Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/Shap-Mix

Shap-Mix

Reported on 48 benchmarks across 8 tasks · 1 paper

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

Computer Vision18 results

VideoonNTU RGB+D 120
Accuracy (Cross-Setup)· 2024-07-17
91.7
best: 92.2 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
VideoonNTU RGB+D 120
Accuracy (Cross-Subject)· 2024-07-17
90.4
best: 90.9 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
VideoonNTU RGB+D 120
Ensembled Modalities· 2024-07-17
4
best: 6 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
VideoonNTU RGB+D
Accuracy (CS)· 2024-07-17
93.7
best: 94.3 (Hulk(Finetune, ViT-L))
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
VideoonNTU RGB+D
Accuracy (CV)· 2024-07-17
97.1
best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
VideoonNTU RGB+D
Ensembled Modalities· 2024-07-17
4
best: 6 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Temporal Action LocalizationonNTU RGB+D 120
Accuracy (Cross-Setup)· 2024-07-17
91.7
best: 92.2 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Temporal Action LocalizationonNTU RGB+D 120
Accuracy (Cross-Subject)· 2024-07-17
90.4
best: 90.9 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Temporal Action LocalizationonNTU RGB+D 120
Ensembled Modalities· 2024-07-17
4
best: 6 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Temporal Action LocalizationonNTU RGB+D
Accuracy (CS)· 2024-07-17
93.7
best: 94.3 (Hulk(Finetune, ViT-L))
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Temporal Action LocalizationonNTU RGB+D
Accuracy (CV)· 2024-07-17
97.1
best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Temporal Action LocalizationonNTU RGB+D
Ensembled Modalities· 2024-07-17
4
best: 6 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Action LocalizationonNTU RGB+D 120
Accuracy (Cross-Setup)· 2024-07-17
91.7
best: 92.2 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Action LocalizationonNTU RGB+D 120
Accuracy (Cross-Subject)· 2024-07-17
90.4
best: 90.9 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Action LocalizationonNTU RGB+D 120
Ensembled Modalities· 2024-07-17
4
best: 6 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Action LocalizationonNTU RGB+D
Accuracy (CS)· 2024-07-17
93.7
best: 94.3 (Hulk(Finetune, ViT-L))
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Action LocalizationonNTU RGB+D
Accuracy (CV)· 2024-07-17
97.1
best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Action LocalizationonNTU RGB+D
Ensembled Modalities· 2024-07-17
4
best: 6 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312

Time Series12 results

Action DetectiononNTU RGB+D 120
Accuracy (Cross-Setup)· 2024-07-17
91.7
best: 92.2 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Action DetectiononNTU RGB+D 120
Accuracy (Cross-Subject)· 2024-07-17
90.4
best: 90.9 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Action DetectiononNTU RGB+D 120
Ensembled Modalities· 2024-07-17
4
best: 6 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Action DetectiononNTU RGB+D
Accuracy (CS)· 2024-07-17
93.7
best: 94.3 (Hulk(Finetune, ViT-L))
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Action DetectiononNTU RGB+D
Accuracy (CV)· 2024-07-17
97.1
best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Action DetectiononNTU RGB+D
Ensembled Modalities· 2024-07-17
4
best: 6 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Action RecognitiononNTU RGB+D 120
Accuracy (Cross-Setup)· 2024-07-17
91.7
best: 96.7 (DSCNet (RGB + Pose))
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Action RecognitiononNTU RGB+D 120
Accuracy (Cross-Subject)· 2024-07-17
90.4
best: 95.6 (DSCNet (RGB + Pose))
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Action RecognitiononNTU RGB+D 120
Ensembled Modalities· 2024-07-17
4
best: 6 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Action RecognitiononNTU RGB+D
Accuracy (CS)· 2024-07-17
93.7
best: 97.4 (DSCNet (RGB + Pose))
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Action RecognitiononNTU RGB+D
Accuracy (CV)· 2024-07-17
97.1
best: 99.6 (PoseC3D (RGB + Pose))
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Action RecognitiononNTU RGB+D
Ensembled Modalities· 2024-07-17
4
best: 6 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312

Methodology6 results

Zero-Shot LearningonNTU RGB+D 120
Accuracy (Cross-Setup)· 2024-07-17
91.7
best: 92.2 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Zero-Shot LearningonNTU RGB+D 120
Accuracy (Cross-Subject)· 2024-07-17
90.4
best: 90.9 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Zero-Shot LearningonNTU RGB+D 120
Ensembled Modalities· 2024-07-17
4
best: 6 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Zero-Shot LearningonNTU RGB+D
Accuracy (CS)· 2024-07-17
93.7
best: 94.3 (Hulk(Finetune, ViT-L))
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Zero-Shot LearningonNTU RGB+D
Accuracy (CV)· 2024-07-17
97.1
best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Zero-Shot LearningonNTU RGB+D
Ensembled Modalities· 2024-07-17
4
best: 6 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312

Robots6 results

Activity RecognitiononNTU RGB+D 120
Accuracy (Cross-Setup)· 2024-07-17
91.7
best: 96.7 (DSCNet (RGB + Pose))
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Activity RecognitiononNTU RGB+D 120
Accuracy (Cross-Subject)· 2024-07-17
90.4
best: 95.6 (DSCNet (RGB + Pose))
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Activity RecognitiononNTU RGB+D 120
Ensembled Modalities· 2024-07-17
4
best: 6 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Activity RecognitiononNTU RGB+D
Accuracy (CS)· 2024-07-17
93.7
best: 97.4 (DSCNet (RGB + Pose))
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Activity RecognitiononNTU RGB+D
Accuracy (CV)· 2024-07-17
97.1
best: 99.6 (PoseC3D (RGB + Pose))
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
Activity RecognitiononNTU RGB+D
Ensembled Modalities· 2024-07-17
4
best: 6 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312

Natural Language Processing6 results

3D Action RecognitiononNTU RGB+D 120
Accuracy (Cross-Setup)· 2024-07-17
91.7
best: 92.2 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
3D Action RecognitiononNTU RGB+D 120
Accuracy (Cross-Subject)· 2024-07-17
90.4
best: 90.9 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
3D Action RecognitiononNTU RGB+D 120
Ensembled Modalities· 2024-07-17
4
best: 6 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
3D Action RecognitiononNTU RGB+D
Accuracy (CS)· 2024-07-17
93.7
best: 94.3 (Hulk(Finetune, ViT-L))
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
3D Action RecognitiononNTU RGB+D
Accuracy (CV)· 2024-07-17
97.1
best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312
3D Action RecognitiononNTU RGB+D
Ensembled Modalities· 2024-07-17
4
best: 6 (ProtoGCN)
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition arXiv:2407.12312