Object Classification on N-CARS
96.8AccuracyMVF-Net
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MVF-NetType=Frame, Pretraining=ImageNet, Publication=TCSVT’212024.12 | 96.8 | — | |
| EDGCNType=Voxel Graph, Pretraining=None, Publication=AAAI’242024.12 | 95.8 | — | |
| M-LSTMType=Frame, Pretraining=ImageNet, Publication=ECCV’202024.12 | 95.7 | — | |
| EV-VGCNNType=Voxel Graph, Pretraining=None, Publication=CVPR’222024.12 | 95.3 | — | |
| SECNetType=Event Cloud, Pretraining=None, Publication=Our2024.12 | 94.7 | — | |
| ECSNetType=Frame, Pretraining=None, Publication=TCSVT’222024.12 | 94.6 | — | |
| AEGNNRepresentation=Graph, Asynchronous=✓, Parameters=0.03 - 20.4 M2024.06 | 94.5 | 0.47 | |
| AsyNetType=Frame, Pretraining=None, Publication=ECCV’202024.12 | 94.4 | — | |
| VMST-NetType=Voxel Grid, Pretraining=None, Publication=TCSVT’242024.12 | 94.4 | — | |
| AsyNetRepresentation=Voxel-Grid, Asynchronous=✓, Parameters=3.69 M2024.06 | 94.4 | 21.5 | |
| EVSTrType=Voxel Grid, Pretraining=None2024.12 | 94.1 | — | |
| VMV-GCNType=Voxel Graph, Pretraining=None, Publication=RAL’222024.12 | 93.2 | — | |
| EvS-SRepresentation=Graph, Asynchronous=✓, Parameters=0.36 - 1.16 M2024.06 | 93.1 | 6.1 | |
| M-LSTMType=Frame, Pretraining=None, Publication=ECCV’202024.12 | 92.7 | — | |
| MVF-NetType=Frame, Pretraining=None, Publication=TCSVT’212024.12 | 92.7 | — | |
| YOLERepresentation=Voxel-Grid, Asynchronous=✓, Parameters=2.03 M2024.06 | 92.7 | 328.16 | |
| ESTType=Frame, Pretraining=ImageNet, Publication=ICCV’192024.12 | 92.5 | — | |
| EFGCN-LRepresentation=Graph, Asynchronous=✓, Parameters=20.2 - 220.9 k2024.06 | 92.3 | 0.111 | |
| EFGCN-BRepresentation=Graph, Asynchronous=✓, Parameters=10.6 - 111.0 k2024.06 | 92 | 0.06 | |
| ESTType=Frame, Pretraining=None, Publication=ICCV’192024.12 | 91.9 | — | |
| NvS-SRepresentation=Graph, Asynchronous=✓, Parameters=0.36 - 1.16 M2024.06 | 91.5 | 5.2 | |
| RG-CNNsType=Voxel Graph, Pretraining=None, Publication=TIP’202024.12 | 91.4 | — | |
| RG-CNNsRepresentation=Graph, Asynchronous=✗, Parameters=5.10 M2024.06 | 91.4 | — | |
| EFGCN-SRepresentation=Graph, Asynchronous=✓, Parameters=5.2 - 55.5 k2024.06 | 90.7 | 0.032 | |
| HATSType=Frame, Pretraining=None, Publication=CVPR’182024.12 | 90.2 | — | |
| HATSRepresentation=Time-Surface, Asynchronous=✓, Parameters=-2024.06 | 90.2 | 0.03 | |
| G-CNNsRepresentation=Graph, Asynchronous=✗, Parameters=4.93 M2024.06 | 90.2 | — | |
| EvGNNRepresentation=Graph, Asynchronous=✓, Parameters=4.8 k2024.06 | 88 | 0.063 | |
| PointNet++Type=Point Cloud, Pretraining=None, Publication=NIPS’172024.12 | 80.9 | — | |
| Gabor-SNNType=Frame, Pretraining=None, Publication=CVPR’182024.12 | 78.9 | — | |
| EventNetType=Point Cloud, Pretraining=None, Publication=CVPR’192024.12 | 75 | — | |
| H-FirstRepresentation=Spike, Asynchronous=✓, Parameters=-2024.06 | 56.1 | — |