Internal change

PiperOrigin-RevId: 477538515
This commit is contained in:
MediaPipe Team
2022-09-28 21:32:36 +00:00
committed by Sebastian Schmidt
parent 6cdc6443b6
commit f8af41b1eb
236 changed files with 12865 additions and 1923 deletions
+16 -6
View File
@@ -21,18 +21,29 @@ licenses(["notice"])
package(default_visibility = ["//visibility:public"])
mediapipe_simple_subgraph(
name = "pose_landmarks_to_render_data",
graph = "pose_landmarks_to_render_data.pbtxt",
register_as = "PoseLandmarksToRenderData",
deps = [
"//mediapipe/calculators/core:concatenate_vector_calculator",
"//mediapipe/calculators/core:split_proto_list_calculator",
"//mediapipe/calculators/util:landmarks_to_render_data_calculator",
"//mediapipe/calculators/util:rect_to_render_scale_calculator",
],
)
mediapipe_simple_subgraph(
name = "pose_renderer_gpu",
graph = "pose_renderer_gpu.pbtxt",
register_as = "PoseRendererGpu",
deps = [
"//mediapipe/calculators/core:split_proto_list_calculator",
":pose_landmarks_to_render_data",
"//mediapipe/calculators/image:image_properties_calculator",
"//mediapipe/calculators/image:recolor_calculator",
"//mediapipe/calculators/util:annotation_overlay_calculator",
"//mediapipe/calculators/util:detections_to_render_data_calculator",
"//mediapipe/calculators/util:landmarks_to_render_data_calculator",
"//mediapipe/calculators/util:rect_to_render_data_calculator",
"//mediapipe/calculators/util:rect_to_render_scale_calculator",
],
)
@@ -41,12 +52,11 @@ mediapipe_simple_subgraph(
graph = "pose_renderer_cpu.pbtxt",
register_as = "PoseRendererCpu",
deps = [
"//mediapipe/calculators/core:split_proto_list_calculator",
":pose_landmarks_to_render_data",
"//mediapipe/calculators/image:image_properties_calculator",
"//mediapipe/calculators/image:recolor_calculator",
"//mediapipe/calculators/util:annotation_overlay_calculator",
"//mediapipe/calculators/util:detections_to_render_data_calculator",
"//mediapipe/calculators/util:landmarks_to_render_data_calculator",
"//mediapipe/calculators/util:rect_to_render_data_calculator",
"//mediapipe/calculators/util:rect_to_render_scale_calculator",
],
)
@@ -0,0 +1,236 @@
# MediaPipe pose landmarks to render data subgraph.
type: "PoseLandmarksToRenderData"
# Pose landmarks. (NormalizedLandmarkList)
input_stream: "LANDMARKS:pose_landmarks"
# Region of interest calculated based on landmarks. (NormalizedRect)
input_stream: "ROI:roi"
# Image size. (pair<int, int>)
input_stream: "IMAGE_SIZE:image_size"
# The resulting render data. (vector<RenderData>)
output_stream: "RENDER_DATA:merged_render_data"
# Calculates rendering scale based on the pose roi.
node {
calculator: "RectToRenderScaleCalculator"
input_stream: "NORM_RECT:roi"
input_stream: "IMAGE_SIZE:image_size"
output_stream: "RENDER_SCALE:render_scale"
node_options: {
[type.googleapis.com/mediapipe.RectToRenderScaleCalculatorOptions] {
multiplier: 0.0012
}
}
}
node {
calculator: "SplitNormalizedLandmarkListCalculator"
input_stream: "pose_landmarks"
output_stream: "visible_pose_landmarks"
