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Models/Lit-llama

Lit-llama

Reported on 16 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 Vision6 results

VideoonNTU RGB+D 120
Accuracy (Cross-Setup)· 2024-03-31
91.5
best: 92.2 (ProtoGCN)
LLMs are Good Action Recognizers arXiv:2404.00532
VideoonNTU RGB+D 120
Accuracy (Cross-Subject)· 2024-03-31
88.7
best: 90.9 (ProtoGCN)
LLMs are Good Action Recognizers arXiv:2404.00532
Temporal Action LocalizationonNTU RGB+D 120
Accuracy (Cross-Setup)· 2024-03-31
91.5
best: 92.2 (ProtoGCN)
LLMs are Good Action Recognizers arXiv:2404.00532
Temporal Action LocalizationonNTU RGB+D 120
Accuracy (Cross-Subject)· 2024-03-31
88.7
best: 90.9 (ProtoGCN)
LLMs are Good Action Recognizers arXiv:2404.00532
Action LocalizationonNTU RGB+D 120
Accuracy (Cross-Setup)· 2024-03-31
91.5
best: 92.2 (ProtoGCN)
LLMs are Good Action Recognizers arXiv:2404.00532
Action LocalizationonNTU RGB+D 120
Accuracy (Cross-Subject)· 2024-03-31
88.7
best: 90.9 (ProtoGCN)
LLMs are Good Action Recognizers arXiv:2404.00532

Time Series4 results

Action DetectiononNTU RGB+D 120
Accuracy (Cross-Setup)· 2024-03-31
91.5
best: 92.2 (ProtoGCN)
LLMs are Good Action Recognizers arXiv:2404.00532
Action DetectiononNTU RGB+D 120
Accuracy (Cross-Subject)· 2024-03-31
88.7
best: 90.9 (ProtoGCN)
LLMs are Good Action Recognizers arXiv:2404.00532
Action RecognitiononNTU RGB+D 120
Accuracy (Cross-Setup)· 2024-03-31
91.5
best: 96.7 (DSCNet (RGB + Pose))
LLMs are Good Action Recognizers arXiv:2404.00532
Action RecognitiononNTU RGB+D 120
Accuracy (Cross-Subject)· 2024-03-31
88.7
best: 95.6 (DSCNet (RGB + Pose))
LLMs are Good Action Recognizers arXiv:2404.00532

Methodology2 results

Zero-Shot LearningonNTU RGB+D 120
Accuracy (Cross-Setup)· 2024-03-31
91.5
best: 92.2 (ProtoGCN)
LLMs are Good Action Recognizers arXiv:2404.00532
Zero-Shot LearningonNTU RGB+D 120
Accuracy (Cross-Subject)· 2024-03-31
88.7
best: 90.9 (ProtoGCN)
LLMs are Good Action Recognizers arXiv:2404.00532

Robots2 results

Activity RecognitiononNTU RGB+D 120
Accuracy (Cross-Setup)· 2024-03-31
91.5
best: 96.7 (DSCNet (RGB + Pose))
LLMs are Good Action Recognizers arXiv:2404.00532
Activity RecognitiononNTU RGB+D 120
Accuracy (Cross-Subject)· 2024-03-31
88.7
best: 95.6 (DSCNet (RGB + Pose))
LLMs are Good Action Recognizers arXiv:2404.00532

Natural Language Processing2 results

3D Action RecognitiononNTU RGB+D 120
Accuracy (Cross-Setup)· 2024-03-31
91.5
best: 92.2 (ProtoGCN)
LLMs are Good Action Recognizers arXiv:2404.00532
3D Action RecognitiononNTU RGB+D 120
Accuracy (Cross-Subject)· 2024-03-31
88.7
best: 90.9 (ProtoGCN)
LLMs are Good Action Recognizers arXiv:2404.00532