15*rightEyebrow, 4.2, -2.4-0.15*rightEyebrow);
      vertex(3.6, -2.46-0.15*rightEyebrow);
      vertex(2.1, -2.4+0.01*rightEyebrow);
      endShape(CLOSE);
      beginShape();//Left eye brow
      vertex(-0.72, -2.1+0.15*rightEyebrow);
      bezierVertex(-0.72, -2.16+0.2*rightEyebrow, -2.4, -3.3-0.15*rightEyebrow, -4.2, -2.4-0.15*rightEyebrow);
      vertex(-3.6, -2.46-0.15*rightEyebrow);
      vertex(-2.1, -2.4+0.01*rightEyebrow);
      endShape(CLOSE);
      
      fill(250)
      beginShape();
      vertex(1.2, -0.45);
      vertex(1.35,-0.9);
      vertex(1.62, -0.81);
      vertex(2.7, -0.9);
      vertex(3.6, -1.08);
      vertex(3.78, -1.17);
      vertex(3.6, -0.36);
      vertex(3.15, -0.18);
      vertex(1.8, -0.1);
      endShape();;
      beginShape();
      vertex(-1.2, -0.45);
      vertex(-1.35,-0.9);
      vertex(-1.62, -0.81);
      vertex(-2.7, -0.9);
      vertex(-3.6, -1.08);
      vertex(-3.78, -1.17);
      vertex(-3.6, -0.36);
      vertex(-3.15, -0.18);
      vertex(-1.8, -0.1);
      endShape();


      fill(10);
      ellipse(-2.5,-0.5,1,0.8)
      ellipse(2.5,-0.5,1,0.8)
    }else if(eyeShape == 4){
      strokeWeight(0.1);
      fill(255);
      beginShape();
      vertex(4, -0.8);
      bezierVertex(3.7, 0.5, 3, 0.5, 1.2, 0.5);
      bezierVertex(1.9, -1.5, 2.3, -1.1, 2.9, -1.2);
      endShape();

      beginShape();
      vertex(-4, -0.8);
      bezierVertex(-3.7, 0.5, -3, 0.5, -1.2, 0.5);
      bezierVertex(-1.9, -1.5, -2.3, -1.1, -2.9, -1.2);
      endShape();

      fill(0);
      ellipse(2.5, -0.25, 1.5, 1.5)
      beginShape();
      vertex(1.2,0.5);
      bezierVertex(1.4, -1.3, 2.3, -1.5, 2.9, -1.45);
      bezierVertex(3.5, -1.3, 4, -0.8, 4.2, -1.1);
      bezierVertex(4, -0.8, 3.5,-0.9, 2.9, -1.2);
      bezierVertex(2.3, -1.1, 1.9, -1, 1.2, 0);
      endShape()
      ellipse(-2.5, -0.25, -1.5, 1.5)
      beginShape();
      vertex(-1.2,0.5);
      bezierVertex(-1.4, -1.3, -2.3, -1.5, -2.9, -1.45);
      bezierVertex(-3.5, -1.3, -4, -0.8, -4.2, -1.1);
      bezierVertex(-4, -0.8, -3.5,-0.9, -2.9, -1.2);
      bezierVertex(-2.3, -1.1, -1.9, -1, -1.2, 0);
      endShape()

      if(hairC == 1){
        fill(h1);
      }else if(hairC == 2){
        fill(h2);
      }else if(hairC == 3){
        fill(h3);
      }else if (hairC == 4){
        fill(h4);
      }else if(hairC == 5){
        fill(h5);
      }
      stroke(0)
      beginShape();//right eye brow
      vertex(0.72, -2.1+0.2*rightEyebrow);
      bezierVertex(0.72, -2.16+0.2*rightEyebrow, 2.4, -3.3-0.15*rightEyebrow, 4.2, -2.4-0.15*rightEyebrow);
      vertex(3.6, -2.46-0.15*rightEyebrow);
      vertex(2.1, -2.4+0.01*rightEyebrow);
      endShape(CLOSE);
      beginShape();//Left eye brow
      vertex(-0.72, -2.1+0.15*rightEyebrow);
      bezierVertex(-0.72, -2.16+0.2*rightEyebrow, -2.4, -3.3-0.15*rightEyebrow, -4.2, -2.4-0.15*rightEyebrow);
      vertex(-3.6, -2.46-0.15*rightEyebrow);
      vertex(-2.1, -2.4+0.01*rightEyebrow);
      endShape(CLOSE);
    }
    

    //Mouth Shape
    push();
    strokeWeight(0.1);
    noFill()
    beginShape();
    vertex(-1.5, 3.3 + mouthShape);
    bezierVertex(-0.3, 3.6 -mouthShape, 0.3, 3.6-mouthShape, 1.5, 3.3+mouthShape)
    endShape();



    beginShape();
    vertex(-0.3, 3.9+ 0.1*mouthShape);
    vertex(0, 3.9)
    vertex(0.3, 3.9+ 0.1*mouthShape);
    endShape();

    beginShape();
    noStroke()
    fill("#E1673D")
    vertex(-1.5, 3.3 + mouthShape);
    bezierVertex(-0.5, 3.6-mouthShape, 0.5, 3.6-mouthShape, 1.5, 3.3 + mouthShape);
    endShape();
    pop();



    //Nose Shape
/*
    beginShape();
    strokeWeight(0.1);
    noFill();
    vertex()
    vertex(0.5, 2.3)
    bezierVertex(0.4, 2, 0.25, 2.3, 0, 2.4);
    vertex(-0.1, 2.4);
    bezierVertex(-0.25, 2.3, -0.5, 2, -0.6, 2.3);

    endShape();
*/
    push()
    if(decoration == 1){
        //freckle
      fill("#B57738")
      noStroke()

      ellipse(1,0,0.1,0.1);
      ellipse(0.2,0.5,0.2,0.2)
      ellipse(-1.1,0.5,0.2,0.15);
      ellipse(1.4,0.8,0.15,0.15);
      ellipse(-1.1,0.3,0.15,0.1);
      ellipse(-1.4,1.3,0.15,0.15);
      ellipse(-0.8,0.5,0.2,0.15);
      ellipse(1.1,0.3,0.15,0.15);
      ellipse(-1,0.9,0.15,0.2);
      ellipse(-2,1,0.15,0.15);
      ellipse(2,1,0.2,0.15);
      ellipse(0, 1, 0.3, 0.15);
      ellipse(1.5, 1.4, 0.25, 0.25);
      ellipse(-1.8, 0.8, 0.2, 0.2);
      ellipse(1.8, 0.8, 0.2, 0.2);

    }else if(decoration==2){
        //glass
      noFill();
      strokeWeight(0.2)
      ellipse(2.5,0,3.5,2.5);
      ellipse(-2.5,0,3.5,2.5);
      beginShape();
      vertex(0.8,0);
      vertex(0,-0.5)
      vertex(-0.8,0)
      endShape();
      beginShape();
      vertex(4.3,0);
      vertex(5.5,-2)
      endShape();
      beginShape();
      vertex(-4.3,0);
      vertex(-5.5,-2)
      endShape();
      
    }else if(decoration==3){
      
      translate(4,1)
      beginShape();
      noStroke()
      fill('#EB4762')
      vertex(0,0);
      bezierVertex(0.5, -0.5, 1, 0, 0, 1);
      bezierVertex(-1, 0, -0.5, -0.5, 0, 0);
      endShape(CLOSE);

    }
    pop();


    if(hairStyle == 2){
      beginShape();
      if(hairC == 1){
        fill(h1);
      }else if(hairC == 2){
        fill(h2);
      }else if(hairC == 3){
        fill(h3);
      }else if (hairC == 4){
        fill(h4);
      }else if(hairC == 5){
        fill(h5);
      }
      vertex(0.2, -5.5);
      bezierVertex(0.5, -4, 0.4, -3, 0, -2)
      vertex(-0.5, -1);
      vertex(0, -1.2);

      vertex(-0.2, -0.5); //keep
      vertex(-1, 1);
      vertex(-0.9, 1.5);//keep
      bezierVertex(-0.8, 1, 0, 0, 2.5, -2);
      vertex(2, -1); //keep
      bezierVertex(3, -2, 4, -4, 4, -2);
      bezierVertex(3.7,-1, 4.2, -2, 4.8, 0);
      bezierVertex(4.5, 3, 5, 2, 5, 0);
      bezierVertex(6, -2, 6.5, -3, 6, -4)
      vertex(5.5, -5);
      bezierVertex(5.8, -5.2, 4, -6, 4, -6.5);
      bezierVertex(1, -8, 0, -8, -0.5, -7.5);

