Video Quality Assessment

Video Quality Assessment is a computer vision task aiming to mimic video-based human subjective perception. The goal is to produce a mos score, where higher score indicates better perceptual quality. Some well-known benchmarks for this task are KoNViD-1k, LIVE-VQC, YouTube-UGC and LSVQ. SROCC/PLCC/RMSE are usually used to evaluate the performance of different models.

Papers

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Showing 21–30 of 216 papers

Title	Date	Tasks	Status	Hype	Score
Exploring Opinion-unaware Video Quality Assessment with Semantic Affinity Criterion	Feb 26, 2023	Video Quality AssessmentVisual Question Answering (VQA)	CodeCode Available	1	5
Deep Learning based Full-reference and No-reference Quality Assessment Models for Compressed UGC Videos	Jun 2, 2021	regressionVideo Quality Assessment	CodeCode Available	1	5
AIGV-Assessor: Benchmarking and Evaluating the Perceptual Quality of Text-to-Video Generation with LMM	Nov 26, 2024	BenchmarkingText-to-Video Generation	CodeCode Available	1	5
Image Quality Assessment: Unifying Structure and Texture Similarity	Apr 16, 2020	Image Quality AssessmentRetrieval	CodeCode Available	1	5
Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion Perception	Aug 19, 2021	Action RecognitionImage Quality Assessment	CodeCode Available	1	5
AIM 2024 Challenge on Compressed Video Quality Assessment: Methods and Results	Aug 21, 2024	Image Manipulationvalid	CodeCode Available	1	5
FAVER: Blind Quality Prediction of Variable Frame Rate Videos	Jan 5, 2022	Cloud ComputingVideo Quality Assessment	CodeCode Available	1	5
CONVIQT: Contrastive Video Quality Estimator	Jun 29, 2022	Self-Supervised LearningVideo Quality Assessment	CodeCode Available	1	5
AMD-Hummingbird: Towards an Efficient Text-to-Video Model	Mar 24, 2025	Computational EfficiencyVideo Generation	CodeCode Available	1	5
Active Sampling for Pairwise Comparisons via Approximate Message Passing and Information Gain Maximization	Apr 12, 2020	GPUVideo Quality Assessment	CodeCode Available	1	5

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All datasets MSU SR-QA Dataset KoNViD-1k MSU NR VQA Database LIVE-VQC MSU FR VQA Database YouTube-UGC LIVE-FB LSVQ LIVE-ETRI LIVE Livestream LIVE-YT-HFR

