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Papers Benchmarks Datasets Tasks

Video Quality Assessment research benchmarks – Page 5 · SOTA2 Research

Video Quality Assessment

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CompressedVQA HunyuanVideo

3.98Single-scale Score

6

Feb 26, 2026

Youtube-UGC 236-fewer-video (test)

0.415SROCC

6

Feb 26, 2026

LSVQ (stv-patch)

0.711SRCC

6

Feb 26, 2026

LSVQ (tv-patch)

0.701SRCC

6

Feb 26, 2026

0.737SRCC

6

Feb 26, 2026

0.632SROCC

6

Feb 26, 2026

Shorts HDR2SDR (test)

0.586SRCC

5

May 6, 2026

Shorts-SDR (test)

79.1SRCC

5

May 6, 2026

LIVE-YT-Gaming (test)

0.668SRCC

5

May 6, 2026

62.83Aesthetic Quality

5

Mar 20, 2026

ICME UGC-VQA Challenge 2021 (test)

0.955SRCC

5

Feb 26, 2026

Video Resolution 1080P

4FLOPs (G)

5

Feb 26, 2026

720P Video Resolution

4FLOPs (G)

5

Feb 26, 2026

Weighted Average (W.A.)

0.709SRCC

5

Feb 26, 2026

Compressed UGC VQA (val)

Proposed FR VQA model

0.917SROCC

5

Feb 26, 2026

Compressed UGC VQA ICME 2021 (val)

Proposed NR VQA model

0.935SROCC

5

Feb 26, 2026

LIVE VQC 100 splits

0.803SROCC

5

Feb 26, 2026

LIVE Mobile (100 splits)

0.825SROCC

5

Feb 26, 2026

98.65Motion Smoothness

4

Jun 11, 2026

0.801MOS SRCC

4

May 6, 2026

0.883SRCC

4

Apr 28, 2026

Video Quality Assessment Dataset

0.897PLCC

3

Feb 26, 2026

Teleoperation video sequences (overall)

Finetuned Model

4.94MAD

2

May 14, 2026

0.75PLCC

2

Feb 26, 2026

Page 5 of 5

Popular datasets

LSVQ KonVid LIVE VQC YouTube-UGC HDR-VDC

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