      vertex(-1, -8);
      vertex(-2, -7.5);
      vertex(-3, -6.5);
      bezierVertex(-4, -6.4, -5, -5, -5.5, -4);
      bezierVertex(-6, -3, -5.7, -2, -5.5, -1);
      vertex(-5, 1);
      vertex(-3.9, -2);
      vertex(-3, -3);
      vertex(-2, -4);
      vertex(-1.5, -3.5);
      vertex(-1, -4);
      endShape(CLOSE);
    }else if(hairStyle ==4){
      beginShape();
      if(hairC == 1){
        fill(h1);
      }else if(hairC == 2){
        fill(h2);
      }else if(hairC == 3){
        fill(h3);
      }else if (hairC == 4){
        fill(h4);
      }else if(hairC == 5){
        fill(h5);
      }
      vertex(-1,-5);
      vertex(0,-4.8);
      vertex(1,-5);
      vertex(1.7, -6.5);
      vertex(1.9, -6.7);
      vertex(1.7, -7);
      vertex(1.5, -7);
      vertex(1.3, -7.2);
      vertex(1, -7.3);
      vertex(0.8, -7.5);
      vertex(0.2, -7.7);
      vertex(-0.2, -7.6);
      vertex(-1, -7.7);
      vertex(-2, -7.6);
      vertex(-4.5, -6.5);
      vertex(-6, -5);
      vertex(-6.5, -4);
      vertex(-6.8, -3.5);
      vertex(-7, -3);
      vertex(-6.8, -1);
      vertex(-6.5, 0.5);
      vertex(-6.5, 6);
      vertex(-6.8, 6.5);
      vertex(-7, 7.5);
      vertex(-6.3, 8.5);
      vertex(-6.6, 9);
      vertex(-7, 9.5);
      vertex(-6.5, 9.4);
      vertex(-6, 9);
      vertex(-5.8, 10);
      vertex(-5.5, 9.4);
      vertex(-5, 10);
      vertex(-4.8, 9);
      vertex(-4.5, 8);
      vertex(-4.3, 9);
      vertex(-4, 9.7);
      vertex(-3.5, 8.5);
      vertex(-2, 8);
      vertex(-1.5, 7.5);
      vertex(-1, 5);
      vertex(-0.7, 3);
      vertex(-1, 1);
      vertex(-0.2, -2);
      vertex(-1, -5);
      endShape(CLOSE);
    }else if(hairStyle ==3){
      //hair Style 1
      if(hairC == 1){
        fill(h1);
      }else if(hairC == 2){
        fill(h2);
      }else if(hairC == 3){
        fill(h3);
      }else if (hairC == 4){
        fill(h4);
      }else if(hairC == 5){
        fill(h5);
      }
      beginShape();
      vertex(0.2, -5.5);
      bezierVertex(1, -5.5, 1.2, -5.6, 2.5, -4);
      bezierVertex(3, -3, 3.5, -2.5, 4, -2.3);
      vertex(5, -2);
      vertex(5.4, -1.6);
      vertex(6, -2.4);
      bezierVertex(6.3, -2.3, 6.2, -4, 6, -5);
      bezierVertex(6.02, -5.5, 5.5, -6, 4.5, -7);
      bezierVertex(1, -8.5, 0.4, -8.2, 0, -8.3);
      bezierVertex(-1, -8.3, -2, -8, -2.3, -8);
      bezierVertex(-4, -7, -5.2 ,-6, -5.5, -5.9);
      bezierVertex(-5.8, -5, -6, -4, -6.5, -3);
      bezierVertex(-6.8, -2, -6.9, 0, -6.5, 2);
      bezierVertex(-6.4, 4, -6, 5, -6.1, 8);
      bezierVertex(-6.3, 9, -6.3, 9, -6, 9.5);
      vertex(-6.15, 9);
      vertex(-5.8, 8);
      vertex(-5.5, 7);
      vertex(-5.4, 6);
      vertex(-5.5, 4);
      vertex(-5.4, 2);
      vertex(-5.5, 1);
      endShape(CLOSE);
    }




      //reference line
    // line(-3,-6,3,-6);//forehead
    // line(-3,-2.4,3,-2.4);//eye brow
    // line(-1.2,2.1,1.2,2.1);//noise
    // line(-0.9,3.3,0.9,3.3);//mouth
    // line( 0, -6, 0,6);//mid line

    // push();
    // stroke(150);
    // line( -1.2, -6, -1.2, 6);
    // line( 1.2, -6, 1.2,6);
    // line( 4.3, -0.9, 4.3, 0.9);
    // line(-4.3, -0.9, -4.3, 0.9);
    // pop();

    pop();


    noFill();
    strokeWeight(0.05);
    beginShape(LINES);
    // curveVertex(positions.nose_tip[0][0], positions.nose_tip[0][1])
    vertex(positions.nose_tip[0][0], positions.nose_tip[0][1])
    vertex(positions.nose_tip[1][0], positions.nose_tip[1][1])
    vertex(positions.nose_tip[1][0], positions.nose_tip[1][1])
    vertex(positions.nose_tip[2][0], positions.nose_tip[2][1])
    vertex(positions.nose_tip[2][0], positions.nose_tip[2][1])
    vertex(positions.nose_tip[3][0], positions.nose_tip[3][1])
    vertex(positions.nose_tip[3][0], positions.nose_tip[3][1])
    vertex(positions.nose_tip[4][0], positions.nose_tip[4][1])
    // curveVertex(positions.nose_tip[4][0], positions.nose_tip[4][1])
    endShape();

    beginShape(LINES);
    vertex(positions.nose_bridge[0][0], positions.nose_bridge[0][1])
    vertex(positions.nose_bridge[1][0], positions.nose_bridge[1][1])
    vertex(positions.nose_bridge[1][0], positions.nose_bridge[1][1])
    vertex(positions.nose_bridge[2][0], positions.nose_bridge[2][1])
    vertex(positions.nose_bridge[2][0], positions.nose_bridge[2][1])
    vertex(positions.nose_bridge[3][0], positions.nose_bridge[3][1])
    vertex(positions.nose_bridge[3][0], positions.nose_bridge[3][1])
    vertex(positions.nose_tip[2][0], positions.nose_tip[2][1])
    endShape();

  }

  /* set internal properties based on list numbers 0-100 */
  this.setProperties = function(settings) {
    this.hairStyle = int(map(settings[0], 0, 100, 1, 4));
  }

  /* get internal properties as list of numbers 0-100 */
  this.getProperties = function() {
    let settings = new Array(1);
    settings[0] = map(this.hairStyle, 1, 4, 0, 100);
    return settings;
  }
}

// given an array of [x,y] points, return the average
function average_point(list) {
  var sum_x = 0;
  var sum_y = 0;
  var num_points = 0;
  for(var i=0; i<list.length; i++) {
    sum_x += list[i][0];
    sum_y += list[i][1];
    num_points += 1; 
  }
  return [sum_x / num_points, sum_y / num_points];
}

index.html

<head>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/p5.js/0.6.1/p5.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/p5.js/0.6.1/addons/p5.dom.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/seedrandom/2.4.3/seedrandom.min.js"></script>
    <script src="https://d3js.org/d3-random.v1.min.js"></script>
    <script src="z_clmtrackr.js"></script>
    <script src="z_model_pca_20_svm.js"></script>
    <script language="javascript" type="text/javascript" src="z_purview_helper.js"></script>
    <script language="javascript" type="text/javascript" src="z_focused_random.js"></script>
    <script language="javascript" type="text/javascript" src="kdTree.js"></script>
    <script language="javascript" type="text/javascript" src="face.js"></script>
    <script language="javascript" type="text/javascript" src="system_runner.js"></script>

    <style>
        body   { padding: 0; margin: 0; }
        .inner { position: absolute; }
        #controls {
            font: 300 12px "Helvetica Neue";
            padding: 5;
            margin: 5;
            background: #f0f0f0;
            opacity: 0.0;
            -webkit-transition: opacity 0.2s ease;
            -moz-transition: opacity 0.2s ease;
            -o-transition: opacity 0.2s ease;
            -ms-transition: opacity 0.2s ease;
        }
        #controls:hover { opacity: 0.9; }
    </style>

</head>
<body style="background-color:white">
    <div class="outer">
        <div class="inner" id="controls" height="500">
            <table>
                <tr>
                    <td>setting 1</td>
                    <td id="slider1Container"></td>
                </tr>
                <tr>
                    <td>setting 2</td>
                    <td id="slider2Container"></td>
                </tr>
                <tr>
                    <td>setting 3</td>
                    <td id="slider3Container"></td>
                </tr>
                <tr>
                    <td>setting 4</td>
                    <td id="slider4Container"></td>
                </tr>
                <tr>
                    <td>setting 5</td>
                    <td id="slider5Container"></td>
                </tr>
                <tr>
                    <td>setting 6</td>
                    <td id="slider6Container"></td>
                </tr>
                <tr>
                    <td>setting 7</td>
                    <td id="slider7Container"></td>
                </tr>
                <tr>
                    <td>setting 8</td>
                    <td id="slider8Container"></td>
                </tr>
                <tr>
                    <td>setting 9</td>
                    <td id="slider9Container"></td>
                </tr>
                <tr>
                    <td>setting 10</td>
                    <td id="slider10Container"></td>
                </tr>
                <tr>
                    <td>setting 11</td>
                    <td id="slider11Container"></td>
                </tr>
                <tr>
                    <td>setting 12</td>
                    <td id="slider12Container"></td>
                </tr>
                <tr>
                </tr>
                <tr>
                    <td>show target</td>
                    <td id="sliderTintContainer"></td>
                </tr>
                <tr>
                    <td>Draw function</td>
                    <td id="selector1Container"></td>
                </tr>
                <tr>
                    <td>Face Draw</td>
                    <td id="checkbox1Container"></td>
                </tr>
                <tr>
                    <td>Face Targets</td>
                    <td id="checkbox2Container"></td>
                </tr>
                <tr>
                    <td>Face Points</td>
                    <td id="checkbox3Container"></td>
                </tr>
                <tr>
                    <td></td>
                    <td id="button1Container"></td>
                </tr>
                <tr>
                    <td></td>
                    <td id="button2Container"></td>
                </tr>
                <tr>
                    <td></td>
                    <td id="button3Container"></td>
                </tr>
                <tr>
                    <td></td>
                    <td id="button4Container"></td>
                </tr>
            </table>
        </div>
        <div>
            <div id="canvasContainer"></div>
<a href="face.js">face code</a><br>
<a href="sketch.html">sketches</a>
        </div>
    </div>
    <pre>
        <p id="output">
        </p>
    </pre>
</body>

