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Papers Benchmarks Datasets Tasks

Image-to-Video research benchmarks · SOTA2 Research

Image-to-Video

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

98.91Temporal Flickering

18

Mar 20, 2026

82.44Quality Overall Score

16

May 27, 2026

96.65TA

12

Jul 7, 2026

94.4Human Evaluation Score

11

Jun 4, 2026

82.8Overall Score

11

Jun 4, 2026

RE10K (held-out split)

26.3CLIP Score

9

Jun 26, 2026

Human World Bench (HWB)

71.9Human Evaluation Score

9

Jun 4, 2026

60.7RBench Score

8

Jun 4, 2026

FrescoArchive (test)

FrescoDiffusion

91Motion Score

8

Mar 19, 2026

Kling2.1+SPIRAL

55Aesthetic Quality

8

Mar 10, 2026

PAI-Bench VBench (test)

0Delta Vote (%)

8

Feb 26, 2026

PAI-Bench VideoAlign (test)

0∆-Vote (%)

8

Feb 26, 2026

Wan 14B, 81 Frames, 720p 2.2

81.6VBench

6

Jul 7, 2026

Koala-36M and RealEstate10K

312.13FVD

6

Jun 23, 2026

SafeWatch-Bench (test)

58Safety Rate

6

Jun 17, 2026

SafeSora (test)

77Safety Rate

6

Jun 17, 2026

HunyuanVideo 81 frames, 480p 1.5

2.06FLOPs (P)

6

May 13, 2026

SeedVideoBench 2.0 (overall)

3.35Motion Quality

6

Apr 16, 2026

0.879Average VBench Score

6

Mar 19, 2026

R-FrescoDiffusion

0.907Average VBench Score

6

Mar 19, 2026

VBench Wan 2.1 14B 720P (test)

100Density

5

May 4, 2026

Wan 14B 720P 2.1

98.96Temporal Smoothness

4

Jun 23, 2026

I2V Immunization Evaluation Set

86.7TA

4

Apr 14, 2026

68Latency (s)

4

Feb 26, 2026

Video Effects OOD (test)

24.79CLIP Score

3

Jun 15, 2026

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VBench Wan PAI-Bench FrescoArchive SVD

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