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Models/TOT

TOT

Reported on 32 benchmarks across 2 tasks · 1 paper · 8 SOTA

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

Computer Vision32 results

Action LocalizationonIKEA ASM
JSD· 2021-05-27
80
best: 88.7 (ASOT)
SOTA
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action LocalizationonYoutube INRIA Instructional
Recall· 2021-05-27
31.4
best: 38.7 (HVQ)
SOTA
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action LocalizationonBreakfast
JSD· 2021-05-27
90.2
best: 94.9 (ASOT)
SOTA
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action LocalizationonBreakfast
Precision· 2021-05-27
37.7
SOTA
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action SegmentationonIKEA ASM
JSD· 2021-05-27
80
best: 88.7 (ASOT)
SOTA
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action SegmentationonYoutube INRIA Instructional
Recall· 2021-05-27
31.4
best: 38.7 (HVQ)
SOTA
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action SegmentationonBreakfast
JSD· 2021-05-27
90.2
best: 94.9 (ASOT)
SOTA
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action SegmentationonBreakfast
Precision· 2021-05-27
37.7
SOTA
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action LocalizationonIKEA ASM
Accuracy· 2021-05-27
21
best: 51.2 (HVQ)
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action LocalizationonIKEA ASM
F1· 2021-05-27
20.1
best: 30.7 (HVQ)
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action LocalizationonIKEA ASM
Precision· 2021-05-27
24.4
best: 37.7 (HVQ)
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action LocalizationonIKEA ASM
Recall· 2021-05-27
17.1
best: 25.9 (HVQ)
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action Localizationon50 Salads
Acc· 2021-05-27
40.6
best: 91.4 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action Localizationon50 Salads
F1· 2021-05-27
30
best: 32.9 (TOT+TCL)
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action LocalizationonYoutube INRIA Instructional
Acc· 2021-05-27
40.6
best: 62.4 (TSA (FINCH))
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action LocalizationonYoutube INRIA Instructional
F1· 2021-05-27
30
best: 55.3 (TSA (Kmeans))
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action LocalizationonYoutube INRIA Instructional
Precision· 2021-05-27
28.7
best: 47.6 (ASOT)
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action LocalizationonBreakfast
Acc· 2021-05-27
47.5
best: 78 (AdaFocus (newly extracted I3D-features, LT-Context model))
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action LocalizationonBreakfast
F1· 2021-05-27
31
best: 58 (TSA (Kmeans))
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action LocalizationonBreakfast
Recall· 2021-05-27
26.3
best: 44.9 (HVQ)
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action SegmentationonIKEA ASM
Accuracy· 2021-05-27
21
best: 51.2 (HVQ)
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action SegmentationonIKEA ASM
F1· 2021-05-27
20.1
best: 30.7 (HVQ)
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action SegmentationonIKEA ASM
Precision· 2021-05-27
24.4
best: 37.7 (HVQ)
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action SegmentationonIKEA ASM
Recall· 2021-05-27
17.1
best: 25.9 (HVQ)
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action Segmentationon50 Salads
Acc· 2021-05-27
40.6
best: 91.4 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action Segmentationon50 Salads
F1· 2021-05-27
30
best: 32.9 (TOT+TCL)
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action SegmentationonYoutube INRIA Instructional
Acc· 2021-05-27
40.6
best: 62.4 (TSA (FINCH))
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action SegmentationonYoutube INRIA Instructional
F1· 2021-05-27
30
best: 55.3 (TSA (Kmeans))
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action SegmentationonYoutube INRIA Instructional
Precision· 2021-05-27
28.7
best: 47.6 (ASOT)
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action SegmentationonBreakfast
Acc· 2021-05-27
47.5
best: 78 (AdaFocus (newly extracted I3D-features, LT-Context model))
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action SegmentationonBreakfast
F1· 2021-05-27
31
best: 58 (TSA (Kmeans))
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353
Action SegmentationonBreakfast
Recall· 2021-05-27
26.3
best: 44.9 (HVQ)
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering arXiv:2105.13353