kdTree.js

/**
 * k-d Tree JavaScript - V 1.01
 *
 * https://github.com/ubilabs/kd-tree-javascript
 *
 * @author Mircea Pricop <pricop@ubilabs.net>, 2012
 * @author Martin Kleppe <kleppe@ubilabs.net>, 2012
 * @author Ubilabs http://ubilabs.net, 2012
 * @license MIT License <http://www.opensource.org/licenses/mit-license.php>
 */

 (function (root, factory) {
    if (typeof define === 'function' && define.amd) {
        define(['exports'], factory);
    } else if (typeof exports === 'object') {
        factory(exports);
    } else {
        factory((root.commonJsStrict = {}));
    }
}(this, function (exports) {
  function Node(obj, dimension, parent) {
    this.obj = obj;
    this.left = null;
    this.right = null;
    this.parent = parent;
    this.dimension = dimension;
  }

  function kdTree(points, metric, dimensions) {

    var self = this;
    
    function buildTree(points, depth, parent) {
      var dim = depth % dimensions.length,
        median,
        node;

      if (points.length === 0) {
        return null;
      }
      if (points.length === 1) {
        return new Node(points[0], dim, parent);
      }

      points.sort(function (a, b) {
        return a[dimensions[dim]] - b[dimensions[dim]];
      });

      median = Math.floor(points.length / 2);
      node = new Node(points[median], dim, parent);
      node.left = buildTree(points.slice(0, median), depth + 1, node);
      node.right = buildTree(points.slice(median + 1), depth + 1, node);

      return node;
    }

    // Reloads a serialied tree
    function loadTree (data) {
      // Just need to restore the `parent` parameter
      self.root = data;

      function restoreParent (root) {
        if (root.left) {
          root.left.parent = root;
          restoreParent(root.left);
        }

        if (root.right) {
          root.right.parent = root;
          restoreParent(root.right);
        }
      }

      restoreParent(self.root);
    }
    
    // If points is not an array, assume we're loading a pre-built tree
    if (!Array.isArray(points)) loadTree(points, metric, dimensions);
    else this.root = buildTree(points, 0, null);

    // Convert to a JSON serializable structure; this just requires removing 
    // the `parent` property
    this.toJSON = function (src) {
      if (!src) src = this.root;
      var dest = new Node(src.obj, src.dimension, null);
      if (src.left) dest.left = self.toJSON(src.left);
      if (src.right) dest.right = self.toJSON(src.right);
      return dest;
    };

    this.insert = function (point) {
      function innerSearch(node, parent) {

        if (node === null) {
          return parent;
        }

        var dimension = dimensions[node.dimension];
        if (point[dimension] < node.obj[dimension]) {
          return innerSearch(node.left, node);
        } else {
          return innerSearch(node.right, node);
        }
      }

      var insertPosition = innerSearch(this.root, null),
        newNode,
        dimension;

      if (insertPosition === null) {
        this.root = new Node(point, 0, null);
        return;
      }

      newNode = new Node(point, (insertPosition.dimension + 1) % dimensions.length, insertPosition);
      dimension = dimensions[insertPosition.dimension];

      if (point[dimension] < insertPosition.obj[dimension]) {
        insertPosition.left = newNode;
      } else {
        insertPosition.right = newNode;
      }
    };

    this.remove = function (point) {
      var node;

      function nodeSearch(node) {
        if (node === null) {
          return null;
        }

        if (node.obj === point) {
          return node;
        }

        var dimension = dimensions[node.dimension];

        if (point[dimension] < node.obj[dimension]) {
          return nodeSearch(node.left, node);
        } else {
          return nodeSearch(node.right, node);
        }
      }

      function removeNode(node) {
        var nextNode,
          nextObj,
          pDimension;

        function findMin(node, dim) {
          var dimension,
            own,
            left,
            right,
            min;

          if (node === null) {
            return null;
          }

          dimension = dimensions[dim];

          if (node.dimension === dim) {
            if (node.left !== null) {
              return findMin(node.left, dim);
            }
            return node;
          }

          own = node.obj[dimension];
          left = findMin(node.left, dim);
          right = findMin(node.right, dim);
          min = node;

          if (left !== null && left.obj[dimension] < own) {
            min = left;
          }
          if (right !== null && right.obj[dimension] < min.obj[dimension]) {
            min = right;
          }
          return min;
        }

        if (node.left === null && node.right === null) {
          if (node.parent === null) {
            self.root = null;
            return;
          }

          pDimension = dimensions[node.parent.dimension];

          if (node.obj[pDimension] < node.parent.obj[pDimension]) {
            node.parent.left = null;
          } else {
            node.parent.right = null;
          }
          return;
        }

        // If the right subtree is not empty, swap with the minimum element on the
        // node's dimension. If it is empty, we swap the left and right subtrees and
        // do the same.
        if (node.right !== null) {
          nextNode = findMin(node.right, node.dimension);
          nextObj = nextNode.obj;
          removeNode(nextNode);          
          node.obj = nextObj;
        } else {
          nextNode = findMin(node.left, node.dimension);
          nextObj = nextNode.obj;
          removeNode(nextNode);
          node.right = node.left;
          node.left = null;
          node.obj = nextObj;
        }

      }

      node = nodeSearch(self.root);

      if (node === null) { return; }

      removeNode(node);
    };

    this.nearest = function (point, maxNodes, maxDistance) {
      var i,
        result,
        bestNodes;

      bestNodes = new BinaryHeap(
        function (e) { return -e[1]; }
      );

      function nearestSearch(node) {
        var bestChild,
          dimension = dimensions[node.dimension],
          ownDistance = metric(point, node.obj),
          linearPoint = {},
          linearDistance,
          otherChild,
          i;

        function saveNode(node, distance) {
          bestNodes.push([node, distance]);
          if (bestNodes.size() > maxNodes) {
            bestNodes.pop();
          }
        }

        for (i = 0; i < dimensions.length; i += 1) {
          if (i === node.dimension) {
            linearPoint[dimensions[i]] = point[dimensions[i]];
          } else {
            linearPoint[dimensions[i]] = node.obj[dimensions[i]];
          }
        }

        linearDistance = metric(linearPoint, node.obj);

        if (node.right === null && node.left === null) {
          if (bestNodes.size() < maxNodes || ownDistance < bestNodes.peek()[1]) {
            saveNode(node, ownDistance);
          }
          return;
        }

        if (node.right === null) {
          bestChild = node.left;
        } else if (node.left === null) {
          bestChild = node.right;
        } else {
          if (point[dimension] < node.obj[dimension]) {
            bestChild = node.left;
          } else {
            bestChild = node.right;
          }
        }

        nearestSearch(bestChild);

        if (bestNodes.size() < maxNodes || ownDistance < bestNodes.peek()[1]) {
          saveNode(node, ownDistance);
        }

        if (bestNodes.size() < maxNodes || Math.abs(linearDistance) < bestNodes.peek()[1]) {
          if (bestChild === node.left) {
            otherChild = node.right;
          } else {
            otherChild = node.left;
          }
          if (otherChild !== null) {
            nearestSearch(otherChild);
          }
        }
      }

      if (maxDistance) {
        for (i = 0; i < maxNodes; i += 1) {
          bestNodes.push([null, maxDistance]);
        }
      }

      if(self.root)
        nearestSearch(self.root);

      result = [];

      for (i = 0; i < Math.min(maxNodes, bestNodes.content.length); i += 1) {
        if (bestNodes.content[i][0]) {
          result.push([bestNodes.content[i][0].obj, bestNodes.content[i][1]]);
        }
      }
      return result;
    };

    this.balanceFactor = function () {
      function height(node) {
        if (node === null) {
          return 0;
        }
        return Math.max(height(node.left), height(node.right)) + 1;
      }

      function count(node) {
        if (node === null) {
          return 0;
        }
        return count(node.left) + count(node.right) + 1;
      }

      return height(self.root) / (Math.log(count(self.root)) / Math.log(2));
    };
  }

