Add FaceDetector iOS API

PiperOrigin-RevId: 534858193
This commit is contained in:
Sebastian Schmidt 2023-05-24 08:52:13 -07:00 committed by Copybara-Service
parent bc035d9146
commit 2017fcc9ab
13 changed files with 939 additions and 3 deletions

View File

@ -49,11 +49,12 @@ OBJC_TASK_COMMON_DEPS = [
] ]
CALCULATORS_AND_GRAPHS = [ CALCULATORS_AND_GRAPHS = [
"//mediapipe/tasks/cc/vision/image_classifier:image_classifier_graph", "//mediapipe/calculators/core:flow_limiter_calculator",
"//mediapipe/tasks/cc/vision/object_detector:object_detector_graph",
"//mediapipe/tasks/cc/text/text_classifier:text_classifier_graph", "//mediapipe/tasks/cc/text/text_classifier:text_classifier_graph",
"//mediapipe/tasks/cc/text/text_embedder:text_embedder_graph", "//mediapipe/tasks/cc/text/text_embedder:text_embedder_graph",
"//mediapipe/calculators/core:flow_limiter_calculator", "//mediapipe/tasks/cc/vision/face_detector:face_detector_graph",
"//mediapipe/tasks/cc/vision/image_classifier:image_classifier_graph",
"//mediapipe/tasks/cc/vision/object_detector:object_detector_graph",
] ]
strip_api_include_path_prefix( strip_api_include_path_prefix(
@ -76,6 +77,9 @@ strip_api_include_path_prefix(
"//mediapipe/tasks/ios/text/text_embedder:sources/MPPTextEmbedderResult.h", "//mediapipe/tasks/ios/text/text_embedder:sources/MPPTextEmbedderResult.h",
"//mediapipe/tasks/ios/vision/core:sources/MPPRunningMode.h", "//mediapipe/tasks/ios/vision/core:sources/MPPRunningMode.h",
"//mediapipe/tasks/ios/vision/core:sources/MPPImage.h", "//mediapipe/tasks/ios/vision/core:sources/MPPImage.h",
"//mediapipe/tasks/ios/vision/face_detector:sources/MPPFaceDetector.h",
"//mediapipe/tasks/ios/vision/face_detector:sources/MPPFaceDetectorOptions.h",
"//mediapipe/tasks/ios/vision/face_detector:sources/MPPFaceDetectorResult.h",
"//mediapipe/tasks/ios/vision/image_classifier:sources/MPPImageClassifier.h", "//mediapipe/tasks/ios/vision/image_classifier:sources/MPPImageClassifier.h",
"//mediapipe/tasks/ios/vision/image_classifier:sources/MPPImageClassifierOptions.h", "//mediapipe/tasks/ios/vision/image_classifier:sources/MPPImageClassifierOptions.h",
"//mediapipe/tasks/ios/vision/image_classifier:sources/MPPImageClassifierResult.h", "//mediapipe/tasks/ios/vision/image_classifier:sources/MPPImageClassifierResult.h",
@ -157,6 +161,9 @@ apple_static_xcframework(
":MPPTaskResult.h", ":MPPTaskResult.h",
":MPPImage.h", ":MPPImage.h",
":MPPRunningMode.h", ":MPPRunningMode.h",
":MPPFaceDetector.h",
":MPPFaceDetectorOptions.h",
":MPPFaceDetectorResult.h",
":MPPImageClassifier.h", ":MPPImageClassifier.h",
":MPPImageClassifierOptions.h", ":MPPImageClassifierOptions.h",
":MPPImageClassifierResult.h", ":MPPImageClassifierResult.h",
@ -165,6 +172,7 @@ apple_static_xcframework(
":MPPObjectDetectorResult.h", ":MPPObjectDetectorResult.h",
], ],
deps = [ deps = [
"//mediapipe/tasks/ios/vision/face_detector:MPPFaceDetector",
"//mediapipe/tasks/ios/vision/image_classifier:MPPImageClassifier", "//mediapipe/tasks/ios/vision/image_classifier:MPPImageClassifier",
"//mediapipe/tasks/ios/vision/object_detector:MPPObjectDetector", "//mediapipe/tasks/ios/vision/object_detector:MPPObjectDetector",
], ],

