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Models/TDSM

TDSM

Reported on 49 benchmarks across 7 tasks · 1 paper · 49 SOTA

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

Computer Vision21 results

VideoonNTU RGB+D 120
Accuracy (10 unseen classes)· 2024-11-16
74.15
best: 79.99 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
VideoonNTU RGB+D 120
Accuracy (24 unseen classes)· 2024-11-16
65.06
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
VideoonNTU RGB+D 120
Random Split Accuracy· 2024-11-16
69.47
best: 71.38 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
VideoonPKU-MMD
Random Split Accuracy· 2024-11-16
70.76
best: 87.8 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
VideoonNTU RGB+D
Accuracy (12 unseen classes)· 2024-11-16
56.03
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
VideoonNTU RGB+D
Accuracy (5 unseen classes)· 2024-11-16
86.49
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
VideoonNTU RGB+D
Random Split Accuracy· 2024-11-16
88.88
best: 93.17 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Temporal Action LocalizationonNTU RGB+D 120
Accuracy (10 unseen classes)· 2024-11-16
74.15
best: 79.99 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Temporal Action LocalizationonNTU RGB+D 120
Accuracy (24 unseen classes)· 2024-11-16
65.06
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Temporal Action LocalizationonNTU RGB+D 120
Random Split Accuracy· 2024-11-16
69.47
best: 71.38 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Temporal Action LocalizationonPKU-MMD
Random Split Accuracy· 2024-11-16
70.76
best: 87.8 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Temporal Action LocalizationonNTU RGB+D
Accuracy (12 unseen classes)· 2024-11-16
56.03
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Temporal Action LocalizationonNTU RGB+D
Accuracy (5 unseen classes)· 2024-11-16
86.49
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Temporal Action LocalizationonNTU RGB+D
Random Split Accuracy· 2024-11-16
88.88
best: 93.17 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Action LocalizationonNTU RGB+D 120
Accuracy (10 unseen classes)· 2024-11-16
74.15
best: 79.99 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Action LocalizationonNTU RGB+D 120
Accuracy (24 unseen classes)· 2024-11-16
65.06
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Action LocalizationonNTU RGB+D 120
Random Split Accuracy· 2024-11-16
69.47
best: 71.38 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Action LocalizationonPKU-MMD
Random Split Accuracy· 2024-11-16
70.76
best: 87.8 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Action LocalizationonNTU RGB+D
Accuracy (12 unseen classes)· 2024-11-16
56.03
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Action LocalizationonNTU RGB+D
Accuracy (5 unseen classes)· 2024-11-16
86.49
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Action LocalizationonNTU RGB+D
Random Split Accuracy· 2024-11-16
88.88
best: 93.17 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745

Methodology7 results

Zero-Shot LearningonNTU RGB+D 120
Accuracy (10 unseen classes)· 2024-11-16
74.15
best: 79.99 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Zero-Shot LearningonNTU RGB+D 120
Accuracy (24 unseen classes)· 2024-11-16
65.06
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Zero-Shot LearningonNTU RGB+D 120
Random Split Accuracy· 2024-11-16
69.47
best: 71.38 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Zero-Shot LearningonPKU-MMD
Random Split Accuracy· 2024-11-16
70.76
best: 87.8 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Zero-Shot LearningonNTU RGB+D
Accuracy (12 unseen classes)· 2024-11-16
56.03
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Zero-Shot LearningonNTU RGB+D
Accuracy (5 unseen classes)· 2024-11-16
86.49
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Zero-Shot LearningonNTU RGB+D
Random Split Accuracy· 2024-11-16
88.88
best: 93.17 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745

Robots7 results

Activity RecognitiononNTU RGB+D 120
Accuracy (10 unseen classes)· 2024-11-16
74.15
best: 79.99 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Activity RecognitiononNTU RGB+D 120
Accuracy (24 unseen classes)· 2024-11-16
65.06
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Activity RecognitiononNTU RGB+D 120
Random Split Accuracy· 2024-11-16
69.47
best: 71.38 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Activity RecognitiononPKU-MMD
Random Split Accuracy· 2024-11-16
70.76
best: 87.8 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Activity RecognitiononNTU RGB+D
Accuracy (12 unseen classes)· 2024-11-16
56.03
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Activity RecognitiononNTU RGB+D
Accuracy (5 unseen classes)· 2024-11-16
86.49
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Activity RecognitiononNTU RGB+D
Random Split Accuracy· 2024-11-16
88.88
best: 93.17 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745

Natural Language Processing7 results

3D Action RecognitiononNTU RGB+D 120
Accuracy (10 unseen classes)· 2024-11-16
74.15
best: 79.99 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
3D Action RecognitiononNTU RGB+D 120
Accuracy (24 unseen classes)· 2024-11-16
65.06
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
3D Action RecognitiononNTU RGB+D 120
Random Split Accuracy· 2024-11-16
69.47
best: 71.38 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
3D Action RecognitiononPKU-MMD
Random Split Accuracy· 2024-11-16
70.76
best: 87.8 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
3D Action RecognitiononNTU RGB+D
Accuracy (12 unseen classes)· 2024-11-16
56.03
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
3D Action RecognitiononNTU RGB+D
Accuracy (5 unseen classes)· 2024-11-16
86.49
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
3D Action RecognitiononNTU RGB+D
Random Split Accuracy· 2024-11-16
88.88
best: 93.17 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745

Time Series7 results

Action RecognitiononNTU RGB+D 120
Accuracy (10 unseen classes)· 2024-11-16
74.15
best: 79.99 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Action RecognitiononNTU RGB+D 120
Accuracy (24 unseen classes)· 2024-11-16
65.06
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Action RecognitiononNTU RGB+D 120
Random Split Accuracy· 2024-11-16
69.47
best: 71.38 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Action RecognitiononPKU-MMD
Random Split Accuracy· 2024-11-16
70.76
best: 87.8 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Action RecognitiononNTU RGB+D
Accuracy (12 unseen classes)· 2024-11-16
56.03
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Action RecognitiononNTU RGB+D
Accuracy (5 unseen classes)· 2024-11-16
86.49
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745
Action RecognitiononNTU RGB+D
Random Split Accuracy· 2024-11-16
88.88
best: 93.17 (PGFA)
SOTA
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition arXiv:2411.10745