Semantic Segmentation on WildDash bench (test)
50mIoU Meta Avg (cla)AutoUniSeg
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| AutoUniSegTrained=true2024.07 | 50 | 52.2 | 47.5 | 72.4 | 68.6 | 44.6 | — | |
| MIX6DVenue=arXiv 22, Trained=true2024.07 | 48.5 | 51.2 | 46.5 | 72.4 | 66.1 | 40.8 | — | |
| FANVenue=arXiv 22, Trained=true2024.07 | 47.5 | 50.8 | 44 | 74.2 | 67.5 | 34.4 | — | |
| Uni NLL+Venue=IJCV 24, Trained=true2024.07 | 46.9 | 51.6 | 45.9 | 72.8 | 67.5 | 29 | — | |
| NLL+Venue=WACV 22, Trained=true2024.07 | 46.8 | 51 | 43.9 | 71.4 | 65.5 | 32.6 | — | |
| SNpRN152Venue=arXiv 20, Trained=true2024.07 | 45.4 | 48.9 | 42.7 | 70.1 | 64.8 | 32.5 | — | |
| LDN_OEconfiguration=Cx multi-class2019.08 | 42.7 | 43.3 | 31.9 | 60.7 | 50.3 | 52.8 | — | |
| LDN_BINconfiguration=two-head2019.08 | 41.8 | 43.8 | 37.3 | 58.6 | 53.3 | 54.3 | — | |
| AutoUniSegTrained=false2024.07 | 40.5 | 41.2 | 33.7 | 65.4 | 54.2 | 43.4 | — | |
| UniSegVenue=ECCV 22, Trained=false2024.07 | 39.4 | 41.7 | 35.3 | 65.8 | 57.4 | 34.8 | — | |
| AHISS_ROB2019.08 | 39 | 41 | 32.2 | 53.9 | 39.3 | 43.6 | — | |
| MapillaryAI_ROB2019.08 | 38.9 | 41.3 | 38 | 60.5 | 57.6 | 25 | — | |
| SeamSegVenue=CVPR 19, Trained=false2024.07 | 37.9 | 41.2 | 37.2 | 63.1 | 58.1 | 30.5 | — | |
| MSegVenue=CVPR 20, Trained=false2024.07 | 35.2 | 38.7 | 35.4 | 65.1 | 50.7 | 24.7 | — | |
| EffPSVenue=IJCV 21, Trained=false2024.07 | 32.2 | 35.7 | 24.4 | 63.8 | 56 | 20.4 | — | |
| LDN2_ROB2019.08 | 32.1 | 34.4 | 30.7 | 56.6 | 47.6 | 29.9 | — | |
| DeepLabv3+_CS2019.08 | 30.6 | 34.2 | 24.6 | 49 | 38.6 | 15.7 | — | |
| DRN_MPC2019.08 | 28.3 | 29.1 | 13.9 | 49.2 | 29.2 | 15.9 | — | |
| APMOE_seg_ROB2019.08 | 22.2 | 22.5 | 12.6 | 48.1 | 35.2 | 22.8 | — | |
| ADVENT# encoders=1, # classifiers=12021.07 | — | — | — | — | — | — | 25.9 | |
| BDL# encoders=1, # classifiers=12021.07 | — | — | — | — | — | — | 26.57 | |
| Ensemble Self-Supervised Learning for UDA# encoders=1, # classifiers=32021.07 | — | — | — | — | — | — | 31.2 | |
| FDA-MBT# encoders=3, # classifiers=32021.07 | — | — | — | — | — | — | 31.07 |