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PiperOrigin-RevId: 574528013
This commit is contained in:
MediaPipe Team 2023-10-18 10:56:07 -07:00 committed by Copybara-Service
parent 2bd6726c89
commit 06cc6d1546
3 changed files with 275 additions and 6 deletions

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@ -22,6 +22,7 @@ cc_library(
name = "pose_detector_graph", name = "pose_detector_graph",
srcs = ["pose_detector_graph.cc"], srcs = ["pose_detector_graph.cc"],
deps = [ deps = [
"//mediapipe/calculators/core:clip_vector_size_calculator",
"//mediapipe/calculators/core:clip_vector_size_calculator_cc_proto", "//mediapipe/calculators/core:clip_vector_size_calculator_cc_proto",
"//mediapipe/calculators/tensor:image_to_tensor_calculator_cc_proto", "//mediapipe/calculators/tensor:image_to_tensor_calculator_cc_proto",
"//mediapipe/calculators/tensor:inference_calculator", "//mediapipe/calculators/tensor:inference_calculator",

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@ -23,12 +23,42 @@ namespace tasks {
namespace vision { namespace vision {
namespace pose_landmarker { namespace pose_landmarker {
static constexpr std::array<std::array<int, 2>, 34> kPoseLandmarksConnections{{ static constexpr std::array<std::array<int, 2>, 35> kPoseLandmarksConnections{{
{1, 2}, {0, 1}, {2, 3}, {3, 7}, {0, 4}, {4, 5}, {5, 6}, {0, 4}, // (nose, right_eye_inner)
{6, 8}, {9, 10}, {11, 12}, {11, 13}, {13, 15}, {15, 17}, {15, 19}, {4, 5}, // (right_eye_inner, right_eye)
{15, 21}, {17, 19}, {12, 14}, {14, 16}, {16, 18}, {16, 20}, {16, 22}, {5, 6}, // (right_eye, right_eye_outer)
{18, 20}, {11, 23}, {12, 24}, {23, 24}, {23, 25}, {24, 26}, {25, 27}, {6, 8}, // (right_eye_outer, right_ear)
{26, 28}, {27, 29}, {28, 30}, {29, 31}, {30, 32}, {27, 31}, {0, 1}, // (nose, left_eye_inner)
{1, 2}, // (left_eye_inner, left_eye)
{2, 3}, // (left_eye, left_eye_outer)
{3, 7}, // (left_eye_outer, left_ear)
{10, 9}, // (mouth_right, mouth_left)
{12, 11}, // (right_shoulder, left_shoulder)
{12, 14}, // (right_shoulder, right_elbow)
{14, 16}, // (right_elbow, right_wrist)
{16, 18}, // (right_wrist, right_pinky_1)
{16, 20}, // (right_wrist, right_index_1)
{16, 22}, // (right_wrist, right_thumb_2)
{18, 20}, // (right_pinky_1, right_index_1)
{11, 13}, // (left_shoulder, left_elbow)
{13, 15}, // (left_elbow, left_wrist)
{15, 17}, // (left_wrist, left_pinky_1)
{15, 19}, // (left_wrist, left_index_1)
{15, 21}, // (left_wrist, left_thumb_2)
{17, 19}, // (left_pinky_1, left_index_1)
{12, 24}, // (right_shoulder, right_hip)
{11, 23}, // (left_shoulder, left_hip)
{24, 23}, // (right_hip, left_hip)
{24, 26}, // (right_hip, right_knee)
{23, 25}, // (left_hip, left_knee)
{26, 28}, // (right_knee, right_ankle)
{25, 27}, // (left_knee, left_ankle)
{28, 30}, // (right_ankle, right_heel)
{27, 29}, // (left_ankle, left_heel)
{30, 32}, // (right_heel, right_foot_index)
{29, 31}, // (left_heel, left_foot_index)
{28, 32}, // (right_ankle, right_foot_index)
{27, 31}, // (left_ankle, left_foot_index)
}}; }};
} // namespace pose_landmarker } // namespace pose_landmarker

