Added methods to create iOS MPImage
with source type UIImage
from a C++ image.
This commit is contained in:
parent
a577dc3043
commit
8ea805b6f0
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@ -14,6 +14,7 @@ objc_library(
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deps = [
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"//mediapipe/framework/formats:image_format_cc_proto",
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"//mediapipe/framework/formats:image_frame",
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"//mediapipe/framework/formats:image",
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"//mediapipe/tasks/ios/common:MPPCommon",
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"//mediapipe/tasks/ios/common/utils:MPPCommonUtils",
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"//mediapipe/tasks/ios/vision/core:MPPImage",
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@ -14,7 +14,9 @@
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#import <Foundation/Foundation.h>
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#include "mediapipe/framework/formats/image.h"
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#include "mediapipe/framework/formats/image_frame.h"
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#import "mediapipe/tasks/ios/vision/core/sources/MPPImage.h"
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NS_ASSUME_NONNULL_BEGIN
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@ -25,9 +27,9 @@ NS_ASSUME_NONNULL_BEGIN
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@interface MPPImage (Utils)
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/**
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* Converts the `MPPImage` into a `mediapipe::ImageFrame`.
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* Irrespective of whether the underlying buffer is grayscale, RGB, RGBA, BGRA etc., the MPPImage is
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* converted to an RGB format. In case of grayscale images, the mono channel is duplicated in the R,
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* G, B channels.
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* Irrespective of whether the underlying buffer is grayscale, RGBA, BGRA etc., the `MPPImage` is
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* converted to an RGBA format. In case of grayscale images, the mono channel is duplicated in the
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* R, G, B channels.
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*
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* @param error Pointer to the memory location where errors if any should be saved. If @c NULL, no
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* error will be saved.
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@ -36,6 +38,32 @@ NS_ASSUME_NONNULL_BEGIN
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*/
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- (std::unique_ptr<mediapipe::ImageFrame>)imageFrameWithError:(NSError **)error;
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/**
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* Initializes an `MPPImage` object with the pixels from the given `mediapipe::Image` and source
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* type and orientation from the given source image.
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*
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* Only supports initialization from `mediapipe::Image` of format RGBA.
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* If `shouldCopyPixelData` is set to `YES`, the newly created `MPPImage` stores a reference to a
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* deep copied pixel data of the given `image`. Since deep copies are expensive, it is recommended
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* to not set `shouldCopyPixelData` unless the `MPPImage` must outlive the passed in `image`.
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*
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* @param image The `mediapipe::Image` whose pixels are used for creating the `MPPImage`.
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* @param sourceImage The `MPPImage` whose `orientation` and `imageSourceType` are used for creating
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* the new `MPPImage`.
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* @param shouldCopyPixelData `BOOL` that determines if the newly created `MPPImage` stores a
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* reference to a deep copied pixel data of the given `image` or not.
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*
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* @param error Pointer to the memory location where errors if any should be saved. If @c NULL, no
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* error will be saved.
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*
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* @return A new `MPImage` instance with the pixels from the given `mediapipe::Image` and meta data
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* equal to the `sourceImage`. `nil` if there is an error in initializing the `MPPImage`.
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*/
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- (nullable instancetype)initWithCppImage:(mediapipe::Image &)image
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cloningPropertiesOfSourceImage:(MPPImage *)sourceImage
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shouldCopyPixelData:(BOOL)shouldCopyPixelData
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error:(NSError **)error;
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@end
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NS_ASSUME_NONNULL_END
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@ -25,12 +25,22 @@
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#include "mediapipe/framework/formats/image_format.pb.h"
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namespace {
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using ::mediapipe::Image;
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using ::mediapipe::ImageFormat;
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using ::mediapipe::ImageFrame;
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vImage_Buffer allocatedVImageBuffer(vImagePixelCount width, vImagePixelCount height,
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size_t rowBytes) {
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UInt8 *data = new UInt8[height * rowBytes];
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return {.data = data, .width = width, .height = height, .rowBytes = rowBytes};
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}
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} // namespace
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@interface MPPPixelDataUtils : NSObject
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+ (uint8_t *)rgbPixelDataFromPixelData:(uint8_t *)pixelData
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+ (std::unique_ptr<ImageFrame>)imageFrameFromPixelData:(uint8_t *)pixelData
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withWidth:(size_t)width
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height:(size_t)height
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stride:(size_t)stride
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@ -49,6 +59,7 @@ using ::mediapipe::ImageFrame;
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@interface MPPCGImageUtils : NSObject