View File

@ -0,0 +1,62 @@
# Copyright 2023 The MediaPipe Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
package(default_visibility = ["//mediapipe/tasks:internal"])
licenses(["notice"])
objc_library(
name = "MPPFaceDetectorResult",
srcs = ["sources/MPPFaceDetectorResult.m"],
hdrs = ["sources/MPPFaceDetectorResult.h"],
deps = [
"//mediapipe/tasks/ios/components/containers:MPPDetection",
"//mediapipe/tasks/ios/core:MPPTaskResult",
],
)
objc_library(
name = "MPPFaceDetectorOptions",
srcs = ["sources/MPPFaceDetectorOptions.m"],
hdrs = ["sources/MPPFaceDetectorOptions.h"],
deps = [
":MPPFaceDetectorResult",
"//mediapipe/tasks/ios/core:MPPTaskOptions",
"//mediapipe/tasks/ios/vision/core:MPPRunningMode",
],
)
objc_library(
name = "MPPFaceDetector",
srcs = ["sources/MPPFaceDetector.mm"],
hdrs = ["sources/MPPFaceDetector.h"],
copts = [
"-ObjC++",
"-std=c++17",
"-x objective-c++",
],
deps = [
":MPPFaceDetectorOptions",
":MPPFaceDetectorResult",
"//mediapipe/tasks/cc/vision/face_detector:face_detector_graph",
"//mediapipe/tasks/ios/common/utils:MPPCommonUtils",
"//mediapipe/tasks/ios/common/utils:NSStringHelpers",
"//mediapipe/tasks/ios/core:MPPTaskInfo",
"//mediapipe/tasks/ios/vision/core:MPPImage",
"//mediapipe/tasks/ios/vision/core:MPPVisionPacketCreator",
"//mediapipe/tasks/ios/vision/core:MPPVisionTaskRunner",
"//mediapipe/tasks/ios/vision/face_detector/utils:MPPFaceDetectorOptionsHelpers",
"//mediapipe/tasks/ios/vision/face_detector/utils:MPPFaceDetectorResultHelpers",
],
)

