Action Recognition on PKU-MMD (XSub)
97.5Top-1 AccBHaRNet-M
Evaluation results
| Method | Links | |
|---|---|---|
| BHaRNet-MModality=J+B+JM+BM+RGB, GFLOPs=13.0, Params(M)=22.22026.01 | 97.5 | |
| MMNetModality=J+B+RGB, GFLOPs=89.2, Params(M)=34.22026.01 | 97.4 | |
| ACLNet2026.01 | 97.3 | |
| BHaRNet-MModality=J+B+RGB, GFLOPs=7.6, Params(M)=16.72026.01 | 97.3 | |
| MMNetModality (Skeleton)=true, Modality (RGB)=true, Backbone=Inception-v32024.08 | 97.2 | |
| BHaRNet-M†Modality=J+B+RGB, GFLOPs=7.6, Params(M)=16.72026.01 | 96.9 | |
| TCEM-MMNetModality (Skeleton)=true, Modality (RGB)=true2024.08 | 96.8 | |
| MMNetModality (Skeleton)=true, Modality (RGB)=true, Backbone=ResNet182024.08 | 96.3 | |
| EPAM-NetModality (Skeleton)=true, Modality (RGB)=true2024.08 | 96.2 | |
| EPAM-NetModality=J+RGB, GFLOPs=8.1, Params(M)=2.52026.01 | 96.2 | |
| TSMFModality (Skeleton)=true, Modality (RGB)=true2024.08 | 95.8 | |
| AJTPPublication=TCSVT 20242026.01 | 95 | |
| SRNetModality (Skeleton)=true, Modality (RGB)=false2024.08 | 93.1 | |
| RF-ActionPublication=ICCV 20192026.01 | 92.9 | |
| HA-GNNPublication=TMM 20242026.01 | 92.2 | |
| DMMGPublication=TIP 20232026.01 | 91.7 | |
| CNN-basedModality (Skeleton)=true, Modality (RGB)=false2024.08 | 90.4 | |
| SkeletonLLMType=MLLM2026.03 | 90.1 | |
| ActCLRPublication=CVPR 20232026.01 | 90 | |
| NeuronType=Align, Venue=CVPR’252026.03 | 89.2 | |
| STA-LSTMModality (Skeleton)=true, Modality (RGB)=false2024.08 | 86.9 | |
| STA-LSTMPublication=TIP 20182026.01 | 86.9 | |
| InternVL3-8BType=MLLM, Evaluation Details=fixed visualization and finetuning on MQA for 6 epochs2026.03 | 83.4 | |
| Qwen2.5-VL-7BType=MLLM, Evaluation Details=fixed visualization and finetuning on MQA for 6 epochs2026.03 | 80.9 | |
| STARType=Align, Venue=ACM MM’242026.03 | 76.3 | |
| CADA-VAEType=Align, Venue=CVPRW’192026.03 | 73.9 | |
| SMIEType=Align, Venue=ACM MM’232026.03 | 72.9 | |
| SynSEType=Align, Venue=ICIP’212026.03 | 69.5 | |
| SLiMEvaluation protocol=linear evaluation, Modality=single joint2026.03 | 59.7 | |
| JPoSEType=Align, Venue=ICCV’192026.03 | 57.4 | |
| GFPVenue=ICCV’25, Evaluation protocol=linear evaluation, Modality=single joint2026.03 | 56.2 | |
| USDRLVenue=AAAI’25, Evaluation protocol=linear evaluation, Modality=single joint2026.03 | 54.4 | |
| ReViSEType=Align, Venue=ICCV’172026.03 | 54.2 | |
| MAMPVenue=ICCV’23, Evaluation protocol=linear evaluation, Modality=single joint2026.03 | 53.8 | |
| S-JEPAVenue=ECCV’24, Evaluation protocol=linear evaluation, Modality=single joint2026.03 | 53.5 | |
| PTSLVenue=AAAI’23, Evaluation protocol=linear evaluation, Modality=single joint2026.03 | 49.3 | |
| HSPVenue=CVPR’25, Evaluation protocol=linear evaluation, Modality=single joint2026.03 | 48.9 | |
| CPMVenue=ECCV’22, Evaluation protocol=linear evaluation, Modality=single joint2026.03 | 48.3 | |
| MotionLLMType=LLM, Venue=TPAMI’252026.03 | 46.4 | |
| HaLPVenue=CVPR’23, Evaluation protocol=linear evaluation, Modality=single joint2026.03 | 43.5 | |
| CMDVenue=ECCV’22, Evaluation protocol=linear evaluation, Modality=single joint2026.03 | 43 | |
| SkeletonMAEVenue=ICCV’23, Evaluation protocol=linear evaluation, Modality=single joint2026.03 | 36.1 | |
| MotionGPTType=LLM, Venue=NeurIPS’232026.03 | 34.7 |