Add counting_vector_size_calculator
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parent
67bd8a2bf0
commit
19983e3bd9
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@ -311,6 +311,20 @@ cc_library(
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alwayslink = 1,
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)
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cc_library(
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name = "counting_vector_size_calculator",
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srcs = ["counting_vector_size_calculator.cc"],
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hdrs = ["counting_vector_size_calculator.h"],
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visibility = [
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"//visibility:public",
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],
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deps = [
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"//mediapipe/framework:calculator_framework",
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"//mediapipe/framework/formats:landmark_cc_proto",
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],
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alwayslink = 1,
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)
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cc_library(
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name = "annotation_overlay_calculator",
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srcs = ["annotation_overlay_calculator.cc"],
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@ -0,0 +1,27 @@
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// Copyright 2020 The MediaPipe Authors.
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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#include "mediapipe/calculators/util/counting_vector_size_calculator.h"
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#include "mediapipe/framework/formats/landmark.pb.h"
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namespace mediapipe {
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typedef CountingVectorSizeCalculator<std::vector<::mediapipe::NormalizedLandmarkList>>
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CountingNormalizedLandmarkListVectorSizeCalculator;
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REGISTER_CALCULATOR(CountingNormalizedLandmarkListVectorSizeCalculator);
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} // namespace mediapipe
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69
mediapipe/calculators/util/counting_vector_size_calculator.h
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69
mediapipe/calculators/util/counting_vector_size_calculator.h
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@ -0,0 +1,69 @@
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// Copyright 2020 The MediaPipe Authors.
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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#ifndef MEDIAPIPE_CALCULATORS_UTIL_COUNTING_VECTOR_SIZE_CALCULATOR_H
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#define MEDIAPIPE_CALCULATORS_UTIL_COUNTING_VECTOR_SIZE_CALCULATOR_H
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#include "mediapipe/framework/calculator_framework.h"
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#include "mediapipe/framework/formats/landmark.pb.h"
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namespace mediapipe {
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// A calculator that count input landmarksList size.
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//
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// Count input landmark(std::vector<NormalizedLandmarkList>) and return this
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// value to ouput_stream. Input IMAGE has no effect on calculation, but is used to
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// ensure that the calculator works even when the landmark is empty. And if the
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// input landmark is empty, the number of faces found is zero.
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//
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// Example config:
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// node {
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// calculator: "CountingVectorSizeCalculator"
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// input_stream: "IMAGE:input_image"
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// input_stream: "LANDMARKS:multi_face_landmarks"
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// output_stream: "COUNT:face_count"
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// }
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template <typename VectorT>
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class CountingVectorSizeCalculator : public CalculatorBase {
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public:
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static ::mediapipe::Status GetContract(CalculatorContract* cc) {
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// Check tag.
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RET_CHECK(cc->Inputs().HasTag("CLOCK"));
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cc->Inputs().Tag("CLOCK").SetAny();
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RET_CHECK(cc->Inputs().HasTag("VECTOR"));
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cc->Inputs().Tag("VECTOR").Set<VectorT>();
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RET_CHECK(cc->Outputs().HasTag("COUNT"));
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cc->Outputs().Tag("COUNT").Set<int>();
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return ::mediapipe::OkStatus();
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}
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::mediapipe::Status Process(CalculatorContext* cc) {
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std::unique_ptr<int> face_count;
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if (!cc->Inputs().Tag("VECTOR").IsEmpty()) {
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const auto& landmarks = cc->Inputs().Tag("VECTOR").Get<VectorT>();
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face_count = absl::make_unique<int>(landmarks.size());
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} else {
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face_count = absl::make_unique<int>(0);
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}
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cc->Outputs().Tag("COUNT").Add(face_count.release(), cc->InputTimestamp());
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return ::mediapipe::OkStatus();
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};
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};
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}
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#endif // MEDIAPIPE_CALCULATORS_UTIL_COUNTING_VECTOR_SIZE_CALCULATOR_H
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@ -41,6 +41,7 @@ cc_library(
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"//mediapipe/framework:calculator_framework",
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"//mediapipe/framework/formats:image_frame",
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"//mediapipe/framework/formats:image_frame_opencv",
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"//mediapipe/framework/formats:landmark_cc_proto",
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"//mediapipe/framework/port:commandlineflags",
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"//mediapipe/framework/port:file_helpers",
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"//mediapipe/framework/port:opencv_highgui",
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@ -18,6 +18,7 @@
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#include "mediapipe/framework/calculator_framework.h"
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#include "mediapipe/framework/formats/image_frame.h"
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#include "mediapipe/framework/formats/image_frame_opencv.h"
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#include "mediapipe/framework/formats/landmark.pb.h"
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#include "mediapipe/framework/port/commandlineflags.h"
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#include "mediapipe/framework/port/file_helpers.h"
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#include "mediapipe/framework/port/opencv_highgui_inc.h"
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@ -26,8 +27,11 @@
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#include "mediapipe/framework/port/parse_text_proto.h"
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#include "mediapipe/framework/port/status.h"
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constexpr char kInputStream[] = "input_video";
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constexpr char kOutputStream[] = "output_video";
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constexpr char kOutputImageStream[] = "output_video";
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constexpr char kOutputFaceCountStream[] = "face_count";
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constexpr char kOutputLandmarksStream[] = "multi_face_landmarks";
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constexpr char kWindowName[] = "MediaPipe";
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DEFINE_string(
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@ -76,12 +80,17 @@ DEFINE_string(output_video_path, "",
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}
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LOG(INFO) << "Start running the calculator graph.";
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ASSIGN_OR_RETURN(mediapipe::OutputStreamPoller poller,
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graph.AddOutputStreamPoller(kOutputStream));
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ASSIGN_OR_RETURN(mediapipe::OutputStreamPoller image_poller,
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graph.AddOutputStreamPoller(kOutputImageStream));
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ASSIGN_OR_RETURN(mediapipe::OutputStreamPoller face_count_poller,
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graph.AddOutputStreamPoller(kOutputFaceCountStream));
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ASSIGN_OR_RETURN(mediapipe::OutputStreamPoller landmarks_poller,
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graph.AddOutputStreamPoller(kOutputLandmarksStream));
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MP_RETURN_IF_ERROR(graph.StartRun({}));
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LOG(INFO) << "Start grabbing and processing frames.";
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bool grab_frames = true;
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int prev_face_count = -1;
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while (grab_frames) {
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// Capture opencv camera or video frame.