View File

@ -0,0 +1,190 @@
// Copyright 2023 The MediaPipe Authors.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
#import <Foundation/Foundation.h>
#import "mediapipe/tasks/ios/vision/core/sources/MPPImage.h"
#import "mediapipe/tasks/ios/vision/face_detector/sources/MPPFaceDetectorOptions.h"
#import "mediapipe/tasks/ios/vision/face_detector/sources/MPPFaceDetectorResult.h"
NS_ASSUME_NONNULL_BEGIN
/**
* @brief Class that performs face detection on images.
*
* The API expects a TFLite model with mandatory TFLite Model Metadata.
*
* The API supports models with one image input tensor and one or more output tensors. To be more
* specific, here are the requirements:
*
* Input tensor
* (kTfLiteUInt8/kTfLiteFloat32)
* - image input of size `[batch x height x width x channels]`.
* - batch inference is not supported (`batch` is required to be 1).
* - only RGB inputs are supported (`channels` is required to be 3).
* - if type is kTfLiteFloat32, NormalizationOptions are required to be attached to the metadata
* for input normalization.
*
* Output tensors must be the 4 outputs of a `DetectionPostProcess` op, i.e:(kTfLiteFloat32)
* (kTfLiteUInt8/kTfLiteFloat32)
* - locations tensor of size `[num_results x 4]`, the inner array representing bounding boxes
* in the form [top, left, right, bottom].
* - BoundingBoxProperties are required to be attached to the metadata and must specify
* type=BOUNDARIES and coordinate_type=RATIO.
* (kTfLiteFloat32)
* - classes tensor of size `[num_results]`, each value representing the integer index of a
* class.
* - scores tensor of size `[num_results]`, each value representing the score of the detected
* face.
* - optional score calibration can be attached using ScoreCalibrationOptions and an
* AssociatedFile with type TENSOR_AXIS_SCORE_CALIBRATION. See metadata_schema.fbs [1] for more
* details.
* (kTfLiteFloat32)
* - integer num_results as a tensor of size `[1]`
*/
NS_SWIFT_NAME(FaceDetector)
@interface MPPFaceDetector : NSObject
/**
* Creates a new instance of `MPPFaceDetector` from an absolute path to a TensorFlow Lite model
* file stored locally on the device and the default `MPPFaceDetector`.
*
* @param modelPath An absolute path to a TensorFlow Lite model file stored locally on the device.
* @param error An optional error parameter populated when there is an error in initializing the
* face detector.
*
* @return A new instance of `MPPFaceDetector` with the given model path. `nil` if there is an
* error in initializing the face detector.
*/
- (nullable instancetype)initWithModelPath:(NSString *)modelPath error:(NSError **)error;
/**
* Creates a new instance of `MPPFaceDetector` from the given `MPPFaceDetectorOptions`.
*
* @param options The options of type `MPPFaceDetectorOptions` to use for configuring the
* `MPPFaceDetector`.
* @param error An optional error parameter populated when there is an error in initializing the
* face detector.
*
* @return A new instance of `MPPFaceDetector` with the given options. `nil` if there is an error
* in initializing the face detector.
*/
- (nullable instancetype)initWithOptions:(MPPFaceDetectorOptions *)options
error:(NSError **)error NS_DESIGNATED_INITIALIZER;
/**
* Performs face detection on the provided MPPImage using the whole image as region of
* interest. Rotation will be applied according to the `orientation` property of the provided
* `MPPImage`. Only use this method when the `MPPFaceDetector` is created with
* `MPPRunningModeImage`.
*
* This method supports classification of RGBA images. If your `MPPImage` has a source type of
* `MPPImageSourceTypePixelBuffer` or `MPPImageSourceTypeSampleBuffer`, the underlying pixel buffer
* must have one of the following pixel format types:
* 1. kCVPixelFormatType_32BGRA
* 2. kCVPixelFormatType_32RGBA
*
* If your `MPPImage` has a source type of `MPPImageSourceTypeImage` ensure that the color space is
* RGB with an Alpha channel.
*
* @param image The `MPPImage` on which face detection is to be performed.
* @param error An optional error parameter populated when there is an error in performing face
* detection on the input image.
*
* @return An `MPPFaceDetectorResult` face that contains a list of detections, each detection
* has a bounding box that is expressed in the unrotated input frame of reference coordinates
* system, i.e. in `[0,image_width) x [0,image_height)`, which are the dimensions of the underlying
* image data.
*/
- (nullable MPPFaceDetectorResult *)detectInImage:(MPPImage *)image
error:(NSError **)error NS_SWIFT_NAME(detect(image:));
/**
* Performs face detection on the provided video frame of type `MPPImage` using the whole
* image as region of interest. Rotation will be applied according to the `orientation` property of
* the provided `MPPImage`. Only use this method when the `MPPFaceDetector` is created with
* `MPPRunningModeVideo`.
*
* This method supports classification of RGBA images. If your `MPPImage` has a source type of
* `MPPImageSourceTypePixelBuffer` or `MPPImageSourceTypeSampleBuffer`, the underlying pixel buffer
* must have one of the following pixel format types:
* 1. kCVPixelFormatType_32BGRA
* 2. kCVPixelFormatType_32RGBA
*
* If your `MPPImage` has a source type of `MPPImageSourceTypeImage` ensure that the color space is
* RGB with an Alpha channel.
*
* @param image The `MPPImage` on which face detection is to be performed.
* @param timestampInMilliseconds The video frame's timestamp (in milliseconds). The input
* timestamps must be monotonically increasing.
* @param error An optional error parameter populated when there is an error in performing face
* detection on the input image.
*
* @return An `MPPFaceDetectorResult` face that contains a list of detections, each detection
* has a bounding box that is expressed in the unrotated input frame of reference coordinates
* system, i.e. in `[0,image_width) x [0,image_height)`, which are the dimensions of the underlying
* image data.
*/
- (nullable MPPFaceDetectorResult *)detectInVideoFrame:(MPPImage *)image
timestampInMilliseconds:(NSInteger)timestampInMilliseconds
error:(NSError **)error
NS_SWIFT_NAME(detect(videoFrame:timestampInMilliseconds:));
/**
* Sends live stream image data of type `MPPImage` to perform face detection using the whole
* image as region of interest. Rotation will be applied according to the `orientation` property of
* the provided `MPPImage`. Only use this method when the `MPPFaceDetector` is created with
* `MPPRunningModeLiveStream`.
*
* The object which needs to be continuously notified of the available results of face
* detection must confirm to `MPPFaceDetectorLiveStreamDelegate` protocol and implement the
* `faceDetector:didFinishDetectionWithResult:timestampInMilliseconds:error:` delegate method.
*
* It's required to provide a timestamp (in milliseconds) to indicate when the input image is sent
* to the face detector. The input timestamps must be monotonically increasing.
*
* This method supports classification of RGBA images. If your `MPPImage` has a source type of
* `MPPImageSourceTypePixelBuffer` or `MPPImageSourceTypeSampleBuffer`, the underlying pixel buffer
* must have one of the following pixel format types:
* 1. kCVPixelFormatType_32BGRA
* 2. kCVPixelFormatType_32RGBA
*
* If the input `MPPImage` has a source type of `MPPImageSourceTypeImage` ensure that the color
* space is RGB with an Alpha channel.
*
* If this method is used for classifying live camera frames using `AVFoundation`, ensure that you
* request `AVCaptureVideoDataOutput` to output frames in `kCMPixelFormat_32RGBA` using its
* `videoSettings` property.
*
* @param image A live stream image data of type `MPPImage` on which face detection is to be
* performed.
* @param timestampInMilliseconds The timestamp (in milliseconds) which indicates when the input
* image is sent to the face detector. The input timestamps must be monotonically increasing.
* @param error An optional error parameter populated when there is an error in performing face
* detection on the input live stream image data.
*
* @return `YES` if the image was sent to the task successfully, otherwise `NO`.
*/
- (BOOL)detectAsyncInImage:(MPPImage *)image
timestampInMilliseconds:(NSInteger)timestampInMilliseconds
error:(NSError **)error
NS_SWIFT_NAME(detectAsync(image:timestampInMilliseconds:));
- (instancetype)init NS_UNAVAILABLE;
+ (instancetype)new NS_UNAVAILABLE;
@end
NS_ASSUME_NONNULL_END