node_options: {
[type.googleapis.com/mediapipe.SplitVectorCalculatorOptions] {
ranges: { begin: 0 end: 25 }
}
}
}
# Converts landmarks to drawing primitives for annotation overlay.
node {
calculator: "LandmarksToRenderDataCalculator"
input_stream: "NORM_LANDMARKS:pose_landmarks"
input_stream: "RENDER_SCALE:render_scale"
output_stream: "RENDER_DATA:landmarks_render_data"
node_options: {
[type.googleapis.com/mediapipe.LandmarksToRenderDataCalculatorOptions] {
landmark_connections: 0
landmark_connections: 1
landmark_connections: 1
landmark_connections: 2
landmark_connections: 2
landmark_connections: 3
landmark_connections: 3
landmark_connections: 7
landmark_connections: 0
landmark_connections: 4
landmark_connections: 4
landmark_connections: 5
landmark_connections: 5
landmark_connections: 6
landmark_connections: 6
landmark_connections: 8
landmark_connections: 9
landmark_connections: 10
landmark_connections: 11
landmark_connections: 12
landmark_connections: 11
landmark_connections: 13
landmark_connections: 13
landmark_connections: 15
landmark_connections: 15
landmark_connections: 17
landmark_connections: 15
landmark_connections: 19
landmark_connections: 15
landmark_connections: 21
landmark_connections: 17
landmark_connections: 19
landmark_connections: 12
landmark_connections: 14
landmark_connections: 14
landmark_connections: 16
landmark_connections: 16
landmark_connections: 18
landmark_connections: 16
landmark_connections: 20
landmark_connections: 16
landmark_connections: 22
landmark_connections: 18
landmark_connections: 20
landmark_connections: 11
landmark_connections: 23
landmark_connections: 12
landmark_connections: 24
landmark_connections: 23
landmark_connections: 24
landmark_connections: 23
landmark_connections: 25
landmark_connections: 24
landmark_connections: 26
landmark_connections: 25
landmark_connections: 27
landmark_connections: 26
landmark_connections: 28
landmark_connections: 27
landmark_connections: 29
landmark_connections: 28
landmark_connections: 30
landmark_connections: 29
landmark_connections: 31
landmark_connections: 30
landmark_connections: 32
landmark_connections: 27
landmark_connections: 31
landmark_connections: 28
landmark_connections: 32
landmark_color { r: 255 g: 255 b: 255 }
connection_color { r: 255 g: 255 b: 255 }
thickness: 3.0
visualize_landmark_depth: false
utilize_visibility: true
visibility_threshold: 0.5
}
}
}
# Take left pose landmarks.
node {
calculator: "SplitNormalizedLandmarkListCalculator"
input_stream: "pose_landmarks"
output_stream: "landmarks_left_side"
node_options: {
[type.googleapis.com/mediapipe.SplitVectorCalculatorOptions] {
ranges: { begin: 1 end: 4 }
ranges: { begin: 7 end: 8 }
ranges: { begin: 9 end: 10 }
ranges: { begin: 11 end: 12 }
ranges: { begin: 13 end: 14 }
ranges: { begin: 15 end: 16 }
ranges: { begin: 17 end: 18 }
ranges: { begin: 19 end: 20 }
ranges: { begin: 21 end: 22 }
ranges: { begin: 23 end: 24 }
combine_outputs: true
}
}
}
# Take right pose landmarks.
node {
calculator: "SplitNormalizedLandmarkListCalculator"
input_stream: "pose_landmarks"
output_stream: "landmarks_right_side"
node_options: {
[type.googleapis.com/mediapipe.SplitVectorCalculatorOptions] {
ranges: { begin: 4 end: 7 }
ranges: { begin: 8 end: 9 }
ranges: { begin: 10 end: 11 }
ranges: { begin: 12 end: 13 }
ranges: { begin: 14 end: 15 }
ranges: { begin: 16 end: 17 }
ranges: { begin: 18 end: 19 }
ranges: { begin: 20 end: 21 }
ranges: { begin: 22 end: 23 }
ranges: { begin: 24 end: 25 }
combine_outputs: true
}
}
}
# Render pose joints as big white circles.
node {
calculator: "LandmarksToRenderDataCalculator"
input_stream: "NORM_LANDMARKS:visible_pose_landmarks"
input_stream: "RENDER_SCALE:render_scale"
output_stream: "RENDER_DATA:landmarks_background_joints_render_data"
