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ResearchFormerly WizWand

Video segmentation

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

SAM2-Base+ (Reference)

88.61J&F Score

53

Jun 23, 2026

96.7S_alpha

12

Jul 1, 2026

INRIA Instructional Videos

69.2F1 Score

10

Feb 26, 2026

MoRiBo Human-in-the-Wild track

51.5Overlap Precision

7

Mar 10, 2026

MoRiBo Robotic Manipulation track

69.5Overlap Precision (P)

7

Mar 10, 2026

YTSeg 10–<30 min duration (test)

51.4F1 Score

5

Feb 26, 2026

YTSeg <10 min duration (test)

50.01F1 Score

5

Feb 26, 2026

FLARE 2022 (test)

97.65Liver

5

Feb 26, 2026

Real-world video dataset Full Sequence iPhone 13 and Canon camera collection

∆YNAMICS + Motion Reasoning + CMA-ES

65Segmentation Map IoU

4

May 21, 2026

Real-world video dataset First Frame iPhone 13 and Canon camera collection

∆YNAMICS + Motion Reasoning + Best@32

72Segmentation Map IoU

4

May 21, 2026

YTSeg 30–<60 min duration (test)

21.89F1 Score

4

Feb 26, 2026

140 Gestalt videos

94Accuracy

3

Apr 27, 2026

YTSeg ≥60 min duration (test)

15.17F1 Score

3

Feb 26, 2026

UniBench Dataset

68.82mIoU

3

Feb 26, 2026