Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/UVAST

UVAST

Reported on 42 benchmarks across 2 tasks · 1 paper · 6 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision42 results

Action Localizationon50 Salads
Edit· 2022-09-01
83.9
best: 89.1 (Semantic2Graph)
SOTA
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action Localizationon50 Salads
F1@50%· 2022-09-01
81.7
best: 88.5 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
SOTA
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action LocalizationonGTEA
Edit· 2022-09-01
92.1
best: 93.5 (FACT)
SOTA
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action Segmentationon50 Salads
Edit· 2022-09-01
83.9
best: 89.1 (Semantic2Graph)
SOTA
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action Segmentationon50 Salads
F1@50%· 2022-09-01
81.7
best: 88.5 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
SOTA
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action SegmentationonGTEA
Edit· 2022-09-01
92.1
best: 93.5 (FACT)
SOTA
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action Localizationon50 Salads
Acc· 2022-09-01
87.4
best: 91.4 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action Localizationon50 Salads
F1@10%· 2022-09-01
89.1
best: 92.7 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action Localizationon50 Salads
F1@25%· 2022-09-01
87.6
best: 91.6 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action LocalizationonAssembly101
Edit· 2022-09-01
31.5
best: 35.3 (ASQuery)
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action LocalizationonAssembly101
F1@10%· 2022-09-01
32.1
best: 37.8 (ASQuery)
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action LocalizationonAssembly101
F1@25%· 2022-09-01
28.3
best: 35.6 (ASQuery)
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action LocalizationonAssembly101
F1@50%· 2022-09-01
20.8
best: 29.4 (ASQuery)
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action LocalizationonAssembly101
MoF· 2022-09-01
37.4
best: 41.2 (LTContext)
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action LocalizationonGTEA
Acc· 2022-09-01
80.2
best: 89.8 (Semantic2Graph)
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action LocalizationonGTEA
F1@10%· 2022-09-01
92.7
best: 96.1 (FACT)
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action LocalizationonGTEA
F1@25%· 2022-09-01
91.3
best: 95.6 (FACT)
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action LocalizationonGTEA
F1@50%· 2022-09-01
81
best: 91.3 (Semantic2Graph)
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action LocalizationonBreakfast
Acc· 2022-09-01
69.7
best: 78 (AdaFocus (newly extracted I3D-features, LT-Context model))
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action LocalizationonBreakfast
Average F1· 2022-09-01
68.8
best: 76.2 (AdaFocus (newly extracted I3D-features, LT-Context model))
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action LocalizationonBreakfast
Edit· 2022-09-01
77.1
best: 79.7 (FACT (efficient hybrid of convolution and transformer model))
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action LocalizationonBreakfast
F1@10%· 2022-09-01
76.9
best: 82.1 (AdaFocus (newly extracted I3D-features, LT-Context model))
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action LocalizationonBreakfast
F1@25%· 2022-09-01
71.5
best: 79 (AdaFocus (newly extracted I3D-features, LT-Context model))
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action LocalizationonBreakfast
F1@50%· 2022-09-01
58
best: 67.5 (AdaFocus (newly extracted I3D-features, LT-Context model))
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action Segmentationon50 Salads
Acc· 2022-09-01
87.4
best: 91.4 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action Segmentationon50 Salads
F1@10%· 2022-09-01
89.1
best: 92.7 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action Segmentationon50 Salads
F1@25%· 2022-09-01
87.6
best: 91.6 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action SegmentationonAssembly101
Edit· 2022-09-01
31.5
best: 35.3 (ASQuery)
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action SegmentationonAssembly101
F1@10%· 2022-09-01
32.1
best: 37.8 (ASQuery)
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action SegmentationonAssembly101
F1@25%· 2022-09-01
28.3
best: 35.6 (ASQuery)
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action SegmentationonAssembly101
F1@50%· 2022-09-01
20.8
best: 29.4 (ASQuery)
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action SegmentationonAssembly101
MoF· 2022-09-01
37.4
best: 41.2 (LTContext)
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action SegmentationonGTEA
Acc· 2022-09-01
80.2
best: 89.8 (Semantic2Graph)
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action SegmentationonGTEA
F1@10%· 2022-09-01
92.7
best: 96.1 (FACT)
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action SegmentationonGTEA
F1@25%· 2022-09-01
91.3
best: 95.6 (FACT)
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action SegmentationonGTEA
F1@50%· 2022-09-01
81
best: 91.3 (Semantic2Graph)
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action SegmentationonBreakfast
Acc· 2022-09-01
69.7
best: 78 (AdaFocus (newly extracted I3D-features, LT-Context model))
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action SegmentationonBreakfast
Average F1· 2022-09-01
68.8
best: 76.2 (AdaFocus (newly extracted I3D-features, LT-Context model))
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action SegmentationonBreakfast
Edit· 2022-09-01
77.1
best: 79.7 (FACT (efficient hybrid of convolution and transformer model))
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action SegmentationonBreakfast
F1@10%· 2022-09-01
76.9
best: 82.1 (AdaFocus (newly extracted I3D-features, LT-Context model))
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action SegmentationonBreakfast
F1@25%· 2022-09-01
71.5
best: 79 (AdaFocus (newly extracted I3D-features, LT-Context model))
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638
Action SegmentationonBreakfast
F1@50%· 2022-09-01
58
best: 67.5 (AdaFocus (newly extracted I3D-features, LT-Context model))
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation arXiv:2209.00638