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cv::Mat camera_frame_raw;
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@ -108,9 +117,29 @@ DEFINE_string(output_video_path, "",
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.At(mediapipe::Timestamp(frame_timestamp_us))));
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// Get the graph result packet, or stop if that fails.
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mediapipe::Packet packet;
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if (!poller.Next(&packet)) break;
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auto& output_frame = packet.Get<mediapipe::ImageFrame>();
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mediapipe::Packet image_packet;
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if (!image_poller.Next(&image_packet)) break;
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auto& output_frame = image_packet.Get<mediapipe::ImageFrame>();
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mediapipe::Packet face_count_packet;
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if (!face_count_poller.Next(&face_count_packet)) break;
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auto& face_count = face_count_packet.Get<int>();
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if (face_count != prev_face_count) {
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LOG(INFO) << "Found face count : " << face_count;
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prev_face_count = face_count;
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if (face_count != 0) {
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mediapipe::Packet landmarks_packet;
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if (!landmarks_poller.Next(&landmarks_packet)) break;
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auto& landmarks = landmarks_packet.Get<std::vector<::mediapipe::NormalizedLandmarkList>>();
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LOG(INFO) << "Landmarks size : " << landmarks[0].landmark_size();
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// Do something with landmarks
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}
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}
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// Convert back to opencv for display or saving.
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cv::Mat output_frame_mat = mediapipe::formats::MatView(&output_frame);
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@ -8,6 +8,7 @@ output_stream: "output_video"
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# Collection of detected/processed faces, each represented as a list of
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# landmarks. (std::vector<NormalizedLandmarkList>)
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output_stream: "multi_face_landmarks"
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output_stream: "face_count"
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# Throttles the images flowing downstream for flow control. It passes through
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# the very first incoming image unaltered, and waits for downstream nodes
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@ -50,6 +51,7 @@ node {
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output_stream: "ROIS_FROM_LANDMARKS:face_rects_from_landmarks"
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output_stream: "DETECTIONS:face_detections"
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output_stream: "ROIS_FROM_DETECTIONS:face_rects_from_detections"
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output_stream: "FACE_COUNT_FROM_LANDMARKS:face_count"
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}
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# Subgraph that renders face-landmark annotation onto the input image.
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@ -75,6 +75,7 @@ mediapipe_simple_subgraph(
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"//mediapipe/calculators/util:association_norm_rect_calculator",
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"//mediapipe/calculators/util:collection_has_min_size_calculator",
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"//mediapipe/modules/face_detection:face_detection_front_cpu",
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"//mediapipe/calculators/util:counting_vector_size_calculator",
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],
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)
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@ -43,6 +43,8 @@ output_stream: "ROIS_FROM_LANDMARKS:face_rects_from_landmarks"
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# Regions of interest calculated based on face detections.
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# (std::vector<NormalizedRect>)
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output_stream: "ROIS_FROM_DETECTIONS:face_rects_from_detections"
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# (int)
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output_stream: "FACE_COUNT_FROM_LANDMARKS:face_count"
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# Determines if an input vector of NormalizedRect has a size greater than or
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# equal to the provided num_faces.
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output_stream: "ITERABLE:multi_face_landmarks"
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}
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node {
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calculator: "CountingNormalizedLandmarkListVectorSizeCalculator"
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input_stream: "CLOCK:image"
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input_stream: "VECTOR:multi_face_landmarks"
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output_stream: "COUNT:face_count"
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}
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# Collects a NormalizedRect for each face into a vector. Upon receiving the
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# BATCH_END timestamp, outputs the vector of NormalizedRect at the BATCH_END
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# timestamp.
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