Semantic Segmentation on PASCAL-Context (OOD Robustness)
71.1mIoU (Fog)FTP
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FTPBackbone=Swin-Tiny, Pre-training=ImageNet-21K, Decoder=Segformer, Inference Time (s/it)=0.4012023.10 | 71.1 | 52.63 | 40.25 | 69.81 | 58.45 | 32.83 | |
| L2-SPBackbone=Swin-Tiny, Pre-training=ImageNet-21K, Decoder=Segformer, Inference Time (s/it)=0.3472023.10 | 69.87 | 49.2 | 39.1 | 68.61 | 56.7 | 28.85 | |
| TPGMBackbone=Swin-Tiny, Pre-training=ImageNet-21K, Decoder=Segformer, Inference Time (s/it)=0.6112023.10 | 69.51 | 50.88 | 38.62 | 68.82 | 56.96 | 29.44 | |
| AdapterBackbone=Swin-Tiny, Pre-training=ImageNet-21K, Decoder=Segformer, Inference Time (s/it)=0.2332023.10 | 69.36 | 50.94 | 37.43 | 68.26 | 56.5 | 28.4 | |
| LLRDBackbone=Swin-Tiny, Pre-training=ImageNet-21K, Decoder=Segformer, Inference Time (s/it)=0.2892023.10 | 68.13 | 46.18 | 37.28 | 66.3 | 54.47 | 23.79 | |
| BitFitBackbone=Swin-Tiny, Pre-training=ImageNet-21K, Decoder=Segformer, Inference Time (s/it)=0.2482023.10 | 67 | 46.39 | 30.61 | 66.22 | 52.56 | 19.44 | |
| MARS-SPBackbone=Swin-Tiny, Pre-training=ImageNet-21K, Decoder=Segformer, Inference Time (s/it)=0.3182023.10 | 56.97 | 37.29 | 21.82 | 58.27 | 43.59 | -0.94 | |
| Vanilla FTBackbone=Swin-Tiny, Pre-training=ImageNet-21K, Decoder=Segformer, Inference Time (s/it)=0.2882023.10 | 56.72 | 38.04 | 23.21 | 58.03 | 44 | 0 |