  // Binary heap implementation from:
  // http://eloquentjavascript.net/appendix2.html

  function BinaryHeap(scoreFunction){
    this.content = [];
    this.scoreFunction = scoreFunction;
  }

  BinaryHeap.prototype = {
    push: function(element) {
      // Add the new element to the end of the array.
      this.content.push(element);
      // Allow it to bubble up.
      this.bubbleUp(this.content.length - 1);
    },

    pop: function() {
      // Store the first element so we can return it later.
      var result = this.content[0];
      // Get the element at the end of the array.
      var end = this.content.pop();
      // If there are any elements left, put the end element at the
      // start, and let it sink down.
      if (this.content.length > 0) {
        this.content[0] = end;
        this.sinkDown(0);
      }
      return result;
    },

    peek: function() {
      return this.content[0];
    },

    remove: function(node) {
      var len = this.content.length;
      // To remove a value, we must search through the array to find
      // it.
      for (var i = 0; i < len; i++) {
        if (this.content[i] == node) {
          // When it is found, the process seen in 'pop' is repeated
          // to fill up the hole.
          var end = this.content.pop();
          if (i != len - 1) {
            this.content[i] = end;
            if (this.scoreFunction(end) < this.scoreFunction(node))
              this.bubbleUp(i);
            else
              this.sinkDown(i);
          }
          return;
        }
      }
      throw new Error("Node not found.");
    },

    size: function() {
      return this.content.length;
    },

    bubbleUp: function(n) {
      // Fetch the element that has to be moved.
      var element = this.content[n];
      // When at 0, an element can not go up any further.
      while (n > 0) {
        // Compute the parent element's index, and fetch it.
        var parentN = Math.floor((n + 1) / 2) - 1,
            parent = this.content[parentN];
        // Swap the elements if the parent is greater.
        if (this.scoreFunction(element) < this.scoreFunction(parent)) {
          this.content[parentN] = element;
          this.content[n] = parent;
          // Update 'n' to continue at the new position.
          n = parentN;
        }
        // Found a parent that is less, no need to move it further.
        else {
          break;
        }
      }
    },

    sinkDown: function(n) {
      // Look up the target element and its score.
      var length = this.content.length,
          element = this.content[n],
          elemScore = this.scoreFunction(element);

      while(true) {
        // Compute the indices of the child elements.
        var child2N = (n + 1) * 2, child1N = child2N - 1;
        // This is used to store the new position of the element,
        // if any.
        var swap = null;
        // If the first child exists (is inside the array)...
        if (child1N < length) {
          // Look it up and compute its score.
          var child1 = this.content[child1N],
              child1Score = this.scoreFunction(child1);
          // If the score is less than our element's, we need to swap.
          if (child1Score < elemScore)
            swap = child1N;
        }
        // Do the same checks for the other child.
        if (child2N < length) {
          var child2 = this.content[child2N],
              child2Score = this.scoreFunction(child2);
          if (child2Score < (swap == null ? elemScore : child1Score)){
            swap = child2N;
          }
        }

        // If the element needs to be moved, swap it, and continue.
        if (swap != null) {
          this.content[n] = this.content[swap];
          this.content[swap] = element;
          n = swap;
        }
        // Otherwise, we are done.
        else {
          break;
        }
      }
    }
  };
  
  this.kdTree = kdTree;
  
  exports.kdTree = kdTree;
  exports.BinaryHeap = BinaryHeap;
}));

preview.jpg

purview.json

{
  "commits": [
    {
      "sha": "4acc67790ceae47e2dc59a065d40d654ac1bdeeb",
      "name": "adapting example3"
    },
    {
      "sha": "55c1cb6e0a0af629a914a01cd122b605929a07bb",
      "name": "adapting example2"
    },
    {
      "sha": "bccc7dea1526a86c6bdcfda022fc82053ff0a904",
      "name": "adapting example1"
    },
    {
      "sha": "e5b69a958ebc7cfc4490383bc46eea4550931888",
      "name": "averaging function"
    },
    {
      "sha": "b287c9b1382496eb683a53d2b353e57edc726870",
      "name": "migrated code"
    },
    {
      "sha": "11af26044b7353d04626875bf5a819de92883680",
      "name": "original software"
    }
  ]
}