node_options: {
[type.googleapis.com/mediapipe.LandmarksToRenderDataCalculatorOptions] {
landmark_color { r: 255 g: 255 b: 255 }
connection_color { r: 255 g: 255 b: 255 }
thickness: 5.0
visualize_landmark_depth: false
utilize_visibility: true
visibility_threshold: 0.5
}
}
}
# Render pose left side joints as orange circles (inside white ones).
node {
calculator: "LandmarksToRenderDataCalculator"
input_stream: "NORM_LANDMARKS:landmarks_left_side"
input_stream: "RENDER_SCALE:render_scale"
output_stream: "RENDER_DATA:landmarks_left_joints_render_data"
node_options: {
[type.googleapis.com/mediapipe.LandmarksToRenderDataCalculatorOptions] {
landmark_color { r: 255 g: 138 b: 0 }
connection_color { r: 255 g: 138 b: 0 }
thickness: 3.0
visualize_landmark_depth: false
utilize_visibility: true
visibility_threshold: 0.5
}
}
}
# Render pose right side joints as cyan circles (inside white ones).
node {
calculator: "LandmarksToRenderDataCalculator"
input_stream: "NORM_LANDMARKS:landmarks_right_side"
input_stream: "RENDER_SCALE:render_scale"
output_stream: "RENDER_DATA:landmarks_right_joints_render_data"
node_options: {
[type.googleapis.com/mediapipe.LandmarksToRenderDataCalculatorOptions] {
landmark_color { r: 0 g: 217 b: 231 }
connection_color { r: 0 g: 217 b: 231 }
thickness: 3.0
visualize_landmark_depth: false
utilize_visibility: true
visibility_threshold: 0.5
}
}
}
# Merges annotations into one result.
node {
calculator: "ConcatenateRenderDataVectorCalculator"
input_stream: "landmarks_render_data"
input_stream: "landmarks_background_joints_render_data"
input_stream: "landmarks_left_joints_render_data"
input_stream: "landmarks_right_joints_render_data"
output_stream: "merged_render_data"
}
@@ -22,19 +22,6 @@ node {
output_stream: "SIZE:image_size"
}
# Calculates rendering scale based on the pose roi.
node {
calculator: "RectToRenderScaleCalculator"
input_stream: "NORM_RECT:roi"
input_stream: "IMAGE_SIZE:image_size"
output_stream: "RENDER_SCALE:render_scale"
node_options: {
[type.googleapis.com/mediapipe.RectToRenderScaleCalculatorOptions] {
multiplier: 0.0012
}
}
}
# Converts detections to drawing primitives for annotation overlay.
node {
calculator: "DetectionsToRenderDataCalculator"
@@ -48,204 +35,13 @@ node {
}
}
# Computes render data for landmarks.
node {
calculator: "SplitNormalizedLandmarkListCalculator"
input_stream: "pose_landmarks"
output_stream: "visible_pose_landmarks"
node_options: {
[type.googleapis.com/mediapipe.SplitVectorCalculatorOptions] {
ranges: { begin: 0 end: 25 }
}
}
}
# Converts landmarks to drawing primitives for annotation overlay.
node {
calculator: "LandmarksToRenderDataCalculator"
input_stream: "NORM_LANDMARKS:pose_landmarks"
input_stream: "RENDER_SCALE:render_scale"
calculator: "PoseLandmarksToRenderData"
input_stream: "LANDMARKS:pose_landmarks"
input_stream: "ROI:roi"
input_stream: "IMAGE_SIZE:image_size"
output_stream: "RENDER_DATA:landmarks_render_data"