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+ (std::unique_ptr<ImageFrame>)imageFrameFromCGImage:(CGImageRef)cgImage error:(NSError **)error;
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+ (CGImageRef)cgImageFromImageFrame:(ImageFrame &)imageFrame error:(NSError **)error;
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@end
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@ -60,42 +71,44 @@ using ::mediapipe::ImageFrame;
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@implementation MPPPixelDataUtils : NSObject
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+ (uint8_t *)rgbPixelDataFromPixelData:(uint8_t *)pixelData
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+ (std::unique_ptr<ImageFrame>)imageFrameFromPixelData:(uint8_t *)pixelData
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withWidth:(size_t)width
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height:(size_t)height
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stride:(size_t)stride
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pixelBufferFormat:(OSType)pixelBufferFormatType
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error:(NSError **)error {
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NSInteger destinationChannelCount = 3;
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NSInteger destinationChannelCount = 4;
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size_t destinationBytesPerRow = width * destinationChannelCount;
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uint8_t *destPixelBufferAddress =
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(uint8_t *)[MPPCommonUtils mallocWithSize:sizeof(uint8_t) * height * destinationBytesPerRow
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error:error];
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if (!destPixelBufferAddress) {
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return NULL;
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}
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ImageFormat::Format imageFormat = ImageFormat::SRGBA;
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vImage_Buffer srcBuffer = {.data = pixelData,
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.height = (vImagePixelCount)height,
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.width = (vImagePixelCount)width,
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.rowBytes = stride};
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vImage_Buffer destBuffer = {.data = destPixelBufferAddress,
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.height = (vImagePixelCount)height,
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.width = (vImagePixelCount)width,
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.rowBytes = destinationBytesPerRow};
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vImage_Buffer destBuffer;
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vImage_Error convertError = kvImageNoError;
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// Convert the raw pixel data to RGBA format and un-premultiply the alpha from the R, G, B values
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// since MediaPipe C++ APIs only accept un pre-multiplied channels.
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switch (pixelBufferFormatType) {
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case kCVPixelFormatType_32RGBA: {
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convertError = vImageConvert_RGBA8888toRGB888(&srcBuffer, &destBuffer, kvImageNoFlags);
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destBuffer = allocatedVImageBuffer((vImagePixelCount)width, (vImagePixelCount)height,
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destinationBytesPerRow);
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convertError = vImageUnpremultiplyData_RGBA8888(&srcBuffer, &destBuffer, kvImageNoFlags);
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break;
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}
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case kCVPixelFormatType_32BGRA: {
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convertError = vImageConvert_BGRA8888toRGB888(&srcBuffer, &destBuffer, kvImageNoFlags);
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const uint8_t permute_map[4] = {2, 1, 0, 3};
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destBuffer = allocatedVImageBuffer((vImagePixelCount)width, (vImagePixelCount)height,
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destinationBytesPerRow);
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convertError =
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vImagePermuteChannels_ARGB8888(&srcBuffer, &destBuffer, permute_map, kvImageNoFlags);
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if (convertError == kvImageNoError) {
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convertError = vImageUnpremultiplyData_RGBA8888(&destBuffer, &destBuffer, kvImageNoFlags);
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}
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break;
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}
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default: {
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@ -103,9 +116,7 @@ using ::mediapipe::ImageFrame;
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withCode:MPPTasksErrorCodeInvalidArgumentError
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description:@"Invalid source pixel buffer format. Expecting one of "
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@"kCVPixelFormatType_32RGBA, kCVPixelFormatType_32BGRA"];
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free(destPixelBufferAddress);
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return NULL;
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return nullptr;
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}
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}
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@ -113,58 +124,35 @@ using ::mediapipe::ImageFrame;
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[MPPCommonUtils createCustomError:error
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withCode:MPPTasksErrorCodeInternalError
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description:@"Image format conversion failed."];
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free(destPixelBufferAddress);
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return NULL;
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return nullptr;
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}
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return destPixelBufferAddress;
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// Uses default deleter
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return absl::make_unique<ImageFrame>(imageFormat, width, height, destinationBytesPerRow,
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static_cast<uint8 *>(destBuffer.data));
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}
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@end
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@implementation MPPCVPixelBufferUtils
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+ (std::unique_ptr<ImageFrame>)rgbImageFrameFromCVPixelBuffer:(CVPixelBufferRef)pixelBuffer
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error:(NSError **)error {
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CVPixelBufferLockBaseAddress(pixelBuffer, 0);
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size_t width = CVPixelBufferGetWidth(pixelBuffer);