same_pose.jpg

same_subject.jpg

sample_images.json

[
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[1.5546085927462328, 1.083420874676733], [1.6375250228213092, 0.6366214721099113], [1.7204414528963854, 0.18982206954308956], [1.7288913158769912, -0.270796738036245], [1.8256271509645803, -0.7920627076975371]], "left_eyebrow": [[-1.5391877732990955, -1.339469366166139], [-1.334977019060104, -1.6096968245189947], [-1.0094719406571975, -1.7033523386578846], [-0.6371391051848461, -1.6342553135953208], [-0.35309224181947757, -1.5045111264507998]], "right_eyebrow": [[0.25645969994879747, -1.4684224534451682], [0.581964778351704, -1.562077967584058], [0.9681170188365683, -1.5674475096159646], [1.2521638822019368, -1.4377033224714435], [1.4341053684478096, -1.1728454061504947]], "nose_bridge": [[-0.036037026397176986, -1.137547833010355], [-0.003028674340244869, -0.9003287267144314], [0.016160272704174555, -0.5886430533240374], [0.03534921974859398, -0.2769573799336436]], "nose_tip": [[-0.3784418307612956, -0.12265470371279627], [-0.16886153449039748, -0.006729921580787824], [0.054538166793013404, 0.03472829345675033], [0.21729070599446673, -0.012099463612694525], [0.38004324519592, -0.05892722068213939]], "left_eye": [[-1.1200271807572992, -1.1076198019021222], [-0.9434552365433333, -1.2289141260660372], [-0.7200555352599224, -1.187455911028499], [-0.5987612110960072, -1.010883966814533], [-0.7476943452849478, -1.0385227768395586], [-0.9849134515808715, -1.0055144247826264]], "right_eye": [[0.47140953825160226, -0.9663454308282956], [0.7224480495600387, -1.073820349979698], [0.8713811837489793, -1.0461815399546726], [1.0809614800198775, -0.9302567578226643], [0.9320283458309369, -0.9578955678476897], [0.6948092395350133, -0.9248872157907574]], "top_lip": [[-0.8889687163587743, 0.5529139421693432], [-0.549644232943355, 0.3847918609359831], [-0.23795855955296108, 0.36560291389156363], [0.05990770882492012, 0.4208805339416145], [0.2971268151208437, 0.38787218188468237], [0.6694596505931952, 0.45696920694724597], [0.9535065139585638, 0.5867133940917671], [0.8790399468640934, 0.5728939890792544], [0.3439545721902886, 0.5506247210861357], [0.0460883038124074, 0.4953471010360848], [-0.19113080248351622, 0.528355453093017], [-0.814502149264304, 0.5667333471818559]], "bottom_lip": [[0.9535065139585638, 0.5867133940917671], [0.6610097876125892, 0.9175880145265805], [0.3216853041971699, 1.0857100957599404], [0.009999630806775961, 1.10489904280436], [-0.21340007047663495, 1.063440827766822], [-0.5719135009364736, 0.9198772356097878], [-0.8889687163587743, 0.5529139421693432], [-0.814502149264304, 0.5667333471818559], [-0.24640842253356707, 0.8262217214708981], [0.05145784584431412, 0.881499341520949], [0.2886769521402377, 0.8484909894640169], [0.8790399468640934, 0.5728939890792544]], "transform": {"center": [248.20833333333334, 90.68055555555556], "scale": 13.203410696193075, "angle": -0.18349120961794116}}, {"chin": [[-1.617020160071279, -0.8300283300650086], [-1.640710668897071, -0.407519556414437], [-1.6644011777228627, 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[1.223656865439236, -1.6031902738460397], [1.5474495790642182, -1.3307326025950632]], "nose_bridge": [[-0.24130157556365775, -1.1767274754730463], [-0.2602539826242913, -0.838720456552589], [-0.2744682879197664, -0.585215192362246], [-0.2886825932152415, -0.331709928171903]], "nose_tip": [[-0.47190040797094535, -0.08768086751187673], [-0.3921367550059894, 0.0015589889833959626], [-0.22313324554576075, 0.01103519251371271], [-0.054129736085532086, 0.020511396044029462], [0.20411362986996928, -0.04977605339060973]], "left_eye": [[-1.095795326395118, -1.0551049836644013], [-0.9220537151697309, -1.130130534864199], [-0.7530502057095022, -1.1206543313338821], [-0.5887847980144318, -1.026676373073451], [-0.762526409239819, -0.9516508218736536], [-0.9315299187000476, -0.9611270254039703]], "right_eye": [[0.4204981569817816, -0.8853173971614363], [0.5942397682071687, -0.9603429483612338], [0.8477450323975116, -0.9461286430657587], [1.012010440092582, -0.8521506848053277], [0.8430069306323532, -0.8616268883356444], [0.5895016664420103, -0.8758411936311196]], "top_lip": [[-0.678808731552441, 0.5788569667987211], [-0.5003290185618956, 0.41932966086880924], [-0.3313255091016669, 0.428805864399126], [-0.16232199964143829, 0.43828206792944274], [0.09118326454890469, 0.45249637322491787], [0.4244521817042036, 0.5559505350156657], [0.8422228535896168, 0.6641427985715719], [0.6732193441293882, 0.6546665950412551], [0.08170706101858793, 0.6214998826851466], [-0.17179820317175504, 0.6072855773896714], [-0.34080171263198367, 0.5978093738593546], [-0.5943069768223267, 0.5835950685638795]], "bottom_lip": [[0.8422228535896168, 0.6641427985715719], [0.4054997746435701, 0.893957553936123], [0.06275465395795443, 0.9595069016056038], [-0.10624885550227421, 0.9500306980752871], [-0.2752523649625029, 0.9405544945449703], [-0.5192814256225291, 0.7573366797892664], [-0.678808731552441, 0.5788569667987211], [-0.5943069768223267, 0.5835950685638795], [-0.35027791616230036, 0.7668128833195832], [-0.09677265197195746, 0.7810271886150584], [0.07223085748827118, 0.7905033921453751], [0.6732193441293882, 0.6546665950412551]], "transform": {"center": [567.625, 91.72222222222223], "scale": 11.81551459018456, "angle": -0.056012394714385905}}, {"chin": [[-1.8142388501738926, -0.7103567585987939], [-1.768512816428285, -0.22044323548050118], [-1.6411345288296288, 0.2618492820135236], [-1.603029500708289, 0.6701105512787675], [-1.4756512131096329, 1.1524030687727924], [-1.2818626829064637, 1.4637700729364516], [-0.8507383967684159, 1.6706218063742582], [-0.501266364483417, 1.8850945454363328], [-0.003731835740856393, 1.921020765543774], [0.4861816873774363, 1.8752947317981665], [0.9684742048714612, 1.74791644419951], [1.4431457167412178, 1.538885902747805], [1.7392707096563416, 1.1817928648385383], [1.946122443094148, 0.7506685787004905], [1.9896696688258573, 0.33478630381097874], [2.025595888933298, -0.16274822493158186], [2.0615221090407396, -0.6602827536741425]], "left_eyebrow": [[-1.607387116736086, -1.1414810447368415], [-1.4745666315270602, -1.4833320713975726], [-1.1631996273634009, -1.6771206016007418], [-0.754938358098157, -1.7152256297220814], [-0.41308733143742604, -1.5824051445130556]], "right_eyebrow": [[0.329403958864281, -1.5693419412784182], [0.6407709630279403, -1.7631304714815874], [1.1383054917705007, -1.7272042513741461], [1.480156518431232, -1.5943837661651203], [1.673945048634401, -1.283016762001461]], "nose_bridge": [[-0.040752282279623325, -1.1229756438918346], [-0.017889265406819538, -0.8780188823326882], [-0.07667850238706456, -0.625441115149274], [-0.04619447988999284, -0.29883209973707886]], "nose_tip": [[-0.423971726658165, 0.0658819437964559], [-0.2606672189520675, 0.050639932547920055], [-0.089741705621702, 0.11705017515243299], [0.15521505593744434, 0.0941871582796292], [0.3185195636435419, 0.07894514703109336]], "left_eye": [[-1.1762628305980383, -0.9346293112990347], [-1.0282003341404766, -1.1131758302536683], [-0.7832435725813303, -1.1360388471264722], [-0.523044799773648, -0.9955973562931781], [-0.7603805557085265, -0.8910820855673256], [-1.0053373172676727, -0.8682190686945219]], "right_eye": [[0.46440325208720523, -1.0053971699313446], [0.6941180023978157, -1.1915646945102458], [1.028348023434279, -1.1403964631542687], [1.2068945423889121, -0.9923339666967071], [0.9695587864540338, -0.8878186959708546], [0.7169810192706195, -0.9466079329510996]], "top_lip": [[-0.7788859565535334, 0.6755527488891371], [-0.5491712062429229, 0.4893852243102357], [-0.3042144446837766, 0.4665222074374319], [-0.051636677500362355, 0.525311444417677], [0.19332008405878398, 0.5024484275448732], [0.4382768456179304, 0.4795854106720694], [0.7801278722786613, 0.6124058958810952], [0.6984756184256126, 0.6200269015053631], [0.2085620953073198, 0.6657529352509707], [-0.03639466625182651, 0.6886159521237745], [-0.2889724334352408, 0.6298267151435295], [-0.6972337027004847, 0.667931743264869]], "bottom_lip": [[0.7801278722786613, 0.6124058958810952], [0.46876086811500206, 0.8061944260842645], [0.14215185270280692, 0.8366784485813362], [-0.10280490885633944, 0.85954146545414], [-0.27373042218670496, 0.793131222849627], [-0.5263081893701191, 0.734341985869382], [-0.7788859565535334, 0.6755527488891371], [-0.6972337027004847, 0.667931743264869], [-0.2889724334352408, 0.6298267151435295], [-0.04401567187609444, 0.6069636982707257], [0.11928883583000313, 0.5917216870221899], [0.6984756184256126, 0.6200269015053631]], "transform": {"center": [897.2222222222222, 97.68055555555556], "scale": 12.194060832994293, "angle": 0.0930652900702675}}, {"chin": [[-1.5951821405823876, -0.7626645304056091], [-1.5828379518006108, -0.2667799051736439], [-1.5014165578116645, 0.15650060377064387], [-1.419995163822718, 0.5797811127149316], [-1.267733109086348, 1.0012981661189657], [-1.044630393602554, 1.4210517639827458], [-0.7524504729115905, 1.7682012455588485], [-0.39119334701345726, 2.0427466108472734], [0.03561407301133822, 2.103006538353174], [0.45889458195562594, 2.0215851443642276], [0.9494888405668297, 1.7967189733401803], [1.2966383221429323, 1.5045390526492166], [1.7146284644664587, 1.2105956764179995], [1.9165697134672068, 0.7802613453126963], [2.1167475069277004, 0.27908635345996957], [2.1044033181459234, -0.2167982717719956], [2.092059129364147, -0.7126828970039608]], "left_eyebrow": [[-1.4658450078693173, -1.262076066718082], [-1.3329809640757395, -1.6198062815357075], [-1.0531452321665526, -1.7685414251915703], [-0.6989419284294346, -1.7773587028928395], [-0.3412117136118089, -1.644494659099261]], "right_eyebrow": [[0.2255135723675799, -1.6586023034212918], [0.5761899650241903, -1.8091009026174083], [1.001233929508732, -1.8196816358589312], [1.3607275998666113, -1.6159769313179293], [1.5112261990627276, -1.265300538661319]], "nose_bridge": [[-0.11810899812801516, -1.224741061235481], [-0.10929172042674604, -0.870537757498363], [-0.17307855901315433, -0.5854116589684148], [-0.1642612813118852, -0.23120835523129682]], "nose_tip": [[-0.5114107628879878, 0.060971565459666734], [-0.29712532510546324, 0.12652185958632883], [-0.08283988732293866, 0.19207215371299097], [0.12791863937907832, 0.1159411263448059], [0.3386771660810953, 0.03981009897662083]], "left_eye": [[-1.104587881971184, -0.9875307014296568], [-0.9664334715568447, -1.1327389340050116], [-0.7539114893145739, -1.1380293006257731], [-0.5378625959917952, -1.0016383457516875], [-0.7503845782340661, -0.996347979130926], [-0.9629065604763369, -0.9910576125101644]], "right_eye": [[0.4539066544721351, -1.026326723315241], [0.6629017256338983, -1.1732984114308496], [0.875423707876169, -1.178588778051611], [1.0914726011989477, -1.0421978231775255], [0.8789506189566767, -1.036907456556764], [0.666428636714406, -1.0316170899360024]], "top_lip": [[-0.7789023060153979, 0.7055913343474944], [-0.5681437793133809, 0.6294603069793093], [-0.2865445918639403, 0.5515658240708704], [-0.1430998148288393, 0.6188795737377863], [0.06765871187317767, 0.5427485463696013], [0.4218620156102956, 0.5339312686683322], [0.7778287748876676, 0.5959546517144866], [0.6361474533928204, 0.5994815627949943], [0.06942216741343149, 0.6135892071170249], [-0.14133635928858548, 0.68972023448521], [-0.28301768078343265, 0.6932471455657176], [-0.7080616452679743, 0.7038278788072406]], "bottom_lip": [[0.7778287748876676, 0.5959546517144866], [0.4271523822310571, 0.746453250910603], [0.1473166503218704, 0.8951883945664656], [-0.0652053319204004, 0.900478761187227], [-0.2777273141626712, 0.9057691278079885], [-0.4920127519451958, 0.8402188336813264], [-0.7789023060153979, 0.7055913343474944], [-0.7080616452679743, 0.7038278788072406], [-0.28125422524317883, 0.7640878063131412], [-0.06873224300090805, 0.7587974396923798], [0.14378973924136276, 0.7535070730716183], [0.6361474533928204, 0.5994815627949943]], "transform": {"center": [425.2361111111111, 69.31944444444444], "scale": 14.11181510711092, "angle": 0.024888127816916374}}]}
]

