| /* | |
| * Copyright 2024 The WebRTC project authors. All rights reserved. | |
| * | |
| * Use of this source code is governed by a BSD-style license | |
| * that can be found in the LICENSE file in the root of the source | |
| * tree. An additional intellectual property rights grant can be found | |
| * in the file PATENTS. All contributing project authors may | |
| * be found in the AUTHORS file in the root of the source tree. | |
| */ | |
| #ifndef VIDEO_CORRUPTION_DETECTION_CORRUPTION_CLASSIFIER_H_ | |
| #define VIDEO_CORRUPTION_DETECTION_CORRUPTION_CLASSIFIER_H_ | |
| #include <span> | |
| #include <variant> | |
| #include "video/corruption_detection/halton_frame_sampler.h" | |
| namespace webrtc { | |
| // Based on the given filtered samples to `CalculateCorruptionProbability` this | |
| // class calculates a probability to indicate whether the frame is corrupted. | |
| // The classification is done either by scaling the loss to the interval of [0, | |
| // 1] using a simple `scale_factor` or by applying a logistic function to the | |
| // loss. The logistic function is constructed based on `growth_rate` and | |
| // `midpoint`, to the score between the original and the compressed frames' | |
| // samples. This score is calculated using `GetScore`. | |
| // | |
| // TODO: bugs.webrtc.org/358039777 - Remove one of the constructors based on | |
| // which mapping function works best in practice. | |
| class CorruptionClassifier { | |
| public: | |
| // Calculates the corruption probability using a simple scale factor. | |
| explicit CorruptionClassifier(float scale_factor); | |
| // Calculates the corruption probability using a logistic function. | |
| CorruptionClassifier(float growth_rate, float midpoint); | |
| ~CorruptionClassifier() = default; | |
| // This function calculates and returns the probability (in the interval [0, | |
| // 1] that a frame is corrupted. The probability is determined either by | |
| // scaling the loss to the interval of [0, 1] using a simple `scale_factor` | |
| // or by applying a logistic function to the loss. The method is chosen | |
| // depending on the used constructor. | |
| double CalculateCorruptionProbability( | |
| std::span<const FilteredSample> filtered_original_samples, | |
| std::span<const FilteredSample> filtered_compressed_samples, | |
| int luma_threshold, | |
| int chroma_threshold) const; | |
| private: | |
| struct ScalarConfig { | |
| float scale_factor; | |
| }; | |
| // Logistic function parameters. See | |
| // https://en.wikipedia.org/wiki/Logistic_function. | |
| struct LogisticFunctionConfig { | |
| float growth_rate; | |
| float midpoint; | |
| }; | |
| // Returns the non-normalized score between the original and the compressed | |
| // frames' samples. | |
| double GetScore(std::span<const FilteredSample> filtered_original_samples, | |
| std::span<const FilteredSample> filtered_compressed_samples, | |
| int luma_threshold, | |
| int chroma_threshold) const; | |
| const std::variant<ScalarConfig, LogisticFunctionConfig> config_; | |
| }; | |
| } // namespace webrtc | |
| #endif // VIDEO_CORRUPTION_DETECTION_CORRUPTION_CLASSIFIER_H_ |