Semantic Segmentation on ADE20k (100-5)
3,890mIoU (All Classes)Joint
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Jointtraining_mode=full_supervision_oracle2021.06 | 3,890 | 4,430 | 2,820 | — | — | — | |
| JointProtocol=Joint training, Note=Upper bound2022.10 | 3,890 | 4,430 | 2,820 | — | — | — | |
| SSUL-Mmemory_size=3002021.06 | 3,456 | 4,286 | 1,778 | — | — | — | |
| SSULmemory_buffer=false2021.06 | 3,248 | 3,994 | 1,740 | — | — | — | |
| MiB+AWTProtocol=100-5 (11 steps)2022.10 | 3,110 | 3,860 | 1,600 | — | — | — | |
| SSULProtocol=100-5 (11 steps), Source=Re-implementation2022.10 | 3,010 | 3,600 | 1,820 | — | — | — | |
| Representation Compensation Networks2022.03 | 2,960 | 3,850 | 11.5 | — | — | — | |
| RCILProtocol=100-5 (11 steps), Source=Excerpted from [54]2022.10 | 2,960 | 3,850 | 1,150 | — | — | — | |
| PLOPProtocol=100-5 (11 steps)2022.10 | 2,880 | 3,910 | 780 | — | — | — | |
| PLOP2020.11 | 2,875 | 3,911 | 7.81 | 35.25 | — | — | |
| PLOP2021.06 | 2,875 | 3,911 | 781 | — | — | — | |
| PLOP2022.03 | 2,870 | 3,910 | 7.8 | — | — | — | |
| MiBProtocol=100-5 (11 steps), Source=Re-implementation2022.10 | 2,650 | 3,690 | 540 | — | — | — | |
| MiB2020.11 | 2,596 | 3,601 | 5.66 | 32.69 | — | — | |
| MiB2021.06 | 2,596 | 3,601 | 566 | — | — | — | |
| MiB2022.03 | 2,590 | 3,600 | 5.6 | — | — | — | |
| MiBProtocol=100-5 (11 steps), Source=Excerpted from [54]2022.10 | 2,590 | 3,600 | 560 | — | — | — | |
| ILT2022.03 | 50 | 10 | 1.3 | — | — | — | |
| ILTProtocol=100-5 (11 steps), Source=Excerpted from [54]2022.10 | 50 | 10 | 130 | — | — | — | |
| ILT2020.11 | 49 | 8 | 1.31 | 7.83 | — | — | |
| ILT2021.06 | 49 | 8 | 131 | — | — | — | |
| JointBackbone=Swin-B2025.03 | 39.2 | 43.5 | 30.6 | — | — | — | |
| Jointtraining_mode=full_supervision_oracle2021.06 | 38.9 | 4,430 | 28.2 | — | — | — | |
| Jointtraining_mode=full_supervision_oracle2021.06 | 38.9 | 44.3 | 28.2 | — | — | — | |
| Jointtraining_mode=full_supervision_oracle2021.06 | 38.9 | — | — | — | 51.1 | 33.3 | |
| JointBackbone=Resnet1012025.03 | 38.9 | 44.3 | 28.2 | — | — | — | |
| Enhanced Instance ReplayBackbone=Swin-B2025.03 | 37.2 | 42.1 | 27.3 | — | — | — | |
| CoinSegBackbone=Swin-B2025.03 | 36.6 | 41.6 | 26.7 | — | — | — | |
| MicroSegBackbone=Swin-B2025.03 | 35.4 | 41.1 | 24.1 | — | — | — | |
| Enhanced Instance ReplayBackbone=Resnet1012025.03 | 35.3 | 41.9 | 21.9 | — | — | — | |
| TIKPBackbone=Resnet1012025.03 | 34.9 | 42.2 | 20.2 | — | — | — | |
| EWFBackbone=Resnet1012025.03 | 34.6 | 41.2 | 21.3 | — | — | — | |
| SSULBackbone=Swin-B2025.03 | 34.6 | 41.9 | 20.1 | — | — | — | |
| RCILBackbone=Resnet1012025.03 | 34.5 | 42.3 | 18.8 | — | — | — | |
| SSUL-Mmemory_size=3002021.06 | 34.46 | 4,286 | 17.66 | — | — | — | |
| SSUL-Mmemory_size=3002021.06 | 34.37 | 42.79 | 17.54 | — | — | — | |
| SSUL-MBackbone=Resnet1012025.03 | 33.6 | 41.3 | 18 | — | — | — | |
| SSULmemory_buffer=false2021.06 | 33.58 | 41.28 | 18.02 | — | — | — | |
| MicroSeg-MBackbone=Resnet1012025.03 | 33.2 | 40.4 | 18.6 | — | — | — | |
| SSULmemory_buffer=false2021.06 | 33.1 | 4,020 | 18.75 | — | — | — | |
| PLOP2021.06 | 32.94 | 41.87 | 14.89 | — | — | — | |
| MiBBackbone=Resnet1012025.03 | 32.8 | 40.5 | 17.2 | — | — | — | |
| MiB2021.06 | 32.79 | 40.52 | 17.17 | — | — | — | |
| PLOPBackbone=Resnet1012025.03 | 32.7 | 41.8 | 14.5 | — | — | — | |
| PLOP2021.06 | 31.59 | 4,048 | 13.61 | — | — | — | |
| PLOP2021.06 | 30.4 | — | — | — | 48.83 | 20.99 | |
| SSUL-Mmemory_size=3002021.06 | 29.77 | — | — | — | 49.12 | 20.1 | |
| SSULmemory_buffer=false2021.06 | 29.56 | — | — | — | 48.38 | 20.15 | |
| MiB2021.06 | 29.31 | — | — | — | 45.57 | 21.01 | |
| MiB2021.06 | 29.24 | 3,821 | 11.12 | — | — | — | |
| ILT2021.06 | 17 | 18.29 | 14.4 | — | — | — | |
| ILTBackbone=Resnet1012025.03 | 17 | 18.3 | 14.4 | — | — | — | |
| ILT2021.06 | 9.7 | — | — | — | 3.53 | 12.85 | |
| ILT2021.06 | 1.09 | 11 | 3.06 | — | — | — |