Created
September 26, 2021 15:37
-
-
Save yakushevichsv/7ba306e35cd67c6074f1c14e216821d2 to your computer and use it in GitHub Desktop.
Allows to detect smile & blink using CoreImage
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
// | |
// CIFaceFilter.swift | |
// | |
import Foundation | |
import CoreImage | |
import CoreGraphics | |
// MARK: - FaceFilterFeatures | |
struct FaceFilterFeatures { | |
let smileScheduled: Bool | |
let smiled: Bool? | |
let blinkScheduled: Bool | |
let blinked: Bool? | |
} | |
// MARK: - FaceFilterFeaturesExtended | |
struct FaceFilterFeaturesExtended { | |
let features: FaceFilterFeatures | |
let image: CIImage | |
} | |
// MARK: - VisionFaceTrackerDetectionType | |
enum VisionFaceTrackerDetectionType { | |
case eye | |
case smile | |
} | |
/* | |
if let image = UIImage(imageLiteralResourceName: "test").cgImage { | |
CIFaceFilter().detectFaceFeatures(ciImage: .init(cgImage: image)) | |
} | |
*/ | |
// MARK: - CIFaceFilter | |
/// Allows to detect smile, blink | |
final class CIFaceFilter { | |
let detector: CIDetector! | |
typealias FaceFeaturesResultType = [FaceFilterFeaturesExtended] | |
let context: CIContext? | |
init(context: CIContext? = nil, | |
highAccuracy: Bool = true) { | |
self.context = context | |
self.detector = CIDetector(ofType: CIDetectorTypeFace, | |
context: context, | |
options: [CIDetectorAccuracy: highAccuracy ? CIDetectorAccuracyHigh | |
: CIDetectorAccuracyLow, | |
CIDetectorMinFeatureSize: 0.4]) | |
} | |
var isRunning: Bool = false | |
func detectFaceFeatures(ciImage: CIImage, | |
options: [String: Any] = [:]) -> FaceFeaturesResultType? { | |
defer { | |
self.isRunning = false | |
} | |
isRunning = true | |
guard let detector = detector else { | |
return nil | |
} | |
let faces = detector.features(in: ciImage, | |
options: options) as? [CIFaceFeature] | |
let detectBlink = (options[CIDetectorEyeBlink] as? NSNumber)?.boolValue ?? false | |
let detectSmile = (options[CIDetectorSmile] as? NSNumber)?.boolValue ?? false | |
assert(detectBlink != detectSmile || detectSmile) | |
return faces?.map({ (face) -> FaceFeaturesResultType.Element in | |
var blinked: Bool? | |
if detectBlink, face.hasLeftEyePosition || face.hasRightEyePosition { | |
blinked = (face.hasLeftEyePosition && face.leftEyeClosed) || | |
(face.hasRightEyePosition && face.rightEyeClosed) | |
#if !RELEASE_APP_STORE | |
if blinked == true { | |
debugPrint("!!! Blinked!!!!") | |
} | |
#endif | |
} | |
var smiled: Bool? | |
if detectSmile, face.hasMouthPosition { | |
smiled = face.hasSmile | |
} | |
let element = FaceFilterFeatures(smileScheduled: detectSmile, | |
smiled: smiled, | |
blinkScheduled: detectBlink, | |
blinked: blinked) | |
return .init(features: element, | |
image: ciImage) | |
}) | |
} | |
func image(pixelBuffer: CVPixelBuffer, | |
cropRect: CGRect? = nil) -> CIImage { | |
var ciImage = CIImage(cvPixelBuffer: pixelBuffer, | |
options: [:]) | |
if let cropRect = cropRect { | |
ciImage = ciImage.cropped(to: cropRect) | |
} | |
return ciImage | |
} | |
func detectFaceFeatures(pixelBuffer: CVPixelBuffer, | |
exifOrientation: CGImagePropertyOrientation?, | |
detectionType: VisionFaceTrackerDetectionType, | |
cropRect: CGRect? = nil) -> FaceFeaturesResultType? { | |
let ciImage = self.image(pixelBuffer: pixelBuffer, | |
cropRect: cropRect) | |
return detectFaceFeatures(ciImage: ciImage, | |
exifOrientation: exifOrientation, | |
detectionType: detectionType) | |
} | |
func detectFaceFeatures(ciImage: CIImage, | |
exifOrientation: CGImagePropertyOrientation?, | |
detectionType: VisionFaceTrackerDetectionType) -> FaceFeaturesResultType? { | |
return detectFaceFeatures(ciImage: ciImage, | |
exifOrientation: exifOrientation, | |
detectionTypes: [detectionType]) | |
} | |
func detectFaceFeatures(ciImage: CIImage, | |
exifOrientation: CGImagePropertyOrientation?, | |
detectionTypes: [VisionFaceTrackerDetectionType] = [.eye, .smile]) -> FaceFeaturesResultType? { | |
let detectBlink = detectionTypes.firstIndex(where: { $0 == .eye }) != nil | |
let detectSmile = detectionTypes.firstIndex(where: { $0 == .smile }) != nil | |
var options: [String: Any] = [CIDetectorEyeBlink: NSNumber(booleanLiteral: detectBlink), | |
CIDetectorSmile: NSNumber(booleanLiteral: detectSmile)] | |
assert(detectBlink != detectSmile || detectSmile) | |
var orienation: Int? | |
if let value = exifOrientation.map({ Int($0.rawValue) }) { | |
orienation = value | |
} else if let value = (ciImage.properties[kCGImagePropertyOrientation as String] as? NSNumber)?.intValue { | |
orienation = value | |
} | |
if let orientation = orienation { | |
options[CIDetectorImageOrientation] = NSNumber(integerLiteral: orientation) | |
} | |
return detectFaceFeatures(ciImage: ciImage, | |
options: options) | |
} | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment