198 lines
7.1 KiB
C++
198 lines
7.1 KiB
C++
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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 <memory>
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#include <string>
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#include <utility>
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#include <vector>
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#include "absl/memory/memory.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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#include "mediapipe/framework/port/ret_check.h"
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#include "mediapipe/framework/port/status.h"
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#include "mediapipe/framework/port/status_macros.h"
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#include "mediapipe/framework/port/statusor.h"
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#include "mediapipe/modules/face_geometry/geometry_pipeline_calculator.pb.h"
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#include "mediapipe/modules/face_geometry/libs/geometry_pipeline.h"
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#include "mediapipe/modules/face_geometry/libs/validation_utils.h"
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#include "mediapipe/modules/face_geometry/protos/environment.pb.h"
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#include "mediapipe/modules/face_geometry/protos/face_geometry.pb.h"
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#include "mediapipe/modules/face_geometry/protos/geometry_pipeline_metadata.pb.h"
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#include "mediapipe/util/resource_util.h"
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namespace mediapipe {
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namespace {
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static constexpr char kEnvironmentTag[] = "ENVIRONMENT";
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static constexpr char kImageSizeTag[] = "IMAGE_SIZE";
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static constexpr char kMultiFaceGeometryTag[] = "MULTI_FACE_GEOMETRY";
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static constexpr char kMultiFaceLandmarksTag[] = "MULTI_FACE_LANDMARKS";
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// A calculator that renders a visual effect for multiple faces.
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//
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// Inputs:
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// IMAGE_SIZE (`std::pair<int, int>`, required):
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// The size of the current frame. The first element of the pair is the frame
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// width; the other one is the frame height.
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//
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// The face landmarks should have been detected on a frame with the same
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// ratio. If used as-is, the resulting face geometry visualization should be
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// happening on a frame with the same ratio as well.
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//
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// MULTI_FACE_LANDMARKS (`std::vector<NormalizedLandmarkList>`, required):
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// A vector of face landmark lists.
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//
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// Input side packets:
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// ENVIRONMENT (`face_geometry::Environment`, required)
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// Describes an environment; includes the camera frame origin point location
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// as well as virtual camera parameters.
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//
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// Output:
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// MULTI_FACE_GEOMETRY (`std::vector<face_geometry::FaceGeometry>`, required):
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// A vector of face geometry data.
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//
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// Options:
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// metadata_path (`string`, optional):
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// Defines a path for the geometry pipeline metadata file.
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//
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// The geometry pipeline metadata file format must be the binary
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// `face_geometry.GeometryPipelineMetadata` proto.
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//
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class GeometryPipelineCalculator : public CalculatorBase {
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public:
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static absl::Status GetContract(CalculatorContract* cc) {
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cc->InputSidePackets()
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.Tag(kEnvironmentTag)
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.Set<face_geometry::Environment>();
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cc->Inputs().Tag(kImageSizeTag).Set<std::pair<int, int>>();
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cc->Inputs()
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.Tag(kMultiFaceLandmarksTag)
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.Set<std::vector<NormalizedLandmarkList>>();
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cc->Outputs()
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.Tag(kMultiFaceGeometryTag)
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.Set<std::vector<face_geometry::FaceGeometry>>();
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return absl::OkStatus();
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}
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absl::Status Open(CalculatorContext* cc) override {
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cc->SetOffset(mediapipe::TimestampDiff(0));
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const auto& options = cc->Options<FaceGeometryPipelineCalculatorOptions>();
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ASSIGN_OR_RETURN(
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face_geometry::GeometryPipelineMetadata metadata,
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ReadMetadataFromFile(options.metadata_path()),
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_ << "Failed to read the geometry pipeline metadata from file!");
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MP_RETURN_IF_ERROR(
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face_geometry::ValidateGeometryPipelineMetadata(metadata))
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<< "Invalid geometry pipeline metadata!";
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const face_geometry::Environment& environment =
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cc->InputSidePackets()
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.Tag(kEnvironmentTag)
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.Get<face_geometry::Environment>();
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MP_RETURN_IF_ERROR(face_geometry::ValidateEnvironment(environment))
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<< "Invalid environment!";
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ASSIGN_OR_RETURN(
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geometry_pipeline_,
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face_geometry::CreateGeometryPipeline(environment, metadata),
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_ << "Failed to create a geometry pipeline!");
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return absl::OkStatus();
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}
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absl::Status Process(CalculatorContext* cc) override {
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// Both the `IMAGE_SIZE` and the `MULTI_FACE_LANDMARKS` streams are required
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// to have a non-empty packet. In case this requirement is not met, there's
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// nothing to be processed at the current timestamp.
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if (cc->Inputs().Tag(kImageSizeTag).IsEmpty() ||
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cc->Inputs().Tag(kMultiFaceLandmarksTag).IsEmpty()) {
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return absl::OkStatus();
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}
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const auto& image_size =
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cc->Inputs().Tag(kImageSizeTag).Get<std::pair<int, int>>();
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const auto& multi_face_landmarks =
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cc->Inputs()
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.Tag(kMultiFaceLandmarksTag)
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.Get<std::vector<NormalizedLandmarkList>>();
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auto multi_face_geometry =
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absl::make_unique<std::vector<face_geometry::FaceGeometry>>();
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ASSIGN_OR_RETURN(
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*multi_face_geometry,
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geometry_pipeline_->EstimateFaceGeometry(
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multi_face_landmarks, //
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/*frame_width*/ image_size.first,
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/*frame_height*/ image_size.second),
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_ << "Failed to estimate face geometry for multiple faces!");
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cc->Outputs()
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.Tag(kMultiFaceGeometryTag)
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.AddPacket(mediapipe::Adopt<std::vector<face_geometry::FaceGeometry>>(
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multi_face_geometry.release())
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.At(cc->InputTimestamp()));
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return absl::OkStatus();
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}
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absl::Status Close(CalculatorContext* cc) override {
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return absl::OkStatus();
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}
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private:
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static absl::StatusOr<face_geometry::GeometryPipelineMetadata>
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ReadMetadataFromFile(const std::string& metadata_path) {
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ASSIGN_OR_RETURN(std::string metadata_blob,
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ReadContentBlobFromFile(metadata_path),
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_ << "Failed to read a metadata blob from file!");
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face_geometry::GeometryPipelineMetadata metadata;
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RET_CHECK(metadata.ParseFromString(metadata_blob))
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<< "Failed to parse a metadata proto from a binary blob!";
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return metadata;
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}
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static absl::StatusOr<std::string> ReadContentBlobFromFile(
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const std::string& unresolved_path) {
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ASSIGN_OR_RETURN(std::string resolved_path,
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mediapipe::PathToResourceAsFile(unresolved_path),
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_ << "Failed to resolve path! Path = " << unresolved_path);
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std::string content_blob;
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MP_RETURN_IF_ERROR(
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mediapipe::GetResourceContents(resolved_path, &content_blob))
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<< "Failed to read content blob! Resolved path = " << resolved_path;
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return content_blob;
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}
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std::unique_ptr<face_geometry::GeometryPipeline> geometry_pipeline_;
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};
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} // namespace
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using FaceGeometryPipelineCalculator = GeometryPipelineCalculator;
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REGISTER_CALCULATOR(FaceGeometryPipelineCalculator);
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} // namespace mediapipe
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