node_options: {
[type.googleapis.com/mediapipe.LandmarksToRenderDataCalculatorOptions] {
landmark_connections: 0
landmark_connections: 1
landmark_connections: 1
landmark_connections: 2
landmark_connections: 2
landmark_connections: 3
landmark_connections: 3
landmark_connections: 7
landmark_connections: 0
landmark_connections: 4
landmark_connections: 4
landmark_connections: 5
landmark_connections: 5
landmark_connections: 6
landmark_connections: 6
landmark_connections: 8
landmark_connections: 9
landmark_connections: 10
landmark_connections: 11
landmark_connections: 12
landmark_connections: 11
landmark_connections: 13
landmark_connections: 13
landmark_connections: 15
landmark_connections: 15
landmark_connections: 17
landmark_connections: 15
landmark_connections: 19
landmark_connections: 15
landmark_connections: 21
landmark_connections: 17
landmark_connections: 19
landmark_connections: 12
landmark_connections: 14
landmark_connections: 14
landmark_connections: 16
landmark_connections: 16
landmark_connections: 18
landmark_connections: 16
landmark_connections: 20
landmark_connections: 16
landmark_connections: 22
landmark_connections: 18
landmark_connections: 20
landmark_connections: 11
landmark_connections: 23
landmark_connections: 12
landmark_connections: 24
landmark_connections: 23
landmark_connections: 24
landmark_connections: 23
landmark_connections: 25
landmark_connections: 24
landmark_connections: 26
landmark_connections: 25
landmark_connections: 27
landmark_connections: 26
landmark_connections: 28
landmark_connections: 27
landmark_connections: 29
landmark_connections: 28
landmark_connections: 30
landmark_connections: 29
landmark_connections: 31
landmark_connections: 30
landmark_connections: 32
landmark_connections: 27
landmark_connections: 31
landmark_connections: 28
landmark_connections: 32
landmark_color { r: 255 g: 255 b: 255 }
connection_color { r: 255 g: 255 b: 255 }
thickness: 3.0
visualize_landmark_depth: false
utilize_visibility: true
visibility_threshold: 0.5
}
}
}
# Take left pose landmarks.
node {
calculator: "SplitNormalizedLandmarkListCalculator"
input_stream: "pose_landmarks"
output_stream: "landmarks_left_side"
node_options: {
[type.googleapis.com/mediapipe.SplitVectorCalculatorOptions] {
ranges: { begin: 1 end: 4 }
ranges: { begin: 7 end: 8 }
ranges: { begin: 9 end: 10 }
ranges: { begin: 11 end: 12 }
ranges: { begin: 13 end: 14 }
ranges: { begin: 15 end: 16 }
ranges: { begin: 17 end: 18 }
ranges: { begin: 19 end: 20 }
ranges: { begin: 21 end: 22 }
ranges: { begin: 23 end: 24 }
combine_outputs: true
}
}
}
# Take right pose landmarks.
node {
calculator: "SplitNormalizedLandmarkListCalculator"
input_stream: "pose_landmarks"
output_stream: "landmarks_right_side"
node_options: {
[type.googleapis.com/mediapipe.SplitVectorCalculatorOptions] {
ranges: { begin: 4 end: 7 }
ranges: { begin: 8 end: 9 }
ranges: { begin: 10 end: 11 }
ranges: { begin: 12 end: 13 }
ranges: { begin: 14 end: 15 }
ranges: { begin: 16 end: 17 }
ranges: { begin: 18 end: 19 }
ranges: { begin: 20 end: 21 }
ranges: { begin: 22 end: 23 }
ranges: { begin: 24 end: 25 }
combine_outputs: true
}
}
}
# Render pose joints as big white circles.
node {
calculator: "LandmarksToRenderDataCalculator"
input_stream: "NORM_LANDMARKS:visible_pose_landmarks"
input_stream: "RENDER_SCALE:render_scale"
output_stream: "RENDER_DATA:landmarks_background_joints_render_data"
node_options: {
[type.googleapis.com/mediapipe.LandmarksToRenderDataCalculatorOptions] {
landmark_color { r: 255 g: 255 b: 255 }
connection_color { r: 255 g: 255 b: 255 }
thickness: 5.0
visualize_landmark_depth: false
utilize_visibility: true
visibility_threshold: 0.5
}
}
}
# Render pose left side joints as orange circles (inside white ones).
node {
calculator: "LandmarksToRenderDataCalculator"
input_stream: "NORM_LANDMARKS:landmarks_left_side"
input_stream: "RENDER_SCALE:render_scale"
output_stream: "RENDER_DATA:landmarks_left_joints_render_data"
node_options: {
[type.googleapis.com/mediapipe.LandmarksToRenderDataCalculatorOptions] {
landmark_color { r: 255 g: 138 b: 0 }
connection_color { r: 255 g: 138 b: 0 }
thickness: 3.0
visualize_landmark_depth: false
utilize_visibility: true
visibility_threshold: 0.5
}
}
}
# Render pose right side joints as cyan circles (inside white ones).
node {
calculator: "LandmarksToRenderDataCalculator"
input_stream: "NORM_LANDMARKS:landmarks_right_side"
input_stream: "RENDER_SCALE:render_scale"
output_stream: "RENDER_DATA:landmarks_right_joints_render_data"
