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Papers Benchmarks Datasets Tasks

Action Segmentation research benchmarks – Page 3 · SOTA2 Research

Action Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

50 Salads higher granularity

76.5F1 Score @ IoU=10%

5

Feb 27, 2026

Assembly101 (test)

33.9F1@10

5

Feb 26, 2026

MPII Cooking 2 (test)

20Midpoint Hit

5

Feb 26, 2026

54.7Mof

5

Feb 26, 2026

ALOHA Robot (test)

28.93Edit Distance

4

Jun 9, 2026

Hollywood Extended 1 (test)

33.6F-Score Accuracy

4

Feb 26, 2026

J-HMDB (average over three splits)

end-to-end encoder-decoder style 3D CNN

68.1mIoU

3

Feb 26, 2026

0.133Accuracy

2

Feb 26, 2026

DARai Fine-grained

20.79Accuracy

2

Feb 26, 2026

33.32Accuracy

2

Feb 26, 2026

Microanastomosis videos (test)

Proposed Unsupervised Clustering Method

92.4Accuracy

1

Feb 26, 2026

50 Salads higher granularity (cross-validation 5 splits)

—

—F1 Score @ IoU=0.10

0

Feb 26, 2026

MERL Shopping (test)

—

—mAP

0

Feb 26, 2026

Page 3 of 3

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Breakfast GTEA 50 Salads 50Salads COIN

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