Classification Accuracy on ASL-DVS
99.93AccuracySECNet
Evaluation results
| Method | Links | |
|---|---|---|
| SECNetType=Event Cloud, Pretraining=None, Publication=Our2024.12 | 99.93 | |
| Transformer + Event2VecRepresentation=Event2Vec, Event Sampling=1024 Random Events, Params (MB)=0.272025.04 | 99.91 | |
| VMST-NetType=Voxel Grid, Pretraining=None, Publication=TCSVT’242024.12 | 99.8 | |
| ECSNetType=Frame, Pretraining=None, Publication=TCSVT’222024.12 | 99.7 | |
| EVSTrType=Voxel Grid, Pretraining=None2024.12 | 99.7 | |
| GNN & TransformerRepresentation=Image & Voxel Graph, Params (MB)=220.302025.04 | 99.6 | |
| MVF-NetType=Frame, Pretraining=ImageNet, Publication=TCSVT’212024.12 | 99.6 | |
| M-LSTMType=Frame, Pretraining=ImageNet, Publication=ECCV’202024.12 | 99.2 | |
| ESTType=Frame, Pretraining=ImageNet, Publication=ICCV’192024.12 | 99.1 | |
| VMV-GCNType=Voxel Graph, Pretraining=None, Publication=RAL’222024.12 | 98.9 | |
| EV-VGCNNType=Voxel Graph, Pretraining=None, Publication=CVPR’222024.12 | 98.3 | |
| M-LSTMType=Frame, Pretraining=None, Publication=ECCV’202024.12 | 98 | |
| ESTType=Frame, Pretraining=None, Publication=ICCV’192024.12 | 97.9 | |
| MVF-NetType=Frame, Pretraining=None, Publication=TCSVT’212024.12 | 97.1 | |
| PointNet++Type=Point Cloud, Pretraining=None, Publication=NIPS’172024.12 | 94.7 | |
| GNN, CNNRepresentation=Graph, Params (MB)=19.462025.04 | 90.1 | |
| RG-CNNsType=Voxel Graph, Pretraining=None, Publication=TIP’202024.12 | 90.1 | |
| EventNetType=Point Cloud, Pretraining=None, Publication=CVPR’192024.12 | 83.3 |