View File

@ -0,0 +1,259 @@
// Copyright 2023 The MediaPipe Authors.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
#import "mediapipe/tasks/ios/vision/face_detector/sources/MPPFaceDetector.h"
#import "mediapipe/tasks/ios/common/utils/sources/MPPCommonUtils.h"
#import "mediapipe/tasks/ios/common/utils/sources/NSString+Helpers.h"
#import "mediapipe/tasks/ios/core/sources/MPPTaskInfo.h"
#import "mediapipe/tasks/ios/vision/core/sources/MPPVisionPacketCreator.h"
#import "mediapipe/tasks/ios/vision/core/sources/MPPVisionTaskRunner.h"
#import "mediapipe/tasks/ios/vision/face_detector/utils/sources/MPPFaceDetectorOptions+Helpers.h"
#import "mediapipe/tasks/ios/vision/face_detector/utils/sources/MPPFaceDetectorResult+Helpers.h"
using ::mediapipe::NormalizedRect;
using ::mediapipe::Packet;
using ::mediapipe::Timestamp;
using ::mediapipe::tasks::core::PacketMap;
using ::mediapipe::tasks::core::PacketsCallback;
static constexpr int kMicrosecondsPerMillisecond = 1000;
// Constants for the underlying MP Tasks Graph. See
// https://github.com/google/mediapipe/tree/master/mediapipe/tasks/cc/vision/face_detector/face_detector_graph.cc
static NSString *const kDetectionsStreamName = @"detections_out";
static NSString *const kDetectionsTag = @"DETECTIONS";
static NSString *const kImageInStreamName = @"image_in";
static NSString *const kImageOutStreamName = @"image_out";
static NSString *const kImageTag = @"IMAGE";
static NSString *const kNormRectStreamName = @"norm_rect_in";
static NSString *const kNormRectTag = @"NORM_RECT";
static NSString *const kTaskGraphName = @"mediapipe.tasks.vision.face_detector.FaceDetectorGraph";
static NSString *const kTaskName = @"faceDetector";
#define InputPacketMap(imagePacket, normalizedRectPacket) \
{ \
{kImageInStreamName.cppString, imagePacket}, { \
kNormRectStreamName.cppString, normalizedRectPacket \
} \
}
@interface MPPFaceDetector () {
/** iOS Vision Task Runner */
MPPVisionTaskRunner *_visionTaskRunner;
dispatch_queue_t _callbackQueue;
}
@property(nonatomic, weak) id<MPPFaceDetectorLiveStreamDelegate> faceDetectorLiveStreamDelegate;
- (void)processLiveStreamResult:(absl::StatusOr<PacketMap>)liveStreamResult;
@end
@implementation MPPFaceDetector
- (instancetype)initWithOptions:(MPPFaceDetectorOptions *)options error:(NSError **)error {
self = [super init];
if (self) {
MPPTaskInfo *taskInfo = [[MPPTaskInfo alloc]
initWithTaskGraphName:kTaskGraphName
inputStreams:@[
[NSString stringWithFormat:@"%@:%@", kImageTag, kImageInStreamName],
[NSString stringWithFormat:@"%@:%@", kNormRectTag, kNormRectStreamName]
]
outputStreams:@[
[NSString stringWithFormat:@"%@:%@", kDetectionsTag, kDetectionsStreamName],
[NSString stringWithFormat:@"%@:%@", kImageTag, kImageOutStreamName]
]
taskOptions:options
enableFlowLimiting:options.runningMode == MPPRunningModeLiveStream
error:error];
if (!taskInfo) {
return nil;
}
PacketsCallback packetsCallback = nullptr;
if (options.faceDetectorLiveStreamDelegate) {
_faceDetectorLiveStreamDelegate = options.faceDetectorLiveStreamDelegate;
// Create a private serial dispatch queue in which the delegate method will be called
// asynchronously. This is to ensure that if the client performs a long running operation in
// the delegate method, the queue on which the C++ callbacks is invoked is not blocked and is
// freed up to continue with its operations.
_callbackQueue = dispatch_queue_create(
[MPPVisionTaskRunner uniqueDispatchQueueNameWithSuffix:kTaskName], NULL);
// Capturing `self` as weak in order to avoid `self` being kept in memory
// and cause a retain cycle, after self is set to `nil`.
MPPFaceDetector *__weak weakSelf = self;
packetsCallback = [=](absl::StatusOr<PacketMap> liveStreamResult) {
[weakSelf processLiveStreamResult:liveStreamResult];
};
}
_visionTaskRunner =
[[MPPVisionTaskRunner alloc] initWithCalculatorGraphConfig:[taskInfo generateGraphConfig]
runningMode:options.runningMode
packetsCallback:std::move(packetsCallback)
error:error];
if (!_visionTaskRunner) {
return nil;
}
}
return self;
}
- (instancetype)initWithModelPath:(NSString *)modelPath error:(NSError **)error {
MPPFaceDetectorOptions *options = [[MPPFaceDetectorOptions alloc] init];
