notesum.ai
Published at November 25J-CaPA : Joint Channel and Pyramid Attention Improves Medical Image Segmentation
cs.CV
Released Date: November 25, 2024
Authors: Marzia Binta Nizam1, Marian Zlateva1, James Davis1
Aff.: 1Department of Computer Science, University of California, Santa Cruz, CA

| Model | Mean Dice | Mean HD95 | Aorta | Gallbladder | Kidney (L) | Kidney (R) | Liver | Pancreas | Spleen | Stomach |
|---|---|---|---|---|---|---|---|---|---|---|
| TransUNet [14] | 76.90 | 32.87 | 86.80 | 59.60 | 81.40 | 74.00 | 94.50 | 54.10 | 87.30 | 77.80 |
| TransNorm[27] | 78.40 | 30.25 | 86.23 | 65.10 | 82.18 | 78.63 | 94.22 | 55.34 | 89.50 | 76.01 |
| SwinUnet [15] | 79.13 | 21.55 | 85.47 | 66.53 | 83.28 | 79.61 | 94.29 | 56.58 | 90.66 | 76.60 |
| DA-TransUnet [18] | 79.80 | 23.48 | 86.54 | 65.27 | 81.70 | 80.45 | 94.57 | 61.62 | 88.53 | 79.73 |
| IB-TransUNet[28] | 81.05 | 22.63 | 88.24 | 66.25 | 83.89 | 79.87 | 94.63 | 63.56 | 90.23 | 81.75 |
| SAMed[25] | 81.88 | 20.64 | 87.77 | 69.11 | 80.45 | 79.95 | 94.8 | 72.17 | 88.72 | 82.06 |
| Ours | 82.29 | 19.74 | 88.28 | 63.10 | 86.00 | 83.10 | 94.60 | 69.30 | 90.70 | 83.30 |