sketch.html

<head>
    <style> body {padding: 0; margin: 0;} </style>
</head>
<body style="background-color:white">
<img src="same_pose.jpg" width="960" height="500"/><br>
Same Pose
<hr>
<img src="same_subject.jpg" width="960" height="500"/><br>
Same Subject
<p>
<a href="index.html">program</a>
</body>

sketch.jpg

system_runner.js

// recent work from my @VicUniWgtn 3rd year media design students that combines @nulhom's dlib face library with @p5xjs

var canvasWidth = 960;
var canvasHeight = 500;
var button;
var curRandomSeed;
var mainFace;
var faceImages = [];
var curFaceIndex = 0;
var curTrainIndex = 0;
var curValidIndex = 0;
var main_canvas;
var faceSelector;
var drawFaceCheckbox;
var faceGuideCheckbox;
var facePointsCheckbox;
var sliders = [];
var NUM_SLIDERS = 12;
var sliderTint;

var selfieData = []

var trainData = {}
var trainDataKeys = []
var trainValues = {}
var validData = {}
var validDataKeys = []

var faceMapping = null;

var loadedSelfieData = [];

function preload () {
  loadedSelfieData = loadJSON('sample_images.json');
  trainData = loadJSON('training_images.json');
  trainValues = loadJSON('training_values.json');
  validData = loadJSON('testing_images.json');
}

var allEmbeddingsTree;
var allEmbeddings = [];
var embeddingDimensions;
var curNeighbors = [];

function squaredDistance(a, b) {
  var sum = 0;
  var length = 128;
  for(var i=0; i<128; i++) {
    var diff = a[i] - b[i];
    sum += diff * diff;
  }
  // print(a.length,diff);
  // print(sum, a==b);
  return sum;
}

var haveStarted = false;
function setup () {
  var loadedSelfieDataArray = Object.values(loadedSelfieData);
  Array.prototype.unshift.apply(selfieData, loadedSelfieDataArray);

  // create the drawing canvas, save the canvas element
  main_canvas = createCanvas(canvasWidth, canvasHeight);
  main_canvas.parent('canvasContainer');

  curRandomSeed = int(focusedRandom(0, 100));

  mainFace = new Face();
  littleFace = new Face();

  for(var i=0; i<selfieData.length; i++) {
    var data = selfieData[i];
    data.image = loadImage(data.url);
  }

  trainDataKeys = Object.keys(trainData);
  for(var i=0; i<trainDataKeys.length; i++) {
    var curKey = trainDataKeys[i];
    var data = trainData[curKey];
    var curEmbedding = data.embedding[0];
    if(curEmbedding.length == 128) {
      curEmbedding.push(curKey);
      allEmbeddings.push(curEmbedding);
    }
    else {
      print("rejected embedding ", curEmbedding);
    }
    data.image = loadImage(data.url);
  }

  validDataKeys = Object.keys(validData);
  for(var i=0; i<validDataKeys.length; i++) {
    var curKey = validDataKeys[i];
    var data = validData[curKey];
    data.image = loadImage(data.url);
  }

  // print("Length: ", allEmbeddings.length);
  // setup k-d tree
  var N = allEmbeddings[0].length - 1; 
  embeddingDimensions = Array.apply(null, {length: N}).map(Number.call, Number);  
  // print(embeddingDimensions)
  allEmbeddingsTree = new kdTree(allEmbeddings, squaredDistance, embeddingDimensions);
  // print(allEmbeddingsTree)

  faceSelector = createSelect();
  faceSelector.option('Faces');
  faceSelector.option('Train');
  faceSelector.option('NearestNeighbors');
  faceSelector.option('TrainingQuiz');
  faceSelector.option('InterpolationQuiz');
  faceSelector.value('Faces');
  faceSelector.parent('selector1Container');

  /* create the sliders */
  for(i=1; i<=NUM_SLIDERS; i++) {
    var slider = createSlider(0, 100, 50);
    var parentStr = 'slider' + i + 'Container';
    slider.parent(parentStr);
    sliders.push(slider);
  }

  drawFaceCheckbox = createCheckbox('', true);
  drawFaceCheckbox.parent('checkbox1Container');

  faceGuideCheckbox = createCheckbox('', false);
  faceGuideCheckbox.parent('checkbox2Container');

  facePointsCheckbox = createCheckbox('', false);
  facePointsCheckbox.parent('checkbox3Container');

  sliderTint = createSlider(0, 100, 10);
  sliderTint.parent("sliderTintContainer");

  /* and the buttons */
  var loadButton = createButton('load');
  loadButton.mousePressed(loadCurrentSettings);
  loadButton.parent('button1Container');

  var interpButton = createButton('interpolate');
  interpButton.mousePressed(interpolateCurrent);
  interpButton.parent('button1Container');

  var saveButton = createButton('save');
  saveButton.mousePressed(saveCurrentSettings);
  saveButton.parent('button2Container');

  var getValuesButton = createButton('get values');
  getValuesButton.mousePressed(getSingleJson);
  getValuesButton.parent('button3Container');

  var randButton = createButton('get all values');
  randButton.mousePressed(getAllJson);
  randButton.parent('button4Container');

  updateSlidersForTraining();

  // rotation in degrees
  angleMode(DEGREES);

  haveStarted = true;
}

function saveCurrentSettings() {
  var curKey = trainDataKeys[curTrainIndex];
  obj = mainFace.getProperties();
  trainValues[curKey] = obj;
  // for(var i=0; i<obj.length; i++) {
  //   trainData[curKey][i] = obj[i];
  // }
  var text = select('#output');
  text.html("Storing values for " + curKey);
  // getAllJson();
}

function getSingleJson() {
  obj = mainFace.getProperties();
  var text = select('#output');
  var json = JSON.stringify(obj, null, 2);
  text.html(json)
}

function getAllJson() {
  obj = trainValues;
  var text = select('#output');
  var json = JSON.stringify(obj, null, 2);
  // alert(json);
  text.html(json)
}

// global variables for colors
var bg_color1 = [50, 50, 50];

var lastSwapTime = 0;
var millisPerSwap = 5000;

function changeRandomSeed() {
  curRandomSeed = curRandomSeed + 1;
  lastSwapTime = millis();
}

function mouseClicked() {
  // changeRandomSeed();
}

var quiz_done = false;
var guessed_answer = 0;

function draw () {
  var mode = faceSelector.value();

  if(millis() > lastSwapTime + millisPerSwap) {
    lastSwapTime = millis();
    // changeRandomSeed();
  }

  resetFocusedRandom(curRandomSeed);

  noStroke();
  background(bg_color1);
  var textDisplay = "unknown";

  var params = [];
  for(var i=0; i<NUM_SLIDERS; i++) {
    params.push(sliders[i].value());
  }

  if (mode == 'Faces' || mode == 'FacePair' || mode == 'Train') {
    var do_train = (mode == 'Train');
    var is_face = (mode == 'Faces');
    var show_face_guide = faceGuideCheckbox.checked();
    var show_face_points = facePointsCheckbox.checked();
    var do_draw_face = drawFaceCheckbox.checked();

    if(do_train) {
      // var keys = Object.keys(trainData);
      var curKey = trainDataKeys[curTrainIndex];
      var data = trainData[curKey];      
    }
    else {
      var data = selfieData[curFaceIndex];
    }
    // Displays the image at its actual size at point (0,0)
    var img = data.image
    if (is_face) {
        x2 = 0;
        y1 = 0;
        x1 = 0;
        var im_w = 960;
        var im_h = 500;
        var rect_w = 960;
        var rect_h = 540;
        image(img, x2, y1, im_w, im_h);
        var is_face = true;
    }
    else {
        var x1 = (width/4-400/2);
        var x2 = (3*width/4-400/2);
        var y1 = (height/2-400/2);
        var rect_w = 400;
        var rect_h = 400;
        var im_w = 400;
        var im_h = 400;
        image(img, x1, y1, 400, 400);
        var is_face = false;
    }

    if(do_train) {
      if (curKey in trainValues) {
        fill(0, 200, 0);
      }
      else {
        fill(200, 0, 0);
      }
      ellipse(x1+400/2, y1+400+15, 10, 10);      
    }

    noStroke();
    var curSliderTintValue = sliderTint.value();
    var overlayAlpha = map(curSliderTintValue, 0, 100, 255, 0);
    fill(bg_color1[0], bg_color1[1], bg_color1[2], overlayAlpha);
    rect(x2, y1, rect_w, rect_h);
    stroke(0);
    fill(255);

    for(var i=0; i<data.landmarks.length; i++) {
      // get array of face marker positions [x, y] format
      var positions = data.landmarks[i];
      var shifted_positions = JSON.parse(JSON.stringify(positions))

      var data_mean = [0.0, 0.0];
      var data_scale = 1.0;
      var data_angle = 0.0;
      if ('transform' in positions) {
        data_mean = positions.transform.center;
        data_scale = positions.transform.scale;
        data_angle = positions.transform.angle;
        delete shifted_positions.transform
      }
      var scale_x = im_w / img.width;
      var scale_y = im_h / img.height;

