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Papers Benchmarks Datasets Tasks

Text-guided Video Editing research benchmarks · SOTA2 Research

Text-guided Video Editing

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MotionEcho (DiTFlow 4 steps)

0.97TC

6

Jul 9, 2026

31.068CLIP Score

6

Jul 7, 2026

TeaCache - slow

25.64VFID

6

Mar 26, 2026

24 videos (full)

0.801Text Alignment (CLIP)

5

Feb 26, 2026

Text-guided Video Editing Benchmark

0.595Warp Error

4

Mar 4, 2026

11 videos (test)

100Frame Accuracy

4

Feb 26, 2026

BalanceCC 50 video

0.007Short-term E_warp

4

Feb 26, 2026

85.2Quality

4

Feb 26, 2026

Ophthalmic Surgical Videos 19 phase-specific interventions (Clinical Evaluation)

61.4Anatomical Score

3

May 11, 2026

Video Editing 4s, 30 FPS, 512p x 384p (test)

13.8Latency (s)

3

Feb 26, 2026

WebVid-10M (val)

94.9Frame Consistency (CLIP Score)

2

Feb 26, 2026

Popular datasets

videos User Study WebVid Video Editing BalanceCC

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