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size_t height = CVPixelBufferGetHeight(pixelBuffer);
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size_t destinationChannelCount = 3;
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size_t destinationStride = destinationChannelCount * width;
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uint8_t *rgbPixelData = [MPPPixelDataUtils
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rgbPixelDataFromPixelData:(uint8_t *)CVPixelBufferGetBaseAddress(pixelBuffer)
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withWidth:CVPixelBufferGetWidth(pixelBuffer)
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height:CVPixelBufferGetHeight(pixelBuffer)
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stride:CVPixelBufferGetBytesPerRow(pixelBuffer)
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pixelBufferFormat:CVPixelBufferGetPixelFormatType(pixelBuffer)
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error:error];
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CVPixelBufferUnlockBaseAddress(pixelBuffer, 0);
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if (!rgbPixelData) {
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return nullptr;
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}
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std::unique_ptr<ImageFrame> imageFrame =
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absl::make_unique<ImageFrame>(::mediapipe::ImageFormat::SRGB, width, height,
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destinationStride, static_cast<uint8 *>(rgbPixelData),
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/*deleter=*/free);
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return imageFrame;
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}
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+ (std::unique_ptr<ImageFrame>)imageFrameFromCVPixelBuffer:(CVPixelBufferRef)pixelBuffer
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error:(NSError **)error {
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OSType pixelBufferFormat = CVPixelBufferGetPixelFormatType(pixelBuffer);
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std::unique_ptr<ImageFrame> imageFrame = nullptr;
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switch (pixelBufferFormat) {
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case kCVPixelFormatType_32RGBA:
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case kCVPixelFormatType_32BGRA: {
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return [MPPCVPixelBufferUtils rgbImageFrameFromCVPixelBuffer:pixelBuffer error:error];
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CVPixelBufferLockBaseAddress(pixelBuffer, 0);
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imageFrame = [MPPPixelDataUtils
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imageFrameFromPixelData:(uint8_t *)CVPixelBufferGetBaseAddress(pixelBuffer)
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withWidth:CVPixelBufferGetWidth(pixelBuffer)
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height:CVPixelBufferGetHeight(pixelBuffer)
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stride:CVPixelBufferGetBytesPerRow(pixelBuffer)
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pixelBufferFormat:pixelBufferFormat
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error:error];
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CVPixelBufferUnlockBaseAddress(pixelBuffer, 0);
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}
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default: {
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[MPPCommonUtils createCustomError:error
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@ -175,13 +163,19 @@ using ::mediapipe::ImageFrame;
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}
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}
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return nullptr;
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return imageFrame;
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}
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@end
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@implementation MPPCGImageUtils
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namespace {
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static void FreeDataProviderReleaseCallback(void *info, const void *data, size_t size) {
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free(info);
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}
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} // namespace
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+ (std::unique_ptr<ImageFrame>)imageFrameFromCGImage:(CGImageRef)cgImage error:(NSError **)error {
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size_t width = CGImageGetWidth(cgImage);
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size_t height = CGImageGetHeight(cgImage);
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@ -195,15 +189,20 @@ using ::mediapipe::ImageFrame;
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UInt8 *pixelDataToReturn = NULL;
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std::unique_ptr<ImageFrame> imageFrame = nullptr;
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CGColorSpaceRef colorSpace = CGColorSpaceCreateDeviceRGB();
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// iOS infers bytesPerRow if it is set to 0.
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// See https://developer.apple.com/documentation/coregraphics/1455939-cgbitmapcontextcreate
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// But for segmentation test image, this was not the case.
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// Hence setting it to the value of channelCount*width.
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// kCGImageAlphaNoneSkipLast specifies that Alpha will always be next to B.
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// kCGImageAlphaPremultipliedLast specifies that Alpha will always be next to B and the R, G, B
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// values will be pre multiplied with alpha. Images with alpha != 255 are stored with the R, G, B
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// values premultiplied with alpha by iOS. Hence `kCGImageAlphaPremultipliedLast` ensures all
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// kinds of images (alpha from 0 to 255) are correctly accounted for by iOS.
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// kCGBitmapByteOrder32Big specifies that R will be stored before B.
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// In combination they signify a pixelFormat of kCVPixelFormatType32RGBA.
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CGBitmapInfo bitMapinfoFor32RGBA = kCGImageAlphaNoneSkipLast | kCGBitmapByteOrder32Big;
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CGBitmapInfo bitMapinfoFor32RGBA = kCGImageAlphaPremultipliedLast | kCGBitmapByteOrder32Big;
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CGContextRef context = CGBitmapContextCreate(nil, width, height, bitsPerComponent, bytesPerRow,
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colorSpace, bitMapinfoFor32RGBA);
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if (srcData) {
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// We have drawn the image as an RGBA image with 8 bitsPerComponent and hence can safely input
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// a pixel format of type kCVPixelFormatType_32RGBA for conversion by vImage.
