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Models/SMIE

SMIE

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)· 2023-08-07
65.74
best: 79.99 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
VideoonNTU RGB+D 120
Accuracy (24 unseen classes)· 2023-08-07
45.3
best: 65.06 (TDSM)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
VideoonNTU RGB+D 120
Random Split Accuracy· 2023-08-07
46.4
best: 71.38 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
VideoonPKU-MMD
Random Split Accuracy· 2023-08-07
60.83
best: 87.8 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
VideoonNTU RGB+D
Accuracy (12 unseen classes)· 2023-08-07
40.18
best: 56.03 (TDSM)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
VideoonNTU RGB+D
Accuracy (5 unseen classes)· 2023-08-07
77.98
best: 86.49 (TDSM)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
VideoonNTU RGB+D
Random Split Accuracy· 2023-08-07
65.08
best: 93.17 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Temporal Action LocalizationonNTU RGB+D 120
Accuracy (10 unseen classes)· 2023-08-07
65.74
best: 79.99 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Temporal Action LocalizationonNTU RGB+D 120
Accuracy (24 unseen classes)· 2023-08-07
45.3
best: 65.06 (TDSM)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Temporal Action LocalizationonNTU RGB+D 120
Random Split Accuracy· 2023-08-07
46.4
best: 71.38 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Temporal Action LocalizationonPKU-MMD
Random Split Accuracy· 2023-08-07
60.83
best: 87.8 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Temporal Action LocalizationonNTU RGB+D
Accuracy (12 unseen classes)· 2023-08-07
40.18
best: 56.03 (TDSM)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Temporal Action LocalizationonNTU RGB+D
Accuracy (5 unseen classes)· 2023-08-07
77.98
best: 86.49 (TDSM)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Temporal Action LocalizationonNTU RGB+D
Random Split Accuracy· 2023-08-07
65.08
best: 93.17 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Action LocalizationonNTU RGB+D 120
Accuracy (10 unseen classes)· 2023-08-07
65.74
best: 79.99 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Action LocalizationonNTU RGB+D 120
Accuracy (24 unseen classes)· 2023-08-07
45.3
best: 65.06 (TDSM)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Action LocalizationonNTU RGB+D 120
Random Split Accuracy· 2023-08-07
46.4
best: 71.38 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Action LocalizationonPKU-MMD
Random Split Accuracy· 2023-08-07
60.83
best: 87.8 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Action LocalizationonNTU RGB+D
Accuracy (12 unseen classes)· 2023-08-07
40.18
best: 56.03 (TDSM)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Action LocalizationonNTU RGB+D
Accuracy (5 unseen classes)· 2023-08-07
77.98
best: 86.49 (TDSM)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Action LocalizationonNTU RGB+D
Random Split Accuracy· 2023-08-07
65.08
best: 93.17 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950

Methodology7 results

Zero-Shot LearningonNTU RGB+D 120
Accuracy (10 unseen classes)· 2023-08-07
65.74
best: 79.99 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Zero-Shot LearningonNTU RGB+D 120
Accuracy (24 unseen classes)· 2023-08-07
45.3
best: 65.06 (TDSM)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Zero-Shot LearningonNTU RGB+D 120
Random Split Accuracy· 2023-08-07
46.4
best: 71.38 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Zero-Shot LearningonPKU-MMD
Random Split Accuracy· 2023-08-07
60.83
best: 87.8 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Zero-Shot LearningonNTU RGB+D
Accuracy (12 unseen classes)· 2023-08-07
40.18
best: 56.03 (TDSM)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Zero-Shot LearningonNTU RGB+D
Accuracy (5 unseen classes)· 2023-08-07
77.98
best: 86.49 (TDSM)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Zero-Shot LearningonNTU RGB+D
Random Split Accuracy· 2023-08-07
65.08
best: 93.17 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950

Robots7 results

Activity RecognitiononNTU RGB+D 120
Accuracy (10 unseen classes)· 2023-08-07
65.74
best: 79.99 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Activity RecognitiononNTU RGB+D 120
Accuracy (24 unseen classes)· 2023-08-07
45.3
best: 65.06 (TDSM)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Activity RecognitiononNTU RGB+D 120
Random Split Accuracy· 2023-08-07
46.4
best: 71.38 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Activity RecognitiononPKU-MMD
Random Split Accuracy· 2023-08-07
60.83
best: 87.8 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Activity RecognitiononNTU RGB+D
Accuracy (12 unseen classes)· 2023-08-07
40.18
best: 56.03 (TDSM)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Activity RecognitiononNTU RGB+D
Accuracy (5 unseen classes)· 2023-08-07
77.98
best: 86.49 (TDSM)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Activity RecognitiononNTU RGB+D
Random Split Accuracy· 2023-08-07
65.08
best: 93.17 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950

Natural Language Processing7 results

3D Action RecognitiononNTU RGB+D 120
Accuracy (10 unseen classes)· 2023-08-07
65.74
best: 79.99 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
3D Action RecognitiononNTU RGB+D 120
Accuracy (24 unseen classes)· 2023-08-07
45.3
best: 65.06 (TDSM)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
3D Action RecognitiononNTU RGB+D 120
Random Split Accuracy· 2023-08-07
46.4
best: 71.38 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
3D Action RecognitiononPKU-MMD
Random Split Accuracy· 2023-08-07
60.83
best: 87.8 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
3D Action RecognitiononNTU RGB+D
Accuracy (12 unseen classes)· 2023-08-07
40.18
best: 56.03 (TDSM)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
3D Action RecognitiononNTU RGB+D
Accuracy (5 unseen classes)· 2023-08-07
77.98
best: 86.49 (TDSM)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
3D Action RecognitiononNTU RGB+D
Random Split Accuracy· 2023-08-07
65.08
best: 93.17 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950

Time Series7 results

Action RecognitiononNTU RGB+D 120
Accuracy (10 unseen classes)· 2023-08-07
65.74
best: 79.99 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Action RecognitiononNTU RGB+D 120
Accuracy (24 unseen classes)· 2023-08-07
45.3
best: 65.06 (TDSM)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Action RecognitiononNTU RGB+D 120
Random Split Accuracy· 2023-08-07
46.4
best: 71.38 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Action RecognitiononPKU-MMD
Random Split Accuracy· 2023-08-07
60.83
best: 87.8 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Action RecognitiononNTU RGB+D
Accuracy (12 unseen classes)· 2023-08-07
40.18
best: 56.03 (TDSM)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Action RecognitiononNTU RGB+D
Accuracy (5 unseen classes)· 2023-08-07
77.98
best: 86.49 (TDSM)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950
Action RecognitiononNTU RGB+D
Random Split Accuracy· 2023-08-07
65.08
best: 93.17 (PGFA)
SOTA
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization arXiv:2308.03950