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@ -0,0 +1,238 @@
node {
calculator: "PreviousLoopbackCalculator"
input_stream: "LOOP:__stream_17"
input_stream: "MAIN:image_in"
output_stream: "PREV_LOOP:__stream_0"
input_stream_info {
tag_index: "LOOP"
back_edge: true
}
}
node {
calculator: "PacketPresenceCalculator"
input_stream: "PACKET:__stream_0"
output_stream: "PRESENCE:__stream_1"
}
node {
calculator: "GateCalculator"
input_stream: "image_in"
input_stream: "DISALLOW:__stream_1"
output_stream: "__stream_2"
options {
[mediapipe.GateCalculatorOptions.ext] {
empty_packets_as_allow: true
}
}
}
node {
calculator: "mediapipe.tasks.vision.pose_detector.PoseDetectorGraph"
input_stream: "IMAGE:__stream_2"
output_stream: "DETECTIONS:__stream_3"
options {
[mediapipe.tasks.vision.pose_detector.proto.PoseDetectorGraphOptions.ext] {
base_options {
model_asset {
file_name: "$0/mediapipe/tasks/testdata/vision/pose_detection.tflite"
}
}
num_poses: 1
}
}
}
node {
calculator: "ImagePropertiesCalculator"
input_stream: "IMAGE:__stream_2"
output_stream: "SIZE:__stream_4"
}
node {
calculator: "AlignmentPointsRectsCalculator"
input_stream: "DETECTIONS:__stream_3"
input_stream: "IMAGE_SIZE:__stream_4"
output_stream: "NORM_RECT:__stream_5"
options {
[mediapipe.DetectionsToRectsCalculatorOptions.ext] {
rotation_vector_start_keypoint_index: 0
rotation_vector_end_keypoint_index: 1
rotation_vector_target_angle_degrees: 90
}
}
}
node {
calculator: "RectTransformationCalculator"
input_stream: "IMAGE_SIZE:__stream_4"
input_stream: "NORM_RECT:__stream_5"
output_stream: "__stream_6"
options {
[mediapipe.RectTransformationCalculatorOptions.ext] {
scale_x: 1.25
scale_y: 1.25
square_long: true
}
}
}
node {
calculator: "MergeCalculator"
input_stream: "__stream_6"
input_stream: "__stream_0"
output_stream: "__stream_7"
}
node {
calculator: "mediapipe.tasks.vision.pose_landmarker.SinglePoseLandmarksDetectorGraph"
input_stream: "IMAGE:image_in"
input_stream: "NORM_RECT:__stream_7"
output_stream: "AUXILIARY_LANDMARKS:__stream_8"
output_stream: "LANDMARKS:__stream_9"
output_stream: "WORLD_LANDMARKS:__stream_10"
options {
[mediapipe.tasks.vision.pose_landmarker.proto.PoseLandmarksDetectorGraphOptions.ext] {
base_options {
model_asset {
file_name: "$1/mediapipe/tasks/testdata/vision/pose_landmark_lite.tflite"
}
}
}
}
}
node {
calculator: "ImagePropertiesCalculator"
input_stream: "IMAGE:image_in"
output_stream: "SIZE:__stream_11"
}
node {
calculator: "LandmarksToDetectionCalculator"
input_stream: "NORM_LANDMARKS:__stream_8"
output_stream: "DETECTION:__stream_12"
}
node {
calculator: "AlignmentPointsRectsCalculator"
input_stream: "DETECTION:__stream_12"
input_stream: "IMAGE_SIZE:__stream_11"
output_stream: "NORM_RECT:__stream_13"
options {
[mediapipe.DetectionsToRectsCalculatorOptions.ext] {
rotation_vector_start_keypoint_index: 0
rotation_vector_end_keypoint_index: 1
rotation_vector_target_angle_degrees: 90
}
}
}
node {
calculator: "LandmarksSmoothingCalculator"
input_stream: "IMAGE_SIZE:__stream_11"
input_stream: "NORM_LANDMARKS:__stream_8"
input_stream: "OBJECT_SCALE_ROI:__stream_13"
output_stream: "NORM_FILTERED_LANDMARKS:__stream_14"
options {
[mediapipe.LandmarksSmoothingCalculatorOptions.ext] {
one_euro_filter {
min_cutoff: 0.01
beta: 10
derivate_cutoff: 1
disable_value_scaling: false
}
}
}
}
node {
calculator: "LandmarksToDetectionCalculator"
input_stream: "NORM_LANDMARKS:__stream_14"
output_stream: "DETECTION:__stream_15"
}
node {
calculator: "AlignmentPointsRectsCalculator"
input_stream: "DETECTION:__stream_15"
input_stream: "IMAGE_SIZE:__stream_11"
output_stream: "NORM_RECT:__stream_16"
options {
[mediapipe.DetectionsToRectsCalculatorOptions.ext] {
rotation_vector_start_keypoint_index: 0
rotation_vector_end_keypoint_index: 1
rotation_vector_target_angle_degrees: 90
}
}
}
node {
calculator: "RectTransformationCalculator"
input_stream: "IMAGE_SIZE:__stream_11"
input_stream: "NORM_RECT:__stream_16"
output_stream: "__stream_17"
options {
[mediapipe.RectTransformationCalculatorOptions.ext] {
scale_x: 1.25
scale_y: 1.25
square_long: true
}
}
}
node {
calculator: "VisibilitySmoothingCalculator"
input_stream: "NORM_LANDMARKS:__stream_9"
output_stream: "NORM_FILTERED_LANDMARKS:__stream_18"
options {
[mediapipe.VisibilitySmoothingCalculatorOptions.ext] {
low_pass_filter {
alpha: 0.1
}
}
}
}
node {
calculator: "LandmarksSmoothingCalculator"
input_stream: "IMAGE_SIZE:__stream_11"
input_stream: "NORM_LANDMARKS:__stream_18"
input_stream: "OBJECT_SCALE_ROI:__stream_13"
output_stream: "NORM_FILTERED_LANDMARKS:pose_landmarks_out"
options {
[mediapipe.LandmarksSmoothingCalculatorOptions.ext] {
one_euro_filter {
min_cutoff: 0.05
beta: 80
derivate_cutoff: 1
disable_value_scaling: false
}
}
}
}
node {
calculator: "SplitLandmarkListCalculator"
input_stream: "__stream_10"
output_stream: "__stream_19"
options {
[mediapipe.SplitVectorCalculatorOptions.ext] {
ranges {
begin: 0
end: 33
}
}
}
}
node {
calculator: "VisibilitySmoothingCalculator"
input_stream: "LANDMARKS:__stream_19"
output_stream: "FILTERED_LANDMARKS:__stream_20"
options {
[mediapipe.VisibilitySmoothingCalculatorOptions.ext] {
low_pass_filter {
alpha: 0.1
}
}
}
}
node {
calculator: "LandmarksSmoothingCalculator"
input_stream: "LANDMARKS:__stream_20"
output_stream: "FILTERED_LANDMARKS:pose_world_landmarks_out"
options {
[mediapipe.LandmarksSmoothingCalculatorOptions.ext] {
one_euro_filter {
min_cutoff: 0.1
beta: 40
derivate_cutoff: 1
disable_value_scaling: true
}
}
}
}
input_stream: "IMAGE:image_in"
output_stream: "POSE_LANDMARKS:pose_landmarks_out"
output_stream: "POSE_WORLD_LANDMARKS:pose_world_landmarks_out"