Brain Tumor Segmentation on BraTS 2021 (Model Efficiency and Inference)
1.43Parameters (M)U-RWKV
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| U-RWKVType=CNN-RWKV, Patch Size=96 × 96 × 96, Modalities=4 (T1/T1ce/T2/FLAIR)2025.09 | 1.43 | 21.08 | 83.15 | — | |
| VeloxSeg-CType=CNN-Transformer, Patch Size=96 × 96 × 96, Modalities=4 (T1/T1ce/T2/FLAIR)2025.09 | 1.46 | 2.64 | 536.62 | 5.23 | |
| Slim UNETRType=CNN-Transformer, Patch Size=96 × 96 × 96, Modalities=4 (T1/T1ce/T2/FLAIR)2025.09 | 1.78 | 6.59 | 97.5 | 10.62 | |
| SuperLightNetType=CNN-Transformer, Patch Size=96 × 96 × 96, Modalities=4 (T1/T1ce/T2/FLAIR)2025.09 | 2.75 | 19.54 | 55.13 | 0.28 | |
| HCMA-UNetType=CNN-Mamba, Patch Size=96 × 96 × 96, Modalities=4 (T1/T1ce/T2/FLAIR)2025.09 | 2.81 | 26.69 | 53.72 | — | |
| SegFormer-3DType=CNN-Transformer, Patch Size=96 × 96 × 96, Modalities=4 (T1/T1ce/T2/FLAIR)2025.09 | 4.53 | 5.42 | 355.73 | 2.98 | |
| H-DenseFormerType=CNN-Transformer, Patch Size=96 × 96 × 96, Modalities=4 (T1/T1ce/T2/FLAIR)2025.09 | 5.39 | 73.18 | 95.61 | 0.42 | |
| MedNeXt-SType=CNN, Patch Size=96 × 96 × 96, Modalities=4 (T1/T1ce/T2/FLAIR)2025.09 | 5.54 | 57.95 | 27.75 | 0.06 | |
| UNetType=CNN, Patch Size=96 × 96 × 96, Modalities=4 (T1/T1ce/T2/FLAIR)2025.09 | 5.75 | 138.14 | 103.7 | 0.23 | |
| U-KANType=CNN-KAN, Patch Size=96 × 96 × 96, Modalities=4 (T1/T1ce/T2/FLAIR)2025.09 | 7.06 | 23.69 | 181.89 | 0.85 | |
| NestedformerType=CNN-Transformer, Patch Size=96 × 96 × 96, Modalities=4 (T1/T1ce/T2/FLAIR)2025.09 | 7.52 | 88.43 | 56.92 | 0.23 | |
| VSmTransType=CNN-Transformer, Patch Size=96 × 96 × 96, Modalities=4 (T1/T1ce/T2/FLAIR)2025.09 | 12.48 | 92.72 | 36.18 | 0.13 | |
| Swin UNETRType=CNN-Transformer, Patch Size=96 × 96 × 96, Modalities=4 (T1/T1ce/T2/FLAIR)2025.09 | 15.51 | 85.53 | 38.11 | 0.13 | |
| UNETR++Type=CNN-Transformer, Patch Size=96 × 96 × 96, Modalities=4 (T1/T1ce/T2/FLAIR)2025.09 | 19.98 | 58.81 | 153.63 | 0.52 | |
| VNetType=CNN, Patch Size=96 × 96 × 96, Modalities=4 (T1/T1ce/T2/FLAIR)2025.09 | 45.61 | 322.85 | 63.37 | 0.14 | |
| A2FSegType=CNN, Patch Size=96 × 96 × 96, Modalities=4 (T1/T1ce/T2/FLAIR)2025.09 | 74.55 | 361.18 | 28.92 | 0.08 | |
| UNETRType=CNN-Transformer, Patch Size=96 × 96 × 96, Modalities=4 (T1/T1ce/T2/FLAIR)2025.09 | 102.06 | 85.79 | 128.16 | 0.41 |