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Video Quality Enhancement

Benchmarks

Dataset Name	SOTA Method	Metric
HEVC sequences (test)	MFQE	Delta PSNR (dB)0.7716	72	5mo ago
VVC sequences (test)	Fine-Grained Degradation-Guided Sequential Inference	Delta PSNR0.91	69	17d ago
Vimeo-90K	Ours	Delta PSNR1.78	15	17d ago
VVC	Fine-Grained Degradation-Guided Sequential Inference	∆PSNR0.57	15	17d ago
HEVC	Fine-Grained Degradation-Guided Sequential Inference	Delta PSNR1	15	17d ago
HEVC QP42 (overall)	Fine-Grained Degradation-Guided Sequential Inference	PSNR Improvement0.98	8	17d ago
HEVC QP37 (overall)	Fine-Grained Degradation-Guided Sequential Inference	ΔPSNR1.03	8	17d ago
HEVC QP32 (overall)		Delta PSNR1.01	8	17d ago
HEVC QP27 (overall)		Delta PSNR0.97	8	17d ago
HEVC QP22 (overall)		Delta PSNR0.87	8	17d ago
HEVC test sequences 240p (Class D)	RFDA	FPS59.69	8	5mo ago
HEVC QP 22 (test)	MFQE 2.0	Delta PSNR (dB)0.458	7	5mo ago
HEVC QP 27 (test)	MFQE 2.0	ΔPSNR (dB)0.486	7	5mo ago
HEVC QP 32 (test)	MFQE 2.0	Delta PSNR (dB)0.516	7	5mo ago
HEVC sequences QP 42 (test)	MFQE 2.0	Delta PSNR (dB)0.589	7	5mo ago
HEVC Sequences QP 37 (test)	MFQE 2.0	Delta PSNR (dB)0.562	7	5mo ago
HEVC five seen QPs	Fine-Grained Degradation-Guided Sequential Inference	PSNR0.91	4	17d ago
HEVC Class E 1280×720 (test)	Ours	TFLOPs1.45	3	17d ago
HEVC Class D 416×240 (test)	Ours	TFLOPs0.15	3	17d ago
HEVC Class C 832×480 (test)	Ours	TFLOPs0.62	3	17d ago
HEVC Class B 1920×1080 (test)	Ours	TFLOPs3.21	3	17d ago
HEVC Class A 2560×1600 (test)	Ours	TFLOPs6.43	3	17d ago
HEVC Class C 480p (test)	MF-CNN (MFQE 2.0)	FPS8.35	3	5mo ago
HEVC 720p Class E (test)	MF-CNN (MFQE 2.0)	FPS3.66	3	5mo ago
HEVC 1080p Class B (test)	MF-CNN (MFQE 2.0)	FPS1.61	3	5mo ago

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