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Models/XDC

XDC

Reported on 10 benchmarks across 4 tasks · 1 paper · 10 SOTA

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

Robots6 results

Activity RecognitiononUCF101 (finetuned)
3-fold Accuracy· 2019-11-28
95.5
best: 95.7 (BraVe:V-FA (TSM-50x2))
SOTA
Self-Supervised Learning by Cross-Modal Audio-Video Clustering arXiv:1911.12667
Activity RecognitiononHMDB51
Top-1 Accuracy· 2019-11-28
68.9
best: 79.7 (MVD (ViT-B))
SOTA
Self-Supervised Learning by Cross-Modal Audio-Video Clustering arXiv:1911.12667
Activity RecognitiononHMDB51 (finetuned)
Top-1 Accuracy· 2019-11-28
68.9
best: 77.8 (BraVe:V-FA (TSM-50x2))
SOTA
Self-Supervised Learning by Cross-Modal Audio-Video Clustering arXiv:1911.12667
Activity RecognitiononHMDB51
Top-1 Accuracy· 2019-11-28
66.5
best: 79.7 (MVD (ViT-B))
Self-Supervised Learning by Cross-Modal Audio-Video Clustering arXiv:1911.12667
Activity RecognitiononHMDB51
Top-1 Accuracy· 2019-11-28
63.7
best: 79.7 (MVD (ViT-B))
Self-Supervised Learning by Cross-Modal Audio-Video Clustering arXiv:1911.12667
Activity RecognitiononHMDB51
Top-1 Accuracy· 2019-11-28
52.6
best: 79.7 (MVD (ViT-B))
Self-Supervised Learning by Cross-Modal Audio-Video Clustering arXiv:1911.12667

Time Series6 results

Action RecognitiononUCF101 (finetuned)
3-fold Accuracy· 2019-11-28
95.5
best: 95.7 (BraVe:V-FA (TSM-50x2))
SOTA
Self-Supervised Learning by Cross-Modal Audio-Video Clustering arXiv:1911.12667
Action RecognitiononHMDB51
Top-1 Accuracy· 2019-11-28
68.9
best: 79.7 (MVD (ViT-B))
SOTA
Self-Supervised Learning by Cross-Modal Audio-Video Clustering arXiv:1911.12667
Action RecognitiononHMDB51 (finetuned)
Top-1 Accuracy· 2019-11-28
68.9
best: 77.8 (BraVe:V-FA (TSM-50x2))
SOTA
Self-Supervised Learning by Cross-Modal Audio-Video Clustering arXiv:1911.12667
Action RecognitiononHMDB51
Top-1 Accuracy· 2019-11-28
66.5
best: 79.7 (MVD (ViT-B))
Self-Supervised Learning by Cross-Modal Audio-Video Clustering arXiv:1911.12667
Action RecognitiononHMDB51
Top-1 Accuracy· 2019-11-28
63.7
best: 79.7 (MVD (ViT-B))
Self-Supervised Learning by Cross-Modal Audio-Video Clustering arXiv:1911.12667
Action RecognitiononHMDB51
Top-1 Accuracy· 2019-11-28
52.6
best: 79.7 (MVD (ViT-B))
Self-Supervised Learning by Cross-Modal Audio-Video Clustering arXiv:1911.12667

Audio4 results

Audio ClassificationonESC-50
Top-1 Accuracy· 2019-11-28
85.4
best: 99.1 (OmniVec2)
SOTA
Self-Supervised Learning by Cross-Modal Audio-Video Clustering arXiv:1911.12667
Audio ClassificationonDCASE
Top-1 Accuracy· 2019-11-28
95
best: 97 (CrissCross (AudioSet))
SOTA
Self-Supervised Learning by Cross-Modal Audio-Video Clustering arXiv:1911.12667
Audio ClassificationonESC-50
Top-1 Accuracy· 2019-11-28
84.8
best: 99.1 (OmniVec2)
Self-Supervised Learning by Cross-Modal Audio-Video Clustering arXiv:1911.12667
Audio ClassificationonDCASE
Top-1 Accuracy· 2019-11-28
95
best: 97 (CrissCross (AudioSet))
Self-Supervised Learning by Cross-Modal Audio-Video Clustering arXiv:1911.12667

Methodology4 results

ClassificationonESC-50
Top-1 Accuracy· 2019-11-28
85.4
best: 99.1 (OmniVec2)
SOTA
Self-Supervised Learning by Cross-Modal Audio-Video Clustering arXiv:1911.12667
ClassificationonDCASE
Top-1 Accuracy· 2019-11-28
95
best: 97 (CrissCross (AudioSet))
SOTA
Self-Supervised Learning by Cross-Modal Audio-Video Clustering arXiv:1911.12667
ClassificationonESC-50
Top-1 Accuracy· 2019-11-28
84.8
best: 99.1 (OmniVec2)
Self-Supervised Learning by Cross-Modal Audio-Video Clustering arXiv:1911.12667
ClassificationonDCASE
Top-1 Accuracy· 2019-11-28
95
best: 97 (CrissCross (AudioSet))
Self-Supervised Learning by Cross-Modal Audio-Video Clustering arXiv:1911.12667