Group Activity Recognition on Collective Activity (test)
96.5AccuracyHGC-Transformer
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| HGC-Transformerbounding boxes=predicted2022.07 | 96.5 | — | — | — | — | — | — | — | — | |
| GroupFormerKeypoint Modality=true, RGB Modality=true, Flow Modality=true, Scene Modality=true, Backbone (Keypoint)=AlphaPose, Backbone (RGB/Flow/Scene)=I3D2021.12 | 96.3 | — | — | — | — | — | — | — | — | |
| COMPOSERKeypoint Modality=true, Backbone (Keypoint)=HRNet2021.12 | 96.2 | — | — | — | — | — | — | — | — | |
| DINbounding boxes=ground-truth2022.07 | 95.9 | — | — | — | — | — | — | — | — | |
| Pramono et al.bounding boxes=ground-truth2022.07 | 95.2 | — | — | — | — | — | — | — | — | |
| SACRFKeypoint Modality=true, RGB Modality=true, Flow Modality=true, Scene Modality=true, Backbone (Keypoint)=AlphaPose, Backbone (RGB/Flow/Scene)=I3D2021.12 | 95.2 | — | — | — | — | — | — | — | — | |
| GroupFormerRGB Modality=true, Flow Modality=true, Scene Modality=true, Backbone (RGB/Flow/Scene)=I3D2021.12 | 94.7 | — | — | — | — | — | — | — | — | |
| SACRFRGB Modality=true, Flow Modality=true, Scene Modality=true, Backbone (RGB/Flow/Scene)=I3D2021.12 | 94.6 | — | — | — | — | — | — | — | — | |
| GroupFormerRGB Modality=true, Flow Modality=true, Scene Modality=true, Backbone (RGB/Flow/Scene)=Inception-v32021.12 | 93.6 | — | — | — | — | — | — | — | — | |
| HiGCINRGB Modality=true, Backbone (RGB/Flow/Scene)=ResNet-182021.12 | 93.4 | — | — | — | — | — | — | — | — | |
| Actor-Transformersbounding boxes=ground-truth2022.07 | 92.8 | — | — | — | — | — | — | — | — | |
| ATRGB Modality=true, Flow Modality=true, Backbone (RGB/Flow/Scene)=I3D2021.12 | 92.8 | — | — | — | — | — | — | — | — | |
| HiGCINRGB Modality=true, Backbone (RGB/Flow/Scene)=AlexNet2021.12 | 92.5 | — | — | — | — | — | — | — | — | |
| ATKeypoint Modality=true, RGB Modality=true, Backbone (Keypoint)=HRNet, Backbone (RGB/Flow/Scene)=I3D2021.12 | 91.2 | — | — | — | — | — | — | — | — | |
| ARGRGB Modality=true, Backbone (RGB/Flow/Scene)=Inception-v32021.12 | 91 | — | — | — | — | — | — | — | — | |
| ATKeypoint Modality=true, Flow Modality=true, Backbone (Keypoint)=HRNet, Backbone (RGB/Flow/Scene)=I3D2021.12 | 91 | — | — | — | — | — | — | — | — | |
| ARGRGB Modality=true, Backbone (RGB/Flow/Scene)=VGG-162021.12 | 90.1 | — | — | — | — | — | — | — | — | |
| Ehsanpour et al.bounding boxes=predicted2022.07 | 89.4 | — | — | — | — | — | — | — | — | |
| Ehsanpour et al.bounding boxes=ground-truth2022.07 | 89.4 | — | — | — | — | — | — | — | — | |
| Ehsanpour et al.RGB Modality=true, Flow Modality=true, Scene Modality=true, Backbone (RGB/Flow/Scene)=I3D2021.12 | 89.4 | — | — | — | — | — | — | — | — | |
| stagNetbounding boxes=ground-truth2022.07 | 89.1 | — | — | — | — | — | — | — | — | |
| stagNetRGB Modality=true, Backbone (RGB/Flow/Scene)=VGG-162021.12 | 89.1 | — | — | — | — | — | — | — | — | |
| ARGbounding boxes=ground-truth2022.07 | 88.1 | — | — | — | — | — | — | — | — | |
| stagNetbounding boxes=predicted2022.07 | 87.9 | — | — | — | — | — | — | — | — | |
| CERN2018.12 | 87.2 | — | — | — | — | — | — | — | — | |
| CERNRGB Modality=true, Backbone (RGB/Flow/Scene)=VGG-162021.12 | 87.2 | — | — | — | — | — | — | — | — | |
| Multi-stream model2018.12 | 87.01 | — | — | — | — | — | — | — | — | |
| [16]2018.12 | 86.1 | — | — | — | — | — | — | — | — | |
| ARGbounding boxes=predicted2022.07 | 86.1 | — | — | — | — | — | — | — | — | |
| CRMbounding boxes=ground-truth2022.07 | 85.8 | — | — | — | — | — | — | — | — | |
| CRMRGB Modality=true, Flow Modality=true, Backbone (RGB/Flow/Scene)=I3D2021.12 | 85.8 | — | — | — | — | — | — | — | — | |
| GroupFormerbounding boxes=predicted, notes=evaluated with publicly available source codes2022.07 | 85.2 | — | — | — | — | — | — | — | — | |
| [12]2018.12 | 83.4 | — | — | — | — | — | — | — | — | |
| HDTM2018.12 | 81.5 | — | — | — | — | — | — | — | — | |
| HDTMRGB Modality=true, Backbone (RGB/Flow/Scene)=AlexNet2021.12 | 81.5 | — | — | — | — | — | — | — | — | |
| [5]2018.12 | 80.4 | — | — | — | — | — | — | — | — | |
| [15]2018.12 | 79.7 | — | — | — | — | — | — | — | — | |
| 2-layer LSTMs2017.04 | — | 81.5 | 80.9 | — | — | — | — | — | — | |
| B1: 2-layer LSTMsdescription=baseline with conventional individual action labels2017.04 | — | 79.7 | 80.3 | — | — | — | — | — | — | |
| B2: CERN-1 w/o p-valuesenergy_minimization=conventional, p-values=excluded2017.04 | — | 83.8 | 84.3 | — | — | — | — | — | — | |
| B3: CERN-2 w/o p-valuesenergy_minimization=conventional, p-values=excluded2017.04 | — | 83.8 | 83.7 | — | — | — | — | — | — | |
| Cardinality kernel2017.04 | — | 83.4 | 81.9 | — | — | — | — | — | — | |
| CERN-1energy_minimization=regularized, p-values=included2017.04 | — | 84.8 | 85.5 | — | — | — | — | — | — | |
| CERN-2energy_minimization=regularized, p-values=included2017.04 | — | 87.2 | 88.3 | — | — | — | — | — | — | |
| Ehsanpour et al.2022.07 | — | — | — | 51.3 | — | — | — | — | — | |
| HGC-Transformer2022.07 | — | — | — | 46 | 49.2 | 64.5 | 54.1 | 55.6 | 6.56 |