node_options: {
[type.googleapis.com/mediapipe.LandmarksToRenderDataCalculatorOptions] {
landmark_color { r: 0 g: 217 b: 231 }
connection_color { r: 0 g: 217 b: 231 }
thickness: 3.0
visualize_landmark_depth: false
utilize_visibility: true
visibility_threshold: 0.5
}
}
}
# Converts normalized rects to drawing primitives for annotation overlay.
@@ -283,10 +79,7 @@ node {
calculator: "AnnotationOverlayCalculator"
input_stream: "IMAGE:segmented_image"
input_stream: "detection_render_data"
input_stream: "landmarks_render_data"
input_stream: "landmarks_background_joints_render_data"
input_stream: "landmarks_left_joints_render_data"
input_stream: "landmarks_right_joints_render_data"
input_stream: "VECTOR:landmarks_render_data"
input_stream: "roi_render_data"
output_stream: "IMAGE:output_image"
}
@@ -22,19 +22,6 @@ node {
output_stream: "SIZE:image_size"
}
# Calculates rendering scale based on the pose roi.
node {
calculator: "RectToRenderScaleCalculator"
input_stream: "NORM_RECT:roi"
input_stream: "IMAGE_SIZE:image_size"
output_stream: "RENDER_SCALE:render_scale"
node_options: {
[type.googleapis.com/mediapipe.RectToRenderScaleCalculatorOptions] {
multiplier: 0.0012
}
}
}
# Converts detections to drawing primitives for annotation overlay.
node {
calculator: "DetectionsToRenderDataCalculator"
@@ -48,204 +35,13 @@ node {
}
}
# Computes render data for landmarks.
node {
calculator: "SplitNormalizedLandmarkListCalculator"
input_stream: "pose_landmarks"
output_stream: "visible_pose_landmarks"
node_options: {
[type.googleapis.com/mediapipe.SplitVectorCalculatorOptions] {
ranges: { begin: 0 end: 25 }
}
}
}
# Converts landmarks to drawing primitives for annotation overlay.
node {
calculator: "LandmarksToRenderDataCalculator"
input_stream: "NORM_LANDMARKS:pose_landmarks"
input_stream: "RENDER_SCALE:render_scale"
calculator: "PoseLandmarksToRenderData"
input_stream: "LANDMARKS:pose_landmarks"
input_stream: "ROI:roi"
input_stream: "IMAGE_SIZE:image_size"
output_stream: "RENDER_DATA:landmarks_render_data"