options.baseOptions.modelAssetPath = modelPath;
return [self initWithOptions:options error:error];
}
- (std::optional<PacketMap>)inputPacketMapWithMPPImage:(MPPImage *)image
timestampInMilliseconds:(NSInteger)timestampInMilliseconds
error:(NSError **)error {
std::optional<NormalizedRect> rect =
[_visionTaskRunner normalizedRectFromRegionOfInterest:CGRectZero
imageSize:CGSizeMake(image.width, image.height)
imageOrientation:image.orientation
ROIAllowed:NO
error:error];
if (!rect.has_value()) {
return std::nullopt;
}
Packet imagePacket = [MPPVisionPacketCreator createPacketWithMPPImage:image
timestampInMilliseconds:timestampInMilliseconds
error:error];
if (imagePacket.IsEmpty()) {
return std::nullopt;
}
Packet normalizedRectPacket =
[MPPVisionPacketCreator createPacketWithNormalizedRect:rect.value()
timestampInMilliseconds:timestampInMilliseconds];
PacketMap inputPacketMap = InputPacketMap(imagePacket, normalizedRectPacket);
return inputPacketMap;
}
- (nullable MPPFaceDetectorResult *)detectInImage:(MPPImage *)image error:(NSError **)error {
std::optional<NormalizedRect> rect =
[_visionTaskRunner normalizedRectFromRegionOfInterest:CGRectZero
imageSize:CGSizeMake(image.width, image.height)
imageOrientation:image.orientation
ROIAllowed:NO
error:error];
if (!rect.has_value()) {
return nil;
}
Packet imagePacket = [MPPVisionPacketCreator createPacketWithMPPImage:image error:error];
if (imagePacket.IsEmpty()) {
return nil;
}
Packet normalizedRectPacket =
[MPPVisionPacketCreator createPacketWithNormalizedRect:rect.value()];
PacketMap inputPacketMap = InputPacketMap(imagePacket, normalizedRectPacket);
std::optional<PacketMap> outputPacketMap = [_visionTaskRunner processImagePacketMap:inputPacketMap
error:error];
if (!outputPacketMap.has_value()) {
return nil;
}
return [MPPFaceDetectorResult
faceDetectorResultWithDetectionsPacket:outputPacketMap
.value()[kDetectionsStreamName.cppString]];
}
- (nullable MPPFaceDetectorResult *)detectInVideoFrame:(MPPImage *)image
timestampInMilliseconds:(NSInteger)timestampInMilliseconds
error:(NSError **)error {
std::optional<PacketMap> inputPacketMap = [self inputPacketMapWithMPPImage:image
timestampInMilliseconds:timestampInMilliseconds
error:error];
if (!inputPacketMap.has_value()) {
return nil;
}
std::optional<PacketMap> outputPacketMap =
[_visionTaskRunner processVideoFramePacketMap:inputPacketMap.value() error:error];
if (!outputPacketMap.has_value()) {
return nil;
}
return [MPPFaceDetectorResult
faceDetectorResultWithDetectionsPacket:outputPacketMap
.value()[kDetectionsStreamName.cppString]];
}
- (BOOL)detectAsyncInImage:(MPPImage *)image
timestampInMilliseconds:(NSInteger)timestampInMilliseconds
error:(NSError **)error {
std::optional<PacketMap> inputPacketMap = [self inputPacketMapWithMPPImage:image
timestampInMilliseconds:timestampInMilliseconds
error:error];
if (!inputPacketMap.has_value()) {
return NO;
}
return [_visionTaskRunner processLiveStreamPacketMap:inputPacketMap.value() error:error];
}
- (void)processLiveStreamResult:(absl::StatusOr<PacketMap>)liveStreamResult {
if (![self.faceDetectorLiveStreamDelegate
respondsToSelector:@selector(faceDetector:
didFinishDetectionWithResult:timestampInMilliseconds:error:)]) {
return;
}
NSError *callbackError = nil;
if (![MPPCommonUtils checkCppError:liveStreamResult.status() toError:&callbackError]) {
dispatch_async(_callbackQueue, ^{
[self.faceDetectorLiveStreamDelegate faceDetector:self
didFinishDetectionWithResult:nil
timestampInMilliseconds:Timestamp::Unset().Value()
error:callbackError];
});
return;
}
PacketMap &outputPacketMap = liveStreamResult.value();
if (outputPacketMap[kImageOutStreamName.cppString].IsEmpty()) {
return;
}
MPPFaceDetectorResult *result = [MPPFaceDetectorResult
faceDetectorResultWithDetectionsPacket:liveStreamResult
.value()[kDetectionsStreamName.cppString]];
NSInteger timeStampInMilliseconds =
outputPacketMap[kImageOutStreamName.cppString].Timestamp().Value() /
kMicrosecondsPerMillisecond;
dispatch_async(_callbackQueue, ^{
[self.faceDetectorLiveStreamDelegate faceDetector:self
didFinishDetectionWithResult:result
timestampInMilliseconds:timeStampInMilliseconds
error:callbackError];
});
}
@end