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	PieAPP	SROCC	0.75	—	Unverified
2	Q-Align (IQA)	SROCC	0.75	—	Unverified
3	Q-Align (VQA)	SROCC	0.72	—	Unverified
4	PaQ-2-PiQ	SROCC	0.71	—	Unverified
5	DBCNN	SROCC	0.69	—	Unverified
6	MUSIQ trained on PaQ-2-PiQ	SROCC	0.68	—	Unverified
7	Ma-Metric	SROCC	0.67	—	Unverified
8	MANIQA	SROCC	0.67	—	Unverified
9	ClipIQA+ ResNet50	SROCC	0.66	—	Unverified
10	MUSIQ trained on SPAQ	SROCC	0.65	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DOVER (end-to-end)	PLCC	0.91	—	Unverified
2	FasterVQA (fine-tuned)	PLCC	0.9	—	Unverified
3	DOVER (head-only)	PLCC	0.89	—	Unverified
4	FAST-VQA (finetuned on KonViD-1k)	PLCC	0.89	—	Unverified
5	ReLaX-VQA (finetuned on KoNViD-1k)	PLCC	0.87	—	Unverified
6	SimpleVQA	PLCC	0.86	—	Unverified
7	DisCoVQA	PLCC	0.86	—	Unverified
8	HVS-5M	PLCC	0.86	—	Unverified
9	FAST-VQA (trained on LSVQ only)	PLCC	0.86	—	Unverified
10	CONVIQT	PLCC	0.85	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MDTVSFA	SRCC	0.93	—	Unverified
2	DBCNN	SRCC	0.92	—	Unverified
3	UNIQUE	SRCC	0.91	—	Unverified
4	LI	SRCC	0.91	—	Unverified
5	LINEARITY	SRCC	0.91	—	Unverified
6	VSFA	SRCC	0.9	—	Unverified
7	MUSIQ	SRCC	0.9	—	Unverified
8	DOVER	SRCC	0.89	—	Unverified
9	SPAQ MT-S	SRCC	0.88	—	Unverified
10	SPAQ BL	SRCC	0.88	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ReLaX-VQA (finetuned on LIVE-VQC)	PLCC	0.89	—	Unverified
2	DOVER (end-to-end)	PLCC	0.87	—	Unverified
3	DOVER (head-only)	PLCC	0.86	—	Unverified
4	FAST-VQA (finetuned on LIVE-VQC)	PLCC	0.86	—	Unverified
5	FasterVQA (fine-tuned)	PLCC	0.86	—	Unverified
6	FAST-VQA (trained on LSVQ only)	PLCC	0.84	—	Unverified
7	DisCoVQA	PLCC	0.84	—	Unverified
8	HVS-5M	PLCC	0.84	—	Unverified
9	BVQA-2022	PLCC	0.84	—	Unverified
10	2BiVQA	PLCC	0.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	VMAF Y (v063)	SRCC	0.94	—	Unverified
2	VMAF Y (v061)	SRCC	0.94	—	Unverified
3	VMAF Y (v062)	SRCC	0.94	—	Unverified
4	AHIQ	SRCC	0.94	—	Unverified
5	VMAF Y (v061_neg)	SRCC	0.91	—	Unverified
6	VIFp	SRCC	0.91	—	Unverified
7	VSI	SRCC	0.91	—	Unverified
8	MS-SSIM	SRCC	0.9	—	Unverified
9	SR-SIM	SRCC	0.9	—	Unverified
10	FSIM	SRCC	0.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DOVER (end-to-end)	PLCC	0.87	—	Unverified
2	ReLaX-VQA (finetuned on YouTube-UGC)	PLCC	0.87	—	Unverified
3	DOVER (head-only)	PLCC	0.86	—	Unverified
4	FasterVQA (fine-tuned)	PLCC	0.86	—	Unverified
5	SimpleVQA	PLCC	0.86	—	Unverified
6	FAST-VQA (finetuned on YouTube-UGC)	PLCC	0.85	—	Unverified
7	HVS-5M	PLCC	0.85	—	Unverified
8	ReLaX-VQA (trained on LSVQ only)	PLCC	0.84	—	Unverified
9	CONVIQT	PLCC	0.82	—	Unverified
10	ReLaX-VQA	PLCC	0.82	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneAlign + FAST-VQA	PLCC	0.9	—	Unverified
2	DOVER	PLCC	0.89	—	Unverified
3	OneAlign	PLCC	0.89	—	Unverified
4	FAST-VQA	PLCC	0.88	—	Unverified
5	FasterVQA	PLCC	0.87	—	Unverified
6	HVS-5M	PLCC	0.87	—	Unverified
7	SimpleVQA	PLCC	0.86	—	Unverified
8	BVQA-2022	PLCC	0.85	—	Unverified
9	DisCoVQA	PLCC	0.85	—	Unverified
10	PVQ	PLCC	0.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CONVIQT	SRCC	0.94	—	Unverified
2	CONTRIQUE	SRCC	0.93	—	Unverified
3	ChipQA	SRCC	0.63	—	Unverified
4	VBLIINDS	SRCC	0.48	—	Unverified
5	ChipQA-0	SRCC	0.4	—	Unverified
6	BRISQUE	SRCC	0.27	—	Unverified
7	TLVQM	SRCC	0.23	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ChipQA	SRCC	0.76	—	Unverified
2	ChipQA-0	SRCC	0.75	—	Unverified
3	TLVQM	SRCC	0.75	—	Unverified
4	RAPIQUE	SRCC	0.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ST-GREED	SRCC	0.88	—	Unverified
2	GREED-VMAF	SRCC	0.87	—	Unverified
3	GSTI	SRCC	0.81	—	Unverified