Semantic Segmentation on Cityscapes (val) (mIoUclean, mIoUnoise)
78.25mIoUcleanBaseline
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BaselineCompression Level=None, GFLOPs=347.77 ×1.02026.07 | 78.25 | 63.26 | |
| CTSCompression Level=Mild, GFLOPs=185.52 ×1.92026.07 | 78.15 | 63.07 | |
| NViTCompression Level=Mild, GFLOPs=215.61 ×1.62026.07 | 78.12 | 61.78 | |
| ALGMCompression Level=Mild, GFLOPs=190.27 ×1.82026.07 | 77.98 | 61.68 | |
| NViT+ToMe (PtM)Compression Level=Moderate, GFLOPs=141.46 ×2.52026.07 | 77.58 | 60.69 | |
| CTSCompression Level=Moderate, GFLOPs=150.03 ×2.32026.07 | 77.54 | 62.4 | |
| NViT-HCompression Level=Moderate, GFLOPs=138.55 ×2.52026.07 | 77.52 | 61.04 | |
| NViT-B+ToMe (PtM)Compression Level=Aggressive, GFLOPs=95.87 ×3.62026.07 | 77.52 | 60.71 | |
| ToMeCompression Level=Mild, GFLOPs=183.83 ×1.92026.07 | 77.4 | 62.02 | |
| ALGMCompression Level=Moderate, GFLOPs=157.19 ×2.22026.07 | 76.86 | 60.6 | |
| NViT-SCompression Level=Aggressive, GFLOPs=95.05 ×3.72026.07 | 76.76 | 58.75 | |
| ToMeCompression Level=Moderate, GFLOPs=142.11 ×2.52026.07 | 75.25 | 60.74 | |
| CTSCompression Level=Aggressive, GFLOPs=100.18 ×3.52026.07 | 73.81 | 60.99 | |
| ALGMCompression Level=Aggressive, GFLOPs=98.94 ×3.52026.07 | 73.15 | 57.2 | |
| ToMeCompression Level=Aggressive, GFLOPs=98.60 ×3.52026.07 | 64.5 | 50.56 |