View File

@ -0,0 +1,101 @@
// Copyright 2023 The MediaPipe Authors.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
#import <Foundation/Foundation.h>
#import "mediapipe/tasks/ios/core/sources/MPPTaskOptions.h"
#import "mediapipe/tasks/ios/vision/core/sources/MPPRunningMode.h"
#import "mediapipe/tasks/ios/vision/face_detector/sources/MPPFaceDetectorResult.h"
NS_ASSUME_NONNULL_BEGIN
@class MPPFaceDetector;
/**
* This protocol defines an interface for the delegates of `MPPFaceDetector` face to receive
* results of performing asynchronous face detection on images (i.e, when `runningMode` =
* `MPPRunningModeLiveStream`).
*
* The delegate of `MPPFaceDetector` must adopt `MPPFaceDetectorLiveStreamDelegate` protocol.
* The methods in this protocol are optional.
*/
NS_SWIFT_NAME(FaceDetectorLiveStreamDelegate)
@protocol MPPFaceDetectorLiveStreamDelegate <NSObject>
@optional
/**
* This method notifies a delegate that the results of asynchronous face detection of
* an image submitted to the `MPPFaceDetector` is available.
*
* This method is called on a private serial dispatch queue created by the `MPPFaceDetector`
* for performing the asynchronous delegates calls.
*
* @param faceDetector The face detector which performed the face detection.
* This is useful to test equality when there are multiple instances of `MPPFaceDetector`.
* @param result The `MPPFaceDetectorResult` object that contains a list of detections, each
* detection has a bounding box that is expressed in the unrotated input frame of reference
* coordinates system, i.e. in `[0,image_width) x [0,image_height)`, which are the dimensions of the
* underlying image data.
* @param timestampInMilliseconds The timestamp (in milliseconds) which indicates when the input
* image was sent to the face detector.
* @param error An optional error parameter populated when there is an error in performing face
* detection on the input live stream image data.
*/
- (void)faceDetector:(MPPFaceDetector *)faceDetector
didFinishDetectionWithResult:(nullable MPPFaceDetectorResult *)result
timestampInMilliseconds:(NSInteger)timestampInMilliseconds
error:(nullable NSError *)error
NS_SWIFT_NAME(faceDetector(_:didFinishDetection:timestampInMilliseconds:error:));
@end
/** Options for setting up a `MPPFaceDetector`. */
NS_SWIFT_NAME(FaceDetectorOptions)
@interface MPPFaceDetectorOptions : MPPTaskOptions <NSCopying>
/**
* Running mode of the face detector task. Defaults to `MPPRunningModeImage`.
* `MPPFaceDetector` can be created with one of the following running modes:
* 1. `MPPRunningModeImage`: The mode for performing face detection on single image inputs.
* 2. `MPPRunningModeVideo`: The mode for performing face detection on the decoded frames of a
* video.
* 3. `MPPRunningModeLiveStream`: The mode for performing face detection on a live stream of
* input data, such as from the camera.
*/
@property(nonatomic) MPPRunningMode runningMode;
/**
* An object that confirms to `MPPFaceDetectorLiveStreamDelegate` protocol. This object must
* implement `faceDetector:didFinishDetectionWithResult:timestampInMilliseconds:error:` to receive
* the results of performing asynchronous face detection on images (i.e, when `runningMode` =
* `MPPRunningModeLiveStream`).
*/
@property(nonatomic, weak, nullable) id<MPPFaceDetectorLiveStreamDelegate>
faceDetectorLiveStreamDelegate;
/**
* The minimum confidence score for the face detection to be considered successful. Defaults to
* 0.5.
*/
@property(nonatomic) float minDetectionConfidence;
/**
* The minimum non-maximum-suppression threshold for face detection to be considered overlapped.
* Defaults to 0.3.
*/
@property(nonatomic) float minSuppressionThreshold;
@end
NS_ASSUME_NONNULL_END