      push();
      translate(x1, y1)
      translate(scale_x*data_mean[0], scale_y*data_mean[1]);
      scale(scale_x*data_scale, scale_y*data_scale);
      rotate(degrees(data_angle));

      stroke(0);
      fill(255);
      strokeWeight(1/data_scale);
      Object.keys(positions).forEach(function(key) {
        if (key=='transform') {
          return;
        }
        var curSection = positions[key];
        var shiftedSection = shifted_positions[key];
        for (var i=0; i<curSection.length; i++) {
          var cur_x = curSection[i][0];
          var cur_y = curSection[i][1];
          if (show_face_points) {
              ellipse(cur_x, cur_y, 5/data_scale, 5/data_scale);
          }
          // get ready for drawing the face
          shiftedSection[i][0] = cur_x;
          shiftedSection[i][1] = cur_y;
        }
      });

      noFill();
      if(show_face_guide) {
          stroke(0, 0, 255);
          ellipse(0, 0, 4, 4);
          line(0, -2, 0, 2);
          line(-2, 0, 2, 0);        
      }
      // ellipse(x1+data_mean[0], y1+data_mean[1], 4*data_scale, 4*data_scale);
      // line(x1+data_mean[0], y1+data_mean[1]-2*data_scale, x1+data_mean[0], y1+data_mean[1]+2*data_scale);
      pop();

      var settings = params;
      // interpolation
      if ((typeof data.embedding !== 'undefined') &&
          (data.embedding != null) &&
          (data.embedding.length > i) &&
          (data.embedding[i] != null) &&
          (typeof data.embedding[i].length !== 'undefined') &&
          (data.embedding[i].length == 128)) {
        var curEmbedding = data.embedding[i];
        results = getAverageSettingsFrom(curEmbedding);
        trySettings = results[0];
        if (typeof trySettings !== 'undefined') {
          settings = trySettings;
          // print("Using embedding ", i, results)
        }
      }

      push();
      translate(x2, y1)
      translate(scale_x*data_mean[0], scale_y*data_mean[1]);
      scale(scale_x*data_scale, scale_y*data_scale);
      rotate(degrees(data_angle));
      strokeWeight(1/data_scale);
      mainFace.setProperties(settings);
      if (do_draw_face) {
          mainFace.draw(shifted_positions);
      }
      pop();
    }
    if(do_train) {
      textDisplay = "Train: " + curKey;
    }
    else {
      textDisplay = "";
    }
  }

  else if (mode == 'NearestNeighbors') {
    // var keys = Object.keys(trainData);
    var curKey = trainDataKeys[curTrainIndex];
    var data = trainData[curKey];

    // Displays the image at its actual size at point (0,0)
    var img = data.image
    var x1 = (width/4-250/2);
    var y1 = (height/3-250/2);
    image(img, x1, y1, 250, 250);
    if (curKey in trainValues) {
      fill(0, 200, 0);
    }
    else {
      fill(200, 0, 0);
    }
    ellipse(x1+250/2, y1+250+15, 10, 10);

    var y2 = (3*height/4-80/2);
    for(var i=0; i<4; i++) {
      // var keys = Object.keys(trainData);
      var curKey = curNeighbors[i];
      var nearData = trainData[curKey];      

      // Displays the image at its actual size at point (0,0)
      var img = nearData.image
      var x2 = (width/4 - 200 + i*100);
      image(img, x2, y2, 80, 80);
    }

    for(var i=0; i<1; i++) {
      // get array of face marker positions [x, y] format
      var positions = data.landmarks[i];
      var shifted_positions = JSON.parse(JSON.stringify(positions))

      var data_mean = [0.0, 0.0];
      var data_scale = 1.0;
      var data_angle = 0.0;
      if ('transform' in positions) {
        data_mean = positions.transform.center;
        data_scale = positions.transform.scale;
        data_angle = positions.transform.angle;
        delete shifted_positions.transform
      }
      var scale_x = 400.0 / img.width;
      var scale_y = 400.0 / img.height;

      Object.keys(positions).forEach(function(key) {
        if (key=='transform') {
          return;
        }
        var curSection = positions[key];
        var shiftedSection = shifted_positions[key];
        for (var i=0; i<curSection.length; i++) {
          var cur_x = curSection[i][0];
          var cur_y = curSection[i][1];
          // get ready for drawing the face
          shiftedSection[i][0] = cur_x;
          shiftedSection[i][1] = cur_y;
        }
      });


      var scale_x = 250.0 / img.width;
      var scale_y = 250.0 / img.height;
      var x2 = (3*width/4-250/2);
      push();
      translate(x2, y1);
      translate(scale_x*data_mean[0], scale_y*data_mean[1]);
      scale(scale_x*data_scale, scale_y*data_scale);
      rotate(degrees(data_angle));
      strokeWeight(1/data_scale);
      mainFace.setProperties(params);
      mainFace.draw(shifted_positions);
      pop();

      var scale_x = 80.0 / img.width;
      var scale_y = 80.0 / img.height;
      for(var j=0; j<4; j++) {
        // var keys = Object.keys(trainData);
        var curKey = curNeighbors[j];
        var x2 = (3*width/4 - 200 + j*100);

        push();
        translate(x2, y2);

        if (curKey in trainValues) {
          var settings = trainValues[curKey]
          translate(scale_x*data_mean[0], scale_y*data_mean[1]);
          scale(scale_x*data_scale, scale_y*data_scale);
          rotate(degrees(data_angle));
          strokeWeight(1/data_scale);
          littleFace.setProperties(settings);
          littleFace.draw(shifted_positions);
        }
        else {
          noFill();
          stroke(100);
          rect(10, 10, 70, 70);
        }
        pop();
      }
    }

    textDisplay = "Neighbors: " + trainDataKeys[curTrainIndex];
  }

  else if (mode == 'TrainingQuiz' || mode == 'InterpolationQuiz') {
    var curKey = trainDataKeys[curTrainIndex];
    var data = trainData[curKey];
    var valid_mode = false;
    if (mode == 'InterpolationQuiz') {
        valid_mode = true;
        curKey = validDataKeys[curValidIndex];
        data = validData[curKey];
    }

    // Displays the image at its actual size at point (0,0)
    var img = data.image
    var x1 = (width/2-200/2);
    var y1 = (height/3-300/2);
    image(img, x1, y1, 200, 200);
    if(valid_mode) {
      fill(0, 0, 200);
    }
    else if (curKey in trainValues) {
      fill(0, 200, 0);
    }
    else {
      fill(200, 0, 0);
    }
    ellipse(x1+200/2, y1+200+15, 10, 10);

    var y2 = (3*height/5-80/2);
    var y3 = (4*height/5-80/2);

/*
    for(var i=0; i<4; i++) {
      // var keys = Object.keys(trainData);
      var curKey = curNeighbors[i];
      var nearData = trainData[curKey];      

      // Displays the image at its actual size at point (0,0)
      var img = nearData.image
      var x2 = (width/4 - 200 + i*100);
      image(img, x2, y2, 80, 80);
    }
*/
    for(var i=0; i<1; i++) {
      // get array of face marker positions [x, y] format
      var positions = data.landmarks[i];
      var shifted_positions = JSON.parse(JSON.stringify(positions))

      var data_mean = [0.0, 0.0];
      var data_scale = 1.0;
      var data_angle = 0.0;
      if ('transform' in positions) {
        data_mean = positions.transform.center;
        data_scale = positions.transform.scale;
        data_angle = positions.transform.angle;
        delete shifted_positions.transform
      }
      var scale_x = 400.0 / img.width;
      var scale_y = 400.0 / img.height;

      Object.keys(positions).forEach(function(key) {
        if (key=='transform') {
          return;
        }
        var curSection = positions[key];
        var shiftedSection = shifted_positions[key];
        for (var i=0; i<curSection.length; i++) {
          var cur_x = curSection[i][0];
          var cur_y = curSection[i][1];
          // get ready for drawing the face
          shiftedSection[i][0] = cur_x;
          shiftedSection[i][1] = cur_y;
        }
      });


