Created
May 22, 2014 21:04
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{ | |
"metadata": { | |
"name": "", | |
"signature": "sha256:8799e7eb5f4a3411cc48401984bc018073624cad47ee858160a703f6f2a053ec" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"from menpo.benchmark.predefined import clm_basic_bbox, aam_best_performance_alternating_bbox\n", | |
"from menpo.benchmark.io import import_all_bounding_boxes, import_bounding_boxes\n", | |
"import numpy as np\n", | |
"import menpo.io as mio\n", | |
"from menpo.shape import PointCloud" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"testing_set_path = '/home/pts08/Downloads/small/testset'\n", | |
"testing_set_bounding_box_mat_path = '/home/pts08/Downloads/Bounding Boxes/bounding_boxes_lfpw_testset.mat'" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"graph1_training_set_path = '/home/pts08/Downloads/small/trainset'" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Graph 1: Our Experiments" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## HOG AAM" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"graph1_hog_aam = aam_best_performance_alternating_bbox(\n", | |
" graph1_training_set_path,\n", | |
" testing_set_path,\n", | |
" testing_set_bounding_box_mat_path,\n", | |
" feature_type='hog',\n", | |
" verbose=True)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## HOG CLM" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"graph1_hog_clm = clm_basic_bbox(\n", | |
" graph1_training_set_path,\n", | |
" testing_set_path,\n", | |
" testing_set_bounding_box_mat_path,\n", | |
" verbose=True)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## HOG SDM" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"#TODO" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## IGO AAM" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"graph1_igo_aam = aam_best_performance_alternating_bbox(\n", | |
" graph1_training_set_path,\n", | |
" testing_set_path,\n", | |
" testing_set_bounding_box_mat_path,\n", | |
" feature_type='igo',\n", | |
" verbose=True)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Graph 2: Compare against state-of-the-art" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"graph2_training_set_path = '/home/pts08/Downloads/small/trainset'" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## HOG AAM" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"graph2_hog_aam = aam_best_performance_alternating_bbox(\n", | |
" graph2_training_set_path,\n", | |
" testing_set_path,\n", | |
" testing_set_bounding_box_mat_path,\n", | |
" feature_type='hog',\n", | |
" verbose=True)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## HOG CLM" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"graph2_hog_clm = clm_basic_bbox(\n", | |
" graph2_training_set_path,\n", | |
" testing_set_path,\n", | |
" testing_set_bounding_box_mat_path,\n", | |
" verbose=True)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## HOG SDM" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"#TODO" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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