Semantic Segmentation on ADE20K 164K (val)
53.2mIoUSegMAN-L
Evaluation Results
| Method | Links | |
|---|---|---|
| SegMAN-LParams(M)=92.4, GFLOP=97.1, Resolution=512x5122024.12 | 53.2 | |
| SegMAN-BParams(M)=51.8, GFLOP=58.1, Resolution=512x5122024.12 | 52.6 | |
| VWFormer-B5Params(M)=84.6, GFLOP=96.1, Resolution=512x5122024.12 | 52 | |
| SegMAN-SParams(M)=29.4, GFLOP=25.3, Resolution=512x5122024.12 | 51.3 | |
| SegNeXt-LParams(M)=48.9, GFLOP=70.0, Resolution=512x5122024.12 | 51 | |
| Segformer-B5Params(M)=84.7, GFLOP=110.3, Resolution=512x5122024.12 | 51 | |
| VWFormer-B3Params(M)=47.3, GFLOP=63.3, Resolution=512x5122024.12 | 50.3 | |
| Segformer-B3Params(M)=47.3, GFLOP=79.0, Resolution=512x5122024.12 | 49.4 | |
| EDAFormer-BParams(M)=29.4, GFLOP=32.1, Resolution=512x5122024.12 | 49 | |
| ViT-CoMer-BParams(M)=144.7, GFLOP=455.4, Resolution=512x5122024.12 | 48.8 | |
| SegNeXt-BParams(M)=27.6, GFLOP=34.9, Resolution=512x5122024.12 | 48.5 | |
| VWFormer-B2Params(M)=27.4, GFLOP=46.6, Resolution=512x5122024.12 | 48.1 | |
| Swin UperNet-BParams(M)=121.0, GFLOP=261.0, Resolution=512x5122024.12 | 48.1 | |
| FeedFormer-B2Params(M)=29.1, GFLOP=42.7, Resolution=512x5122024.12 | 48 | |
| Mask2FormerParams(M)=47.0, GFLOP=74.0, Resolution=512x5122024.12 | 47.7 | |
| CGRSeg-T†Params(M)=35.7, GFLOP=16.5, Resolution=512x5122024.12 | 47.3 | |
| MaskFormerParams(M)=42.0, GFLOP=55.0, Resolution=512x5122024.12 | 46.7 | |
| ViT-CoMer-SParams(M)=61.4, GFLOP=296.1, Resolution=512x5122024.12 | 46.5 | |
| Segformer-B2Params(M)=27.5, GFLOP=62.4, Resolution=512x5122024.12 | 46.5 | |
| OCRNetParams(M)=70.5, GFLOP=164.8, Resolution=512x5122024.12 | 45.6 | |
| Swin UperNet-TParams(M)=60.0, GFLOP=236.0, Resolution=512x5122024.12 | 44.4 | |
| SegMAN-TParams(M)=6.4, GFLOP=6.2, Resolution=512x5122024.12 | 43 | |
| CGRSeg-T†Params(M)=9.4, GFLOP=4.8, Resolution=512x5122024.12 | 42.5 | |
| EDAFormer-TParams(M)=4.9, GFLOP=5.8, Resolution=512x5122024.12 | 42.3 | |
| SegNeXt-TParams(M)=4.3, GFLOP=7.7, Resolution=512x5122024.12 | 41.1 | |
| VWFormer-B0Params(M)=3.7, GFLOP=5.8, Resolution=512x5122024.12 | 38.9 | |
| Segformer-B0Params(M)=3.8, GFLOP=8.4, Resolution=512x5122024.12 | 37.4 |