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Video Object Insertion research benchmarks · SOTA2 Research

Video Object Insertion

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Video Object Insertion (test)

Smart-Insertion-V

1.055FVD

9

May 25, 2026

0.686CLIP-I

6

Mar 9, 2026

DAVIS and synthetic sequences

36.26PSNR

5

May 25, 2026

0.794CLIP-I

4

Mar 9, 2026

0.763CLIP-I

3

Mar 9, 2026

VOIBench (test)

79.09Object Realism

3

Feb 26, 2026

94.29Background Consistency

3

Feb 26, 2026

0.812CLIP-I

3

Feb 26, 2026

Popular datasets

VOIBench DAVIS VBench UNIC FlexInsert

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