node_options: {
[type.googleapis.com/mediapipe.LandmarksToRenderDataCalculatorOptions] {
landmark_connections: 0
landmark_connections: 1
landmark_connections: 1
landmark_connections: 2
landmark_connections: 2
landmark_connections: 3
landmark_connections: 3
landmark_connections: 7
landmark_connections: 0
landmark_connections: 4
landmark_connections: 4
landmark_connections: 5
landmark_connections: 5
landmark_connections: 6
landmark_connections: 6
landmark_connections: 8
landmark_connections: 9
landmark_connections: 10
landmark_connections: 11
landmark_connections: 12
landmark_connections: 11
landmark_connections: 13
landmark_connections: 13
landmark_connections: 15
landmark_connections: 15
landmark_connections: 17
landmark_connections: 15
landmark_connections: 19
landmark_connections: 15
landmark_connections: 21
landmark_connections: 17
landmark_connections: 19
landmark_connections: 12
landmark_connections: 14
landmark_connections: 14
landmark_connections: 16
landmark_connections: 16
landmark_connections: 18
landmark_connections: 16
landmark_connections: 20
landmark_connections: 16
landmark_connections: 22
landmark_connections: 18
landmark_connections: 20
landmark_connections: 11
landmark_connections: 23
landmark_connections: 12
landmark_connections: 24
landmark_connections: 23
landmark_connections: 24
landmark_connections: 23
landmark_connections: 25
landmark_connections: 24
landmark_connections: 26
landmark_connections: 25
landmark_connections: 27
landmark_connections: 26
landmark_connections: 28
landmark_connections: 27
landmark_connections: 29
landmark_connections: 28
landmark_connections: 30
landmark_connections: 29
landmark_connections: 31
landmark_connections: 30
landmark_connections: 32
landmark_connections: 27
landmark_connections: 31
landmark_connections: 28
landmark_connections: 32
landmark_color { r: 255 g: 255 b: 255 }
connection_color { r: 255 g: 255 b: 255 }
thickness: 3.0
visualize_landmark_depth: false
utilize_visibility: true
visibility_threshold: 0.5
}
}
}
# Take left pose landmarks.
node {
calculator: "SplitNormalizedLandmarkListCalculator"
input_stream: "pose_landmarks"
output_stream: "landmarks_left_side"
node_options: {
[type.googleapis.com/mediapipe.SplitVectorCalculatorOptions] {
ranges: { begin: 1 end: 4 }
ranges: { begin: 7 end: 8 }
ranges: { begin: 9 end: 10 }
ranges: { begin: 11 end: 12 }
ranges: { begin: 13 end: 14 }
ranges: { begin: 15 end: 16 }
ranges: { begin: 17 end: 18 }
ranges: { begin: 19 end: 20 }
ranges: { begin: 21 end: 22 }
ranges: { begin: 23 end: 24 }
combine_outputs: true
}
}
}
# Take right pose landmarks.
node {
calculator: "SplitNormalizedLandmarkListCalculator"
input_stream: "pose_landmarks"
output_stream: "landmarks_right_side"
node_options: {
[type.googleapis.com/mediapipe.SplitVectorCalculatorOptions] {
ranges: { begin: 4 end: 7 }
ranges: { begin: 8 end: 9 }
ranges: { begin: 10 end: 11 }
ranges: { begin: 12 end: 13 }
ranges: { begin: 14 end: 15 }
ranges: { begin: 16 end: 17 }
ranges: { begin: 18 end: 19 }
ranges: { begin: 20 end: 21 }
ranges: { begin: 22 end: 23 }
ranges: { begin: 24 end: 25 }
combine_outputs: true
}
}
}
# Render pose joints as big white circles.
node {
calculator: "LandmarksToRenderDataCalculator"
input_stream: "NORM_LANDMARKS:visible_pose_landmarks"
input_stream: "RENDER_SCALE:render_scale"
output_stream: "RENDER_DATA:landmarks_background_joints_render_data"
node_options: {
[type.googleapis.com/mediapipe.LandmarksToRenderDataCalculatorOptions] {
landmark_color { r: 255 g: 255 b: 255 }
connection_color { r: 255 g: 255 b: 255 }
thickness: 5.0
visualize_landmark_depth: false
utilize_visibility: true
visibility_threshold: 0.5
}
}
}
# Render pose left side joints as orange circles (inside white ones).
node {
calculator: "LandmarksToRenderDataCalculator"
input_stream: "NORM_LANDMARKS:landmarks_left_side"
input_stream: "RENDER_SCALE:render_scale"
output_stream: "RENDER_DATA:landmarks_left_joints_render_data"
node_options: {
[type.googleapis.com/mediapipe.LandmarksToRenderDataCalculatorOptions] {
landmark_color { r: 255 g: 138 b: 0 }
connection_color { r: 255 g: 138 b: 0 }
thickness: 3.0
visualize_landmark_depth: false
utilize_visibility: true
visibility_threshold: 0.5
}
}
}
# Render pose right side joints as cyan circles (inside white ones).
node {
calculator: "LandmarksToRenderDataCalculator"
input_stream: "NORM_LANDMARKS:landmarks_right_side"
input_stream: "RENDER_SCALE:render_scale"
output_stream: "RENDER_DATA:landmarks_right_joints_render_data"
node_options: {
[type.googleapis.com/mediapipe.LandmarksToRenderDataCalculatorOptions] {
landmark_color { r: 0 g: 217 b: 231 }
connection_color { r: 0 g: 217 b: 231 }
thickness: 3.0
visualize_landmark_depth: false
utilize_visibility: true
visibility_threshold: 0.5
}
}
}
# Converts normalized rects to drawing primitives for annotation overlay.
@@ -283,10 +79,7 @@ node {
calculator: "AnnotationOverlayCalculator"
input_stream: "IMAGE_GPU:segmented_image"
input_stream: "detection_render_data"
input_stream: "landmarks_render_data"
input_stream: "landmarks_background_joints_render_data"
input_stream: "landmarks_left_joints_render_data"
input_stream: "landmarks_right_joints_render_data"
input_stream: "VECTOR:landmarks_render_data"
input_stream: "roi_render_data"
output_stream: "IMAGE_GPU:output_image"
}