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Models/TSM

TSM

Reported on 43 benchmarks across 8 tasks · 2 papers · 16 SOTA

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

Computer Vision22 results

VideoonAssembly101
Actions Top-1· 2018-11-20
35.27
best: 41.06 (HandFormer-B/21)
SOTA
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383
VideoonAssembly101
Object Top-1· 2018-11-20
47.45
best: 51.17 (HandFormer-B/21)
SOTA
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383
Temporal Action LocalizationonAssembly101
Actions Top-1· 2018-11-20
35.27
best: 41.06 (HandFormer-B/21)
SOTA
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383
Temporal Action LocalizationonAssembly101
Object Top-1· 2018-11-20
47.45
best: 51.17 (HandFormer-B/21)
SOTA
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383
Action LocalizationonAssembly101
Actions Top-1· 2018-11-20
35.27
best: 41.06 (HandFormer-B/21)
SOTA
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383
Action LocalizationonAssembly101
Object Top-1· 2018-11-20
47.45
best: 51.17 (HandFormer-B/21)
SOTA
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383
VideoonAssembly101
Verbs Top-1· 2018-11-20
58.27
best: 69.23 (HandFormer-B/21)
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383
VideoonKinetics-400
Acc@1· 2018-11-20
74.7
best: 93.6 (OmniVec2)
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383
Temporal Action LocalizationonAssembly101
Verbs Top-1· 2018-11-20
58.27
best: 69.23 (HandFormer-B/21)
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383
Action LocalizationonAssembly101
Verbs Top-1· 2018-11-20
58.27
best: 69.23 (HandFormer-B/21)
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383
VideoonTHUMOS 2014
mAP@0.5
24.5
best: 52.2 (HR-Pro)
VideoonActivityNet-1.3
mAP@0.5
30.3
best: 45.1 (PivoTAL)
VideoonActivityNet-1.2
mAP@0.5
28.3
best: 49.6 (AICL)
Temporal Action LocalizationonTHUMOS 2014
mAP@0.5
24.5
best: 52.2 (HR-Pro)
Temporal Action LocalizationonActivityNet-1.3
mAP@0.5
30.3
best: 45.1 (PivoTAL)
Temporal Action LocalizationonActivityNet-1.2
mAP@0.5
28.3
best: 49.6 (AICL)
Action LocalizationonTHUMOS 2014
mAP@0.5
24.5
best: 52.2 (HR-Pro)
Action LocalizationonActivityNet-1.3
mAP@0.5
30.3
best: 45.1 (PivoTAL)
Action LocalizationonActivityNet-1.2
mAP@0.5
28.3
best: 49.6 (AICL)
Weakly Supervised Action LocalizationonTHUMOS 2014
mAP@0.5
24.5
best: 52.2 (HR-Pro)
Weakly Supervised Action LocalizationonActivityNet-1.3
mAP@0.5
30.3
best: 45.1 (PivoTAL)
Weakly Supervised Action LocalizationonActivityNet-1.2
mAP@0.5
28.3
best: 49.6 (AICL)

Robots6 results

Activity RecognitiononEPIC-KITCHENS-100
Action@1· 2020-06-23
37.39
best: 58.3 (LLaVAction)
SOTA
Rescaling Egocentric Vision arXiv:2006.13256
Activity RecognitiononAssembly101
Actions Top-1· 2018-11-20
35.27
best: 41.06 (HandFormer-B/21)
SOTA
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383
Activity RecognitiononAssembly101
Object Top-1· 2018-11-20
47.45
best: 51.17 (HandFormer-B/21)
SOTA
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383
Activity RecognitiononSomething-Something V1
Top 1 Accuracy· 2018-11-20
47.2
best: 70 (InternVideo)
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383
Activity RecognitiononSomething-Something V1
Top 5 Accuracy· 2018-11-20
77.1
best: 91.9 (VideoMAE V2-g)
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383
Activity RecognitiononAssembly101
Verbs Top-1· 2018-11-20
58.27
best: 69.23 (HandFormer-B/21)
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383

Time Series6 results

Action RecognitiononEPIC-KITCHENS-100
Action@1· 2020-06-23
37.39
best: 58.3 (LLaVAction)
SOTA
Rescaling Egocentric Vision arXiv:2006.13256
Action RecognitiononAssembly101
Actions Top-1· 2018-11-20
35.27
best: 41.06 (HandFormer-B/21)
SOTA
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383
Action RecognitiononAssembly101
Object Top-1· 2018-11-20
47.45
best: 51.17 (HandFormer-B/21)
SOTA
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383
Action RecognitiononSomething-Something V1
Top 1 Accuracy· 2018-11-20
47.2
best: 70 (InternVideo)
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383
Action RecognitiononSomething-Something V1
Top 5 Accuracy· 2018-11-20
77.1
best: 91.9 (VideoMAE V2-g)
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383
Action RecognitiononAssembly101
Verbs Top-1· 2018-11-20
58.27
best: 69.23 (HandFormer-B/21)
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383

Methodology6 results

Zero-Shot LearningonAssembly101
Actions Top-1· 2018-11-20
35.27
best: 41.06 (HandFormer-B/21)
SOTA
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383
Zero-Shot LearningonAssembly101
Object Top-1· 2018-11-20
47.45
best: 51.17 (HandFormer-B/21)
SOTA
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383
Zero-Shot LearningonAssembly101
Verbs Top-1· 2018-11-20
58.27
best: 69.23 (HandFormer-B/21)
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383
Zero-Shot LearningonTHUMOS 2014
mAP@0.5
24.5
best: 52.2 (HR-Pro)
Zero-Shot LearningonActivityNet-1.3
mAP@0.5
30.3
best: 45.1 (PivoTAL)
Zero-Shot LearningonActivityNet-1.2
mAP@0.5
28.3
best: 49.6 (AICL)

Natural Language Processing3 results

3D Action RecognitiononAssembly101
Actions Top-1· 2018-11-20
35.27
best: 41.06 (HandFormer-B/21)
SOTA
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383
3D Action RecognitiononAssembly101
Object Top-1· 2018-11-20
47.45
best: 51.17 (HandFormer-B/21)
SOTA
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383
3D Action RecognitiononAssembly101
Verbs Top-1· 2018-11-20
58.27
best: 69.23 (HandFormer-B/21)
TSM: Temporal Shift Module for Efficient Video Understanding arXiv:1811.08383