Lung Tumor Segmentation on PCLT20K (test)
63.81mIoUCIPA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CIPAconfig=ours, Flops=76.18G, Params=54.57M2025.03 | 63.81 | 77.91 | 89.01 | 17.74 | |
| SigmaFlops=76.18G, Params=48.28M2025.03 | 63.26 | 77.5 | 85.37 | 22.56 | |
| CMNeXtFlops=119.49G, Params=58.68M2025.03 | 63.12 | 77.39 | 85.77 | 24.95 | |
| nnSAM2025.03 | 62.93 | 77.25 | 85.24 | 22.49 | |
| CIPABackbone=Swin-T, Flops=92.48G, Params=121.22M2025.03 | 62.82 | 77.17 | 86.84 | 20.24 | |
| GeminiFusionFlops=129.92G, Params=75.54M2025.03 | 62.49 | 76.91 | 85.09 | 20.7 | |
| CMXFlops=65.43G, Params=66.56M2025.03 | 61.64 | 76.27 | 83.99 | 24.68 | |
| nnU-Net2025.03 | 61.44 | 76.11 | 85.61 | 22.94 | |
| CENFlops=524.75G, Params=118.11M2025.03 | 61.28 | 75.99 | 85.16 | 30.33 | |
| TokenFusionFlops=92.22G, Params=45.91M2025.03 | 61.21 | 75.94 | 84.52 | 25.52 | |
| DFormerFlops=14.83G, Params=39.01M2025.03 | 61.09 | 75.85 | 83.83 | 29.57 | |
| CIPABackbone=ResNet-50, Flops=77.77G, Params=58.04M2025.03 | 53.54 | 70.63 | 81.76 | 38.97 | |
| TransUNetFlops=258.58G, Params=186.46M2025.03 | 51.72 | 68.18 | 78.01 | 102.97 | |
| AsymFormerFlops=34.20G, Params=33.05M2025.03 | 50.03 | 66.69 | 76.52 | 30.4 | |
| Swin-UnetFlops=62.25G, Params=54.29M2025.03 | 36.41 | 53.38 | 75.48 | 124.68 |