Event-based Semantic Segmentation on DDD17 (test)
63mIoU (General)OpenESS
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OpenESSLearning Setting=Open-Vocabulary ESS, Venue=Ours2024.05 | 63 | — | — | — | 91.05 | |
| FC-CLIPLearning Setting=Open-Vocabulary ESS, Venue=NeurIPS'232024.05 | 62.01 | — | — | — | 90.68 | |
| ESS-SupLearning Setting=Fully-Supervised ESS, Venue=ECCV'222024.05 | 61.37 | — | — | — | 91.08 | |
| MaskCLIPLearning Setting=Open-Vocabulary ESS, Venue=ECCV'222024.05 | 61.27 | — | — | — | 90.5 | |
| HALSIELearning Setting=Fully-Supervised ESS, Venue=WACV'242024.05 | 60.66 | — | — | — | 92.5 | |
| DTLLearning Setting=Fully-Supervised ESS, Venue=ICCV'212024.05 | 58.8 | — | — | — | — | |
| EVDistillLearning Setting=Fully-Supervised ESS, Venue=CVPR'212024.05 | 58.02 | — | — | — | — | |
| Vid2ELearning Setting=Fully-Supervised ESS, Venue=CVPR'202024.05 | 56.01 | — | — | — | 90.19 | |
| Ev-SegNetLearning Setting=Fully-Supervised ESS, Venue=CVPRW'192024.05 | 54.81 | — | — | — | 89.76 | |
| P2T-FPNLearning Setting=Fully-Supervised ESS, Venue=TPAMI'232024.05 | 54.64 | — | — | — | 94.57 | |
| EvSegformerLearning Setting=Fully-Supervised ESS, Venue=TIP'232024.05 | 54.41 | — | — | — | 94.72 | |
| OpenESSLearning Setting=Annotation-Free ESS, Venue=Ours2024.05 | 53.93 | — | — | — | 90.51 | |
| PVT-FPNLearning Setting=Fully-Supervised ESS, Venue=ICCV'212024.05 | 53.89 | — | — | — | 94.28 | |
| ESSLearning Setting=Fully-Supervised ESS, Venue=ECCV'222024.05 | 53.09 | — | — | — | 88.43 | |
| FC-CLIPLearning Setting=Annotation-Free ESS, Venue=NeurIPS'232024.05 | 51.12 | — | — | — | 88.66 | |
| E2VIDLearning Setting=Fully-Supervised ESS, Venue=TPAMI'192024.05 | 48.47 | — | — | — | 85.84 | |
| SpikingFCNLearning Setting=Fully-Supervised ESS, Venue=NCE'222024.05 | 34.2 | — | — | — | — | |
| MaskCLIPLearning Setting=Annotation-Free ESS, Venue=ECCV'222024.05 | 31.9 | — | — | — | 81.29 | |
| EV-TransferLearning Setting=Fully-Supervised ESS, Venue=RA-L'222024.05 | 15.52 | — | — | — | 51.9 | |
| EvDistillEvent Representation=Voxel bins (2ch), Use pseudo labels=No2021.11 | — | 57.16 | 48.68 | 51.23 | — | |
| EvDistillEvent Representation=Multi-channel, Use pseudo labels=No2021.11 | — | 58.02 | 49.21 | 52.01 | — | |
| EvDistill (APS)Event Representation=-, Use pseudo labels=No2021.11 | — | 72.63 | 72.63 | 72.63 | — | |
| EvSegNetEvent representation=6-channel [1]2021.09 | — | 54.81 | 45.85 | 47.56 | — | |
| EvSegNetEvent Representation=6-channel, Use pseudo labels=Yes2021.11 | — | 54.81 | 45.85 | 47.56 | — | |
| EvSegNet (APS)Event Representation=-, Use pseudo labels=Yes2021.11 | — | 64.98 | 64.98 | 64.98 | — | |
| Ours-Deeplabv3 (Baseline)Event representation=Multi-channel2021.09 | — | 50.92 | 41.61 | 43.87 | — | |
| Ours-Deeplabv3 (DTL)Event representation=Multi-channel2021.09 | — | 58.8 | 50.01 | 52.96 | — | |
| Vid2EEvent representation=EST [17]2021.09 | — | 45.48 | 30.7 | 40.66 | — | |
| Vid2EEvent Representation=EST, Use pseudo labels=Yes2021.11 | — | 45.48 | 30.7 | 40.66 | — |