/*
      var scale_x = 250.0 / img.width;
      var scale_y = 250.0 / img.height;
      var x2 = (3*width/4-250/2);
      push();
      translate(x2, y1);
      translate(scale_x*data_mean[0], scale_y*data_mean[1]);
      scale(scale_x*data_scale, scale_y*data_scale);
      rotate(degrees(data_angle));
      strokeWeight(1/data_scale);
      mainFace.setProperties(params);
      mainFace.draw(shifted_positions);
      pop();
*/

      var scale_x = 80.0 / img.width;
      var scale_y = 80.0 / img.height;
      var otherKeys = Object.keys(trainValues);
      var index = otherKeys.indexOf(trainDataKeys[curTrainIndex]);
      if(index >= 0) {
        otherKeys.splice(index, 1);
      }
      var answerSlot = int(focusedRandom(0, 4));
      var answerKeys = Array(4);
      for(var j=0; j<4; j++) {
        if(j == answerSlot) {
          curKey = trainDataKeys[curTrainIndex];
        }
        else {
          var guess = int(focusedRandom(0, otherKeys.length));
          // if(otherKeys.length > j+2) {
          //   while(answerKeys.indexOf(guess) == -1) {
          //     guess = int(focusedRandom(0, otherKeys.length));
          //   }            
          // }
          curKey = otherKeys[guess];
        }
        answerKeys[j] = curKey;
        // print("Answer", j, " is ", curKey);
        var x2 = (width/2 - 200 + j*100);

        var settings = params;
        if (valid_mode && j == answerSlot) {
            var curEmbedding = data.embedding[0];
            results = getAverageSettingsFrom(curEmbedding);
            settings = results[0];
            var validTrainKeys = results[1];
        }
        else if (curKey in trainValues) {
            settings = trainValues[curKey];
        }
        push();
        translate(x2, y2);
        translate(scale_x*data_mean[0], scale_y*data_mean[1]);
        scale(scale_x*data_scale, scale_y*data_scale);
        rotate(degrees(data_angle));
        strokeWeight(1/data_scale);
        if (typeof settings !== 'undefined') {
          littleFace.setProperties(settings);
        }
        littleFace.draw(shifted_positions);
        pop();
        if(quiz_done && guessed_answer == (j+1)) {          
          push();
          translate(x2, y2);
          noFill();
          strokeWeight(4);
          if(guessed_answer == (answerSlot+1)) {
            stroke(0, 100, 0);
          }
          else {
            stroke(100, 0, 0);
          }
          rect(-10, -10, 100, 100);
          pop();
        }
      }
      if(quiz_done) {
        for(var j=0; j<4; j++) {
          if (valid_mode && (answerSlot+1) == (j+1)) {
            for(var k=0; k<4; k++) {
              var curKey = validTrainKeys[k];
              var nearData = trainData[curKey];      
              // Displays the image at its actual size at point (0,0)
              var img = nearData.image
              var x2 = (width/2 - 200 + j*100 + (k%2)*40);
              var y4 = y3 + (int(k/2))*40;
              image(img, x2, y4, 40, 40);              
            }
          }
          else {
            var curKey = answerKeys[j];
            var nearData = trainData[curKey];      
            // Displays the image at its actual size at point (0,0)
            if (typeof nearData !== 'undefined') {
              var img = nearData.image
              var x2 = (width/2 - 200 + j*100);
              image(img, x2, y3, 80, 80);            
            }
          }
        }          
      }
    }

    if(valid_mode) {
      if(quiz_done) {
        textDisplay = "InterpolationQuiz: hit spacebar to continue";
      }
      else {
        textDisplay = "InterpolationQuiz: hit 1, 2, 3, or 4 to guess";        
      }
    }
    else {
      if(quiz_done) {
        textDisplay = "TrainingQuiz: hit spacebar to continue";
      }
      else {
        textDisplay = "TrainingQuiz: hit 1, 2, 3, or 4 to guess";        
      }
    }
  }


  fill(255);
  textSize(32);
  textAlign(CENTER);
  text(textDisplay, width/2, height-12);
}

function keyTyped() {
  if(!haveStarted) {
    return;
  }
  var mode = faceSelector.value();
  if (key == 'q' && mode != 'Faces') {
    faceSelector.value('Faces');
  }
  else if (key == 'w' && mode != 'Train') {
    faceSelector.value('Train');
  }
  else if (key == 'e' && mode != 'NearestNeighbors') {
    faceSelector.value('NearestNeighbors');
  }
  else if (key == 'r' && mode != 'TrainingQuiz') {
    faceSelector.value('TrainingQuiz');
  }
  else if (key == 't' && mode != 'InterpolationQuiz') {
    faceSelector.value('InterpolationQuiz');
  }

  if (key == ' ' && 
    (mode == 'TrainingQuiz' || mode == 'InterpolationQuiz') && quiz_done) {
    quiz_done = false;
    if(mode == 'TrainingQuiz') {
        curTrainIndex = (curTrainIndex + 1) % trainDataKeys.length;
    }
    else {
        curValidIndex = (curValidIndex + 1) % validDataKeys.length;
    }
    changeRandomSeed();    
  }
  else if ((mode == 'TrainingQuiz' || mode == 'InterpolationQuiz') && quiz_done == false) {
    if(key >= '1' && key <= '4') {
      guessed_answer = key - '0';
      quiz_done = true;
    }
  }

  if (key == 's') {
    saveCurrentSettings();
  }
  else if (key == 'i') {
    interpolateCurrent();
  }
  else if (key == 'l') {
    loadCurrentSettings();
  }

  if (key == '!') {
    saveBlocksImages();
  }
  else if (key == '@') {
    saveBlocksImages(true);
  }
}

function interpolateCurrent() {
  var curNeighborSettings = [];

  for(var i=0; i<4; i++) {
    neighborKey = curNeighbors[i]
    if(neighborKey in trainValues) {
      curNeighborSettings.push(trainValues[neighborKey]);
    }
  }

  for(var i=0; i<NUM_SLIDERS; i++) {
    sliders[i].value(50);
  }

  if(curNeighborSettings.length > 0) {
    settings = curNeighborSettings[0];
    for(var i=0; i<settings.length; i++) {
      var sum = 0;
      for(j=0; j<curNeighborSettings.length; j++) {
        sum += curNeighborSettings[j][i];
      }
      var avg = int(sum / curNeighborSettings.length)
      sliders[i].value(avg);
    }
  }
}

function loadCurrentSettings() {
  var curKey = trainDataKeys[curTrainIndex];
  for(var i=0; i<NUM_SLIDERS; i++) {
    sliders[i].value(50);
  }    
  if (curKey in trainValues) {
    var settings = trainValues[curKey]
    for(var i=0; i<settings.length; i++) {
      sliders[i].value(settings[i]);
    }
  }
}

function updateSlidersForTraining() {
  var mode = faceSelector.value();
  var curKey = trainDataKeys[curTrainIndex];

  // first find the closest neighbors
  var nearest = allEmbeddingsTree.nearest(trainData[curKey].embedding[0], 5);
  curNeighbors = [];
  curNeighborSettings = [];
  for(var i=0; i<5; i++) {
    if(nearest[i][0][128] != curKey) {
      var neighborKey = nearest[i][0][128];
      curNeighbors.push(neighborKey);
      if(neighborKey in trainValues) {
        curNeighborSettings.push(trainValues[neighborKey]);
      }
    }
  }

  loadCurrentSettings();
  // if(mode == 'NearestNeighbors') {
  //   interpolateCurrent();
  // }
  // else {
  //   loadCurrentSettings();
  // }
}

function getAverageSettingsFrom(e) {
  // first find the closest neighbors
  var nearest = allEmbeddingsTree.nearest(e, 4);
  curNeighbors = [];
  curNeighborSettings = [];
  for(var i=0; i<4; i++) {
    var neighborKey = nearest[i][0][128];
    curNeighbors.push(neighborKey);
    if(neighborKey in trainValues) {
      curNeighborSettings.push(trainValues[neighborKey]);
    }
  }

  for(var i=0; i<4; i++) {
    neighborKey = curNeighbors[i]
    if(neighborKey in trainValues) {
      curNeighborSettings.push(trainValues[neighborKey]);
    }
  }

  var trainValueKeys = Object.keys(trainValues);
  var props = trainValues[trainValueKeys[0]];

  if(curNeighborSettings.length > 0) {
    settings = curNeighborSettings[0];
    for(var i=0; i<settings.length; i++) {
      var sum = 0;
      for(j=0; j<curNeighborSettings.length; j++) {
        sum += curNeighborSettings[j][i];
      }
      var avg = int(sum / curNeighborSettings.length)
      props[i] = avg;
    }
  }
  return [props, curNeighbors];
}

function keyPressed() {
  if(!haveStarted) {
    return;
  }
  var mode = faceSelector.value();
  if (mode == 'Faces') {
    if (keyCode == LEFT_ARROW || keyCode == UP_ARROW) {
      curFaceIndex = (curFaceIndex + selfieData.length - 1) % selfieData.length;
    } else if (keyCode === RIGHT_ARROW || keyCode == DOWN_ARROW) {
      curFaceIndex = (curFaceIndex + 1) % selfieData.length;
    }
  }
  else if (mode == 'Train' || mode == 'NearestNeighbors') {
    if (keyCode == LEFT_ARROW || keyCode == UP_ARROW) {
      curTrainIndex = (curTrainIndex + trainDataKeys.length - 1) % trainDataKeys.length;
      updateSlidersForTraining();
    } else if (keyCode == RIGHT_ARROW || keyCode == DOWN_ARROW) {
      curTrainIndex = (curTrainIndex + 1) % trainDataKeys.length;
      updateSlidersForTraining();
    }
  }
}

testing_images.json

{
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thumbnail.png

training_images.json

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training_values.json

z_clmtrackr.js

z_face1.jpg

z_face2.jpg

z_face3.jpg

z_focused_random.js

z_grad1.jpg

z_graduation.jpg

z_model_pca_20_svm.js

z_purview_helper.js

z_selfie.jpg