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pixelDataToReturn = [MPPPixelDataUtils rgbPixelDataFromPixelData:srcData
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imageFrame = [MPPPixelDataUtils imageFrameFromPixelData:srcData
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withWidth:width
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height:height
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stride:bytesPerRow
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CGColorSpaceRelease(colorSpace);
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if (!pixelDataToReturn) {
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return nullptr;
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return imageFrame;
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}
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+ (CGImageRef)cgImageFromImageFrame:(std::shared_ptr<ImageFrame>)imageFrame
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shouldCopyPixelData:(BOOL)shouldCopyPixelData
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error:(NSError **)error {
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CGBitmapInfo bitmapInfo = kCGImageAlphaNoneSkipLast | kCGBitmapByteOrderDefault;
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ImageFrame *internalImageFrame = imageFrame.get();
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size_t channelCount = 4;
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switch (internalImageFrame->Format()) {
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case ImageFormat::SRGBA: {
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bitmapInfo = kCGImageAlphaPremultipliedLast | kCGBitmapByteOrder32Big;
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break;
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}
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default:
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[MPPCommonUtils createCustomError:error
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withCode:MPPTasksErrorCodeInternalError
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description:@"Unsupported Image Format Conversion."];
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return NULL;
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}
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std::unique_ptr<ImageFrame> imageFrame = absl::make_unique<ImageFrame>(
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mediapipe::ImageFormat::SRGB, (int)width, (int)height, (int)destinationBytesPerRow,
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static_cast<uint8 *>(pixelDataToReturn),
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/*deleter=*/free);
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size_t bitsPerComponent = 8;
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return imageFrame;
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UInt8 *pixelBufferAddress = NULL;
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vImage_Buffer sourceBuffer = {
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.data = (void *)internalImageFrame->MutablePixelData(),
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.width = static_cast<vImagePixelCount>(internalImageFrame->Width()),
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.height = static_cast<vImagePixelCount>(internalImageFrame->Height()),
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.rowBytes = static_cast<size_t>(internalImageFrame->WidthStep())};
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vImage_Buffer destBuffer;
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CGDataProviderReleaseDataCallback callback = NULL;
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if (shouldCopyPixelData) {
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destBuffer = allocatedVImageBuffer(static_cast<vImagePixelCount>(internalImageFrame->Width()),
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static_cast<vImagePixelCount>(internalImageFrame->Height()),
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static_cast<size_t>(internalImageFrame->WidthStep()));
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callback = FreeDataProviderReleaseCallback;
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} else {
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destBuffer = sourceBuffer;
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}
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// Pre-multiply the raw pixels from a `mediapipe::Image` before creating a `CGImage` to ensure
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// that pixels are displayed correctly irrespective of their alpha values.
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vImage_Error convertError =
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vImagePremultiplyData_RGBA8888(&sourceBuffer, &destBuffer, kvImageNoFlags);
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if (convertError != kvImageNoError) {
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[MPPCommonUtils createCustomError:error
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withCode:MPPTasksErrorCodeInternalError
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description:@"Image format conversion failed."];
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return NULL;
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}
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CGDataProviderRef provider = CGDataProviderCreateWithData(
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destBuffer.data, destBuffer.data,
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internalImageFrame->WidthStep() * internalImageFrame->Height(), callback);
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CGColorSpaceRef colorSpace = CGColorSpaceCreateDeviceRGB();
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CGImageRef cgImageRef =
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CGImageCreate(internalImageFrame->Width(), internalImageFrame->Height(), bitsPerComponent,
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bitsPerComponent * channelCount, internalImageFrame->WidthStep(), colorSpace,
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bitmapInfo, provider, NULL, YES, kCGRenderingIntentDefault);
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CGDataProviderRelease(provider);
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CGColorSpaceRelease(colorSpace);
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return cgImageRef;
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}
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@end
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@ -277,6 +338,26 @@ using ::mediapipe::ImageFrame;
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@implementation MPPImage (Utils)
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- (nullable instancetype)initWithCppImage:(mediapipe::Image &)image
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cloningPropertiesOfSourceImage:(MPPImage *)sourceImage
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shouldCopyPixelData:(BOOL)shouldCopyPixelData
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error:(NSError **)error {
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switch (sourceImage.imageSourceType) {
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case MPPImageSourceTypeImage: {
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CGImageRef cgImageRef = [MPPCGImageUtils cgImageFromImageFrame:image.GetImageFrameSharedPtr()
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shouldCopyPixelData:shouldCopyPixelData
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error:error];
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UIImage *image = [UIImage imageWithCGImage:cgImageRef];
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CGImageRelease(cgImageRef);
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return [[MPPImage alloc] initWithUIImage:image orientation:sourceImage.orientation error:nil];
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}
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default:
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// TODO Implement Other Source Types.
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return nil;
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}
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}
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- (std::unique_ptr<ImageFrame>)imageFrameWithError:(NSError **)error {
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switch (self.imageSourceType) {
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case MPPImageSourceTypeSampleBuffer: {
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