View File

@ -0,0 +1,38 @@
// Copyright 2023 The MediaPipe Authors.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
#import "mediapipe/tasks/ios/vision/face_detector/sources/MPPFaceDetectorOptions.h"
@implementation MPPFaceDetectorOptions
- (instancetype)init {
self = [super init];
if (self) {
_minDetectionConfidence = 0.5;
_minSuppressionThreshold = 0.3;
}
return self;
}
- (id)copyWithZone:(NSZone *)zone {
MPPFaceDetectorOptions *faceDetectorOptions = [super copyWithZone:zone];
faceDetectorOptions.minDetectionConfidence = self.minDetectionConfidence;
faceDetectorOptions.minSuppressionThreshold = self.minSuppressionThreshold;
faceDetectorOptions.faceDetectorLiveStreamDelegate = self.faceDetectorLiveStreamDelegate;
return faceDetectorOptions;
}
@end

View File

@ -0,0 +1,49 @@
// Copyright 2023 The MediaPipe Authors.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
#import <Foundation/Foundation.h>
#import "mediapipe/tasks/ios/components/containers/sources/MPPDetection.h"
#import "mediapipe/tasks/ios/core/sources/MPPTaskResult.h"
NS_ASSUME_NONNULL_BEGIN
/** Represents the detection results generated by `MPPFaceDetector`. */
NS_SWIFT_NAME(FaceDetectorResult)
@interface MPPFaceDetectorResult : MPPTaskResult
/**
* The array of `MPPDetection` objects each of which has a bounding box that is expressed in the
* unrotated input frame of reference coordinates system, i.e. in `[0,image_width) x
* [0,image_height)`, which are the dimensions of the underlying image data.
*/
@property(nonatomic, readonly) NSArray<MPPDetection *> *detections;
/**
* Initializes a new `MPPFaceDetectorResult` with the given array of detections and timestamp (in
* milliseconds).
*
* @param detections An array of `MPPDetection` objects each of which has a bounding box that is
* expressed in the unrotated input frame of reference coordinates system, i.e. in `[0,image_width)
* x [0,image_height)`, which are the dimensions of the underlying image data.
* @param timestampInMilliseconds The timestamp (in milliseconds) for this result.
*
* @return An instance of `MPPFaceDetectorResult` initialized with the given array of detections
* and timestamp (in milliseconds).
*/
- (instancetype)initWithDetections:(NSArray<MPPDetection *> *)detections
timestampInMilliseconds:(NSInteger)timestampInMilliseconds;
@end
NS_ASSUME_NONNULL_END

View File

@ -0,0 +1,28 @@
// Copyright 2023 The MediaPipe Authors.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
#import "mediapipe/tasks/ios/vision/face_detector/sources/MPPFaceDetectorResult.h"
@implementation MPPFaceDetectorResult
- (instancetype)initWithDetections:(NSArray<MPPDetection *> *)detections
timestampInMilliseconds:(NSInteger)timestampInMilliseconds {
self = [super initWithTimestampInMilliseconds:timestampInMilliseconds];
if (self) {
_detections = [detections copy];
}
return self;
}
@end

View File

@ -0,0 +1,42 @@
# Copyright 2023 The MediaPipe Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
package(default_visibility = ["//mediapipe/tasks:internal"])
licenses(["notice"])
objc_library(
name = "MPPFaceDetectorOptionsHelpers",
srcs = ["sources/MPPFaceDetectorOptions+Helpers.mm"],
hdrs = ["sources/MPPFaceDetectorOptions+Helpers.h"],
deps = [
"//mediapipe/framework:calculator_options_cc_proto",
"//mediapipe/tasks/cc/vision/face_detector/proto:face_detector_graph_options_cc_proto",
"//mediapipe/tasks/ios/common/utils:NSStringHelpers",
"//mediapipe/tasks/ios/core:MPPTaskOptionsProtocol",
"//mediapipe/tasks/ios/core/utils:MPPBaseOptionsHelpers",
"//mediapipe/tasks/ios/vision/face_detector:MPPFaceDetectorOptions",
],
)
objc_library(
name = "MPPFaceDetectorResultHelpers",
srcs = ["sources/MPPFaceDetectorResult+Helpers.mm"],
hdrs = ["sources/MPPFaceDetectorResult+Helpers.h"],
deps = [
"//mediapipe/framework:packet",
"//mediapipe/tasks/ios/components/containers/utils:MPPDetectionHelpers",
"//mediapipe/tasks/ios/vision/face_detector:MPPFaceDetectorResult",
],
)

