Image Segmentation on PBD5K Tough
99.03PAMDCNeXt
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| MDCNeXtBackbone=ResNet-502025.08 | 99.03 | 56.41 | 56.33 | 57.93 | 73.53 | 97.45 | 71.53 | 58.72 | 18.31 | 0.0097 | |
| SpiderPub.=ICML 2024, Backbone=ConvNeXt-L2025.08 | 98.96 | 38.31 | 32.21 | 33.53 | 44.83 | 93.12 | 52.01 | 40.32 | 24.11 | 0.0146 | |
| SegFormerPub.=NeurIPS 2021, Backbone=MiT-B52025.08 | 98.9 | 25.21 | 20.01 | 20.32 | 27.82 | 78.08 | 38.4 | 30.12 | 39.11 | 0.0173 | |
| MDCNetPub.=CVPR 2024, Backbone=ResNet-502025.08 | 98.9 | 47.35 | 40.12 | 38.32 | 57.33 | 95.11 | 60.21 | 50.34 | 21.9 | 0.0121 | |
| ZoomNeXtPub.=TPAMI 2024, Backbone=ResNet-502025.08 | 98.88 | 43.78 | 37.92 | 35.11 | 51.89 | 94.33 | 58.11 | 47.32 | 22.35 | 0.0129 | |
| DeepLabV3+Pub.=ECCV 2018, Backbone=ResNet-1012025.08 | 98.78 | 27.12 | 19.97 | 19.39 | 28.92 | 79.2 | 37.02 | 30.83 | 39.99 | 0.0178 | |
| SAM 2Pub.=ICLR 2025, Backbone=Hiera-B+2025.08 | 98.4 | 13.12 | 11.02 | 9.81 | 49.8 | 70.22 | 53.2 | 9.21 | 44.67 | 0.0186 | |
| SegGPTPub.=ICCV 2023, Backbone=ViT-L2025.08 | 98.19 | 9.14 | 8.24 | 7.76 | 50.92 | 60.22 | 51.58 | 7.9 | 45.79 | 0.018 |