Semantic Segmentation on DSEC-Semantic
69.65mIoUScaleEvent
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ScaleEventBackbone=ViT-L/16, Evaluation Protocol=Fully-Supervised2026.03 | 69.65 | 93.1 | |
| ScaleEventBackbone=ViT-B/16, Evaluation Protocol=Fully-Supervised2026.03 | 64.93 | 92 | |
| STPBackbone=Swin-T/7, Pre-training Strategy=Event Pretraining, Evaluation Protocol=Fully-Supervised, Present at=ICCV’252026.03 | 62.05 | — | |
| STPBackbone=ResNet-50, Pre-training Strategy=Event Pretraining, Evaluation Protocol=Fully-Supervised, Present at=ICCV’252026.03 | 61.29 | — | |
| ECDDPBackbone=Swin-T/7, Pre-training Strategy=Event Pretraining, Evaluation Protocol=Fully-Supervised, Present at=ECCV’242026.03 | 61.25 | — | |
| ScaleEventBackbone=ViT-S/16, Evaluation Protocol=Fully-Supervised2026.03 | 61.12 | 90.76 | |
| ECDPBackbone=ResNet-50, Pre-training Strategy=Event Pretraining, Evaluation Protocol=Fully-Supervised, Present at=ICCV’232026.03 | 59.16 | — | |
| KWYAFBackbone=MiT-B0, Pre-training Strategy=RGB initialization, Evaluation Protocol=Fully-Supervised, Present at=AAAI’252026.03 | 57.75 | 90.87 | |
| ESEGBackbone=MiT-B1, Pre-training Strategy=RGB initialization, Evaluation Protocol=Fully-Supervised, Present at=AAAI’252026.03 | 57.55 | 91.47 | |
| OpenESSBackbone=E2VID, Pre-training Strategy=Event Pretraining, Evaluation Protocol=Fully-Supervised, Present at=CVPR’242026.03 | 57.21 | 90.21 | |
| ECDDPBackbone=ViT-S/16, Pre-training Strategy=Event Pretraining, Evaluation Protocol=Fully-Supervised, Present at=ECCV’242026.03 | 56.38 | — | |
| FC-CLIPBackbone=CNeXt-L, Pre-training Strategy=RGB initialization, Evaluation Protocol=Fully-Supervised, Present at=NeurIPS’232026.03 | 55.67 | 89.97 | |
| MaskCLIPBackbone=ViT-B/16, Pre-training Strategy=RGB initialization, Evaluation Protocol=Fully-Supervised, Present at=ECCV’222026.03 | 55.01 | 89.81 | |
| OpenESSBackbone=ResNet-50, Pre-training Strategy=Event Pretraining, Evaluation Protocol=Fully-Supervised, Present at=CVPR’242026.03 | 55.01 | — | |
| HMNetBackbone=HMNet-L1, Pre-training Strategy=RGB initialization, Evaluation Protocol=Fully-Supervised, Present at=CVPR’232026.03 | 55 | 89.8 | |
| ESS-SupBackbone=E2VID, Pre-training Strategy=RGB initialization, Evaluation Protocol=Fully-Supervised, Present at=ECCV’222026.03 | 53.29 | 89.37 | |
| HALSIEBackbone=SNN-ANN, Pre-training Strategy=RGB initialization, Evaluation Protocol=Fully-Supervised, Present at=WACV’242026.03 | 52.43 | 89.01 | |
| Ev-SegNetBackbone=Xception, Pre-training Strategy=RGB initialization, Evaluation Protocol=Fully-Supervised, Present at=CVPRW’192026.03 | 51.76 | 88.61 | |
| ESSBackbone=E2VID, Pre-training Strategy=RGB initialization, Evaluation Protocol=Fully-Supervised, Present at=ECCV’222026.03 | 45.38 | 84.17 | |
| E2VIDBackbone=ResNet-18, Pre-training Strategy=RGB initialization, Evaluation Protocol=Fully-Supervised, Present at=TPAMI’192026.03 | 44.08 | 80.06 |