View File

@ -0,0 +1,36 @@
// Copyright 2023 The MediaPipe Authors.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
#ifndef __cplusplus
#error "This file requires Objective-C++."
#endif // __cplusplus
#include "mediapipe/framework/calculator_options.pb.h"
#import "mediapipe/tasks/ios/core/sources/MPPTaskOptionsProtocol.h"
#import "mediapipe/tasks/ios/vision/face_detector/sources/MPPFaceDetectorOptions.h"
NS_ASSUME_NONNULL_BEGIN
@interface MPPFaceDetectorOptions (Helpers) <MPPTaskOptionsProtocol>
/**
* Populates the provided `CalculatorOptions` proto container with the current settings.
*
* @param optionsProto The `CalculatorOptions` proto object to copy the settings to.
*/
- (void)copyToProto:(::mediapipe::CalculatorOptions *)optionsProto;
@end
NS_ASSUME_NONNULL_END

View File

@ -0,0 +1,39 @@
// Copyright 2023 The MediaPipe Authors.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
#import "mediapipe/tasks/ios/vision/face_detector/utils/sources/MPPFaceDetectorOptions+Helpers.h"
#import "mediapipe/tasks/ios/common/utils/sources/NSString+Helpers.h"
#import "mediapipe/tasks/ios/core/utils/sources/MPPBaseOptions+Helpers.h"
#include "mediapipe/tasks/cc/vision/face_detector/proto/face_detector_graph_options.pb.h"
using CalculatorOptionsProto = ::mediapipe::CalculatorOptions;
using FaceDetectorGraphOptionsProto =
::mediapipe::tasks::vision::face_detector::proto::FaceDetectorGraphOptions;
@implementation MPPFaceDetectorOptions (Helpers)
- (void)copyToProto:(CalculatorOptionsProto *)optionsProto {
FaceDetectorGraphOptionsProto *graphOptions =
optionsProto->MutableExtension(FaceDetectorGraphOptionsProto::ext);
graphOptions->Clear();
[self.baseOptions copyToProto:graphOptions->mutable_base_options()];
graphOptions->set_min_detection_confidence(self.minDetectionConfidence);
graphOptions->set_min_suppression_threshold(self.minSuppressionThreshold);
}
@end

View File

@ -0,0 +1,39 @@
// Copyright 2023 The MediaPipe Authors.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
#ifndef __cplusplus
#error "This file requires Objective-C++."
#endif // __cplusplus
#include "mediapipe/framework/packet.h"
#import "mediapipe/tasks/ios/vision/face_detector/sources/MPPFaceDetectorResult.h"
NS_ASSUME_NONNULL_BEGIN
@interface MPPFaceDetectorResult (Helpers)
/**
* Creates an `MPPFaceDetectorResult` from a MediaPipe packet containing a
* `std::vector<DetectionProto>`.
*
* @param packet a MediaPipe packet wrapping a `std::vector<DetectionProto>`.
*
* @return An `MPPFaceDetectorResult` object that contains a list of detections.
*/
+ (nullable MPPFaceDetectorResult *)faceDetectorResultWithDetectionsPacket:
(const ::mediapipe::Packet &)packet;
@end
NS_ASSUME_NONNULL_END

View File

@ -0,0 +1,45 @@
// Copyright 2023 The MediaPipe Authors.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
#import "mediapipe/tasks/ios/vision/face_detector/utils/sources/MPPFaceDetectorResult+Helpers.h"
#import "mediapipe/tasks/ios/components/containers/utils/sources/MPPDetection+Helpers.h"
using DetectionProto = ::mediapipe::Detection;
using ::mediapipe::Packet;
static constexpr int kMicrosecondsPerMillisecond = 1000;
@implementation MPPFaceDetectorResult (Helpers)
+ (nullable MPPFaceDetectorResult *)faceDetectorResultWithDetectionsPacket:(const Packet &)packet {
NSMutableArray<MPPDetection *> *detections;
if (packet.ValidateAsType<std::vector<DetectionProto>>().ok()) {
const std::vector<DetectionProto> &detectionProtos = packet.Get<std::vector<DetectionProto>>();
detections = [NSMutableArray arrayWithCapacity:(NSUInteger)detectionProtos.size()];
for (const auto &detectionProto : detectionProtos) {
[detections addObject:[MPPDetection detectionWithProto:detectionProto]];
}
} else {
detections = [NSMutableArray arrayWithCapacity:0];
}
return
[[MPPFaceDetectorResult alloc] initWithDetections:detections
timestampInMilliseconds:(NSInteger)(packet.Timestamp().Value() /
kMicrosecondsPerMillisecond)];
}
@end