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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 176–200 of 216 papers

Title	Date	Tasks	Status	Hype
Critical analysis on the reproducibility of visual quality assessment using deep features	Sep 10, 2020	Image Quality AssessmentVideo Quality Assessment	CodeCode Available	0
No-Reference Video Quality Assessment Using Space-Time Chips	Aug 23, 2020	Video Quality AssessmentVisual Question Answering (VQA)	CodeCode Available	0
Capturing Video Frame Rate Variations via Entropic Differencing	Jun 19, 2020	Video Quality Assessment	—Unverified	0
UGC-VQA: Benchmarking Blind Video Quality Assessment for User Generated Content	May 29, 2020	Benchmarkingfeature selection	CodeCode Available	1
Perceptual Quality Assessment of Omnidirectional Images as Moving Camera Videos	May 21, 2020	Video Quality Assessment	CodeCode Available	1
Comment on "No-Reference Video Quality Assessment Based on the Temporal Pooling of Deep Features"	May 9, 2020	Video Quality Assessment	—Unverified	0
Image Quality Assessment: Unifying Structure and Texture Similarity	Apr 16, 2020	Image Quality AssessmentRetrieval	CodeCode Available	1
Active Sampling for Pairwise Comparisons via Approximate Message Passing and Information Gain Maximization	Apr 12, 2020	GPUVideo Quality Assessment	CodeCode Available	1
A Comparative Evaluation of Temporal Pooling Methods for Blind Video Quality Assessment	Feb 25, 2020	Video Quality AssessmentVisual Question Answering (VQA)	—Unverified	0
From Patches to Pictures (PaQ-2-PiQ): Mapping the Perceptual Space of Picture Quality	Dec 20, 2019	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	0
KonVid-150k: A Dataset for No-Reference Video Quality Assessment of Videos in-the-Wild	Dec 17, 2019	Transfer LearningVideo Quality Assessment	—Unverified	0
C3DVQA: Full-Reference Video Quality Assessment with 3D Convolutional Neural Network	Oct 30, 2019	Video Quality AssessmentVisual Question Answering (VQA)	—Unverified	0
KonIQ-10k: An ecologically valid database for deep learning of blind image quality assessment	Oct 14, 2019	DiversityImage Quality Assessment	CodeCode Available	1
Test-Time Training with Self-Supervision for Generalization under Distribution Shifts	Sep 29, 2019	Building change detection for remote sensing imagesCARLA MAP Leaderboard	CodeCode Available	0
Quality Assessment of In-the-Wild Videos	Aug 1, 2019	image-classificationImage Classification	CodeCode Available	0
Barriers towards no-reference metrics application to compressed video quality analysis: on the example of no-reference metric NIQE	Jul 8, 2019	Video Quality Assessment	—Unverified	0
Two-Level Approach for No-Reference Consumer Video Quality Assessment	Jun 20, 2019	Video Quality AssessmentVisual Question Answering (VQA)	CodeCode Available	0
Viewport Proposal CNN for 360deg Video Quality Assessment	Jun 1, 2019	Saliency PredictionVideo Quality Assessment	CodeCode Available	0
PEA265: Perceptual Assessment of Video Compression Artifacts	Mar 1, 2019	BlockingMotion Estimation	—Unverified	0
Power of Tempospatially Unified Spectral Density for Perceptual Video Quality Assessment	Dec 12, 2018	Video Quality Assessment	CodeCode Available	0
UNIQUE: Unsupervised Image Quality Estimation	Oct 15, 2018	DecoderImage Quality Assessment	CodeCode Available	0
Prediction of the Influence of Navigation Scan-path on Perceived Quality of Free-Viewpoint Videos	Oct 10, 2018	BenchmarkingVideo Quality Assessment	—Unverified	0
Convolutional Neural Networks for Video Quality Assessment	Sep 26, 2018	Video Quality AssessmentVisual Question Answering (VQA)	—Unverified	0
The 2018 PIRM Challenge on Perceptual Image Super-resolution	Sep 20, 2018	Image RestorationImage Super-Resolution	CodeCode Available	1
Deep Video Quality Assessor: From Spatio-temporal Visual Sensitivity to A Convolutional Neural Aggregation Network	Sep 1, 2018	SensitivityVideo Quality Assessment	—Unverified	0

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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 (v061)	SRCC	0.94	—	Unverified
2	VMAF Y (v062)	SRCC	0.94	—	Unverified
3	VMAF Y (v063)	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