Added iOS interactive segmenter header

This commit is contained in:
Prianka Liz Kariat 2023-11-30 02:32:08 +05:30
parent f5ac0637a2
commit 90622475a2
2 changed files with 150 additions and 0 deletions

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@ -24,3 +24,15 @@ objc_library(
"//mediapipe/tasks/ios/core:MPPTaskOptions", "//mediapipe/tasks/ios/core:MPPTaskOptions",
], ],
) )
objc_library(
name = "MPPInteractiveSegmenter",
hdrs = ["sources/MPPInteractiveSegmenter.h"],
module_name = "MPPInteractiveSegmenter",
deps = [
":MPPInteractiveSegmenterOptions",
"//mediapipe/tasks/ios/vision/components/containers:MPPRegionOfInterest",
"//mediapipe/tasks/ios/vision/core:MPPImage",
"//mediapipe/tasks/ios/vision/image_segmenter:MPPImageSegmenterResult",
],
)

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@ -0,0 +1,138 @@
// 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/MPPRegionOfInterest.h"
#import "mediapipe/tasks/ios/vision/core/sources/MPPImage.h"
#import "mediapipe/tasks/ios/vision/image_segmenter/sources/MPPImageSegmenterResult.h"
#import "mediapipe/tasks/ios/vision/interactive_segmenter/sources/MPPInteractiveSegmenterOptions.h"
NS_ASSUME_NONNULL_BEGIN
/**
* @brief Class that performs interactive segmentation on images.
*
* Users can represent user interaction through `RegionOfInterest`, which gives a hint to
* `InteractiveSegmenter` to perform segmentation focusing on the given region of interest.
*
* The API expects a TFLite model with mandatory TFLite Model Metadata.
*
* 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).
* - RGB and greyscale inputs are supported (`channels` is required to be
* 1 or 3).
* - if type is kTfLiteFloat32, NormalizationOptions are required to be attached to the metadata
* for input normalization. Output tensors: (kTfLiteUInt8/kTfLiteFloat32)
* - list of segmented masks.
* - if `output_type` is CATEGORY_MASK, uint8 Image, Image vector of size 1.
* - if `output_type` is CONFIDENCE_MASK, float32 Image list of size `channels`.
* - batch is always 1.
*
* An example of such model can be found at:
* https://tfhub.dev/tensorflow/lite-model/deeplabv3/1/metadata/2
*/
NS_SWIFT_NAME(InteractiveSegmenter)
@interface MPPInteractiveSegmenter : NSObject
/**
* Get the category label list of the `InteractiveSegmenter` can recognize. For CATEGORY_MASK type,
* the index in the category mask corresponds to the category in the label list. For CONFIDENCE_MASK
* type, the output mask list at index corresponds to the category in the label list. If there is no
* labelmap provided in the model file, empty array is returned.
*/
@property(nonatomic, readonly) NSArray<NSString *> *labels;
/**
* Creates a new instance of `InteractiveSegmenter` from an absolute path to a TensorFlow Lite model
* file stored locally on the device and the default `InteractiveSegmenterOptions`.
*
* @param modelPath An absolute path to a TensorFlow Lite model file stored locally on the device.
*
* @return A new instance of `InteractiveSegmenter` with the given model path. `nil` if there is an
* error in initializing the interactive segmenter.
*/
- (nullable instancetype)initWithModelPath:(NSString *)modelPath error:(NSError **)error;
/**
* Creates a new instance of `InteractiveSegmenter` from the given `InteractiveSegmenterOptions`.
*
* @param options The options of type `InteractiveSegmenterOptions` to use for configuring the
* `InteractiveSegmenter`.
*
* @return A new instance of `InteractiveSegmenter` with the given options. `nil` if there is an
* error in initializing the interactive segmenter.
*/
- (nullable instancetype)initWithOptions:(MPPInteractiveSegmenterOptions *)options
error:(NSError **)error NS_DESIGNATED_INITIALIZER;
/**
* Performs segmentation on the provided MPPImage using the specified user's region of interest.
* Rotation will be applied according to the `orientation` property of the provided `MPImage`. Only
* use this method when the `InteractiveSegmenter` is created with running mode, `image`.
*
* This method supports RGBA images. If your `MPImage` has a source type of `pixelBuffer` or
* `sampleBuffer`, the underlying pixel buffer must have one of the following pixel format types:
* 1. kCVPixelFormatType_32BGRA
* 2. kCVPixelFormatType_32RGBA
*
* If your `MPImage` has a source type of `.image` ensure that the color space is RGB with an Alpha
* channel.
*
* @param image The `MPImage` on which segmentation is to be performed.
*
* @return An `ImageSegmenterResult` that contains the segmented masks.
*/
- (nullable MPPImageSegmenterResult *)segmentImage:(MPPImage *)image
regionOfInterest:(MPPRegionOfInterest *)regionOfInterest
error:(NSError **)error
NS_SWIFT_NAME(segment(image:regionOfInterest:));
/**
* Performs segmentation on the provided MPPImage using the specified user's region of interest and
* invokes the given completion handler block with the response. The method returns synchronously
* once the completion handler returns.
*
* Rotation will be applied according to the `orientation` property of the provided `MPImage`. Only
* use this method when the `InteractiveSegmenter` is created with running mode, `image`.
*
* This method supports RGBA images. If your `MPImage` has a source type of `pixelBuffer` or
* `sampleBuffer`, the underlying pixel buffer must have one of the following pixel format types:
* 1. kCVPixelFormatType_32BGRA
* 2. kCVPixelFormatType_32RGBA
*
* If your `MPImage` has a source type of `image` ensure that the color space is RGB with an Alpha
* channel.
*
* @param image The `MPImage` on which segmentation is to be performed.
* @param completionHandler A block to be invoked with the results of performing segmentation on the
* image. The block takes two arguments, the optional `ImageSegmenterResult` that contains the
* segmented masks if the segmentation was successful and an optional error populated upon failure.
* The lifetime of the returned masks is only guaranteed for the duration of the block.
*/
- (void)segmentImage:(MPPImage *)image
regionOfInterest:(MPPRegionOfInterest *)regionOfInterest
withCompletionHandler:(void (^)(MPPImageSegmenterResult *_Nullable result,
NSError *_Nullable error))completionHandler
NS_SWIFT_NAME(segment(image:regionOfInterest:completion:));
- (instancetype)init NS_UNAVAILABLE;
+ (instancetype)new NS_UNAVAILABLE;
@end
NS_ASSUME_NONNULL_END