3D Medical Image Segmentation on BCV (test)
96.5Sensitivity (Sp)ASPP
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ASPPParameters (M)=45.52021.03 | 96.5 | 93.8 | 65.6 | 78.1 | 97.1 | 84 | 91.1 | 87.9 | 77 | 82.6 | 73.9 | 84.3 | |
| CoTr*Parameters (M)=27.9, variant=small CNN-encoder2021.03 | 96.4 | 94 | 66.2 | 76.4 | 97 | 84.2 | 90.3 | 87.6 | 76.3 | 80.8 | 72.9 | 83.8 | |
| Non-localParameters (M)=32.82021.03 | 96.3 | 93.7 | 64.6 | 77.9 | 97.1 | 84.1 | 90.8 | 87.7 | 77.2 | 82.1 | 73.3 | 84.1 | |
| CoTrParameters (M)=41.92021.03 | 96.3 | 93.9 | 66.6 | 78 | 97.1 | 88.2 | 91.2 | 88 | 78.1 | 83.1 | 74.1 | 85 | |
| CoTr¹Parameters (M)=36.9, variant=small CNN-encoder2021.03 | 96.2 | 93.8 | 66.5 | 78.6 | 97.1 | 86.9 | 90.8 | 87.8 | 77.7 | 82.8 | 73.2 | 84.7 | |
| PPParameters (M)=33.92021.03 | 96.1 | 93.1 | 64.3 | 77.4 | 97 | 85.3 | 90.8 | 87.4 | 77.2 | 81.9 | 72.8 | 83.9 | |
| CoTr w/o DeTransParameters (M)=32.62021.03 | 96 | 92.6 | 63.8 | 77.9 | 97 | 83.6 | 90.8 | 87.8 | 76.7 | 81.2 | 72.6 | 83.6 | |
| TransUnetParameters (M)=43.52021.03 | 95.9 | 93.7 | 63.1 | 77.8 | 97 | 86.2 | 91 | 87.8 | 77.8 | 81.6 | 73.9 | 84.2 | |
| SETR (VIT-B/16-rand)Parameters (M)=100.5, Initialization=random2021.03 | 95.2 | 92.3 | 55.6 | 71.3 | 96.2 | 80.2 | 89.7 | 83.9 | 68.9 | 68.7 | 60.5 | 78.4 | |
| CoTr w/o CNN-encoderParameters (M)=21.92021.03 | 95.2 | 92.8 | 59.2 | 72.2 | 96.3 | 81.2 | 89.9 | 85.1 | 71.9 | 73.3 | 61 | 79.8 | |
| SETR (VIT-B/16-pre)Parameters (M)=100.5, Initialization=pre-trained2021.03 | 94.8 | 91.7 | 55.2 | 70.9 | 96.2 | 76.9 | 89.3 | 82.4 | 69.6 | 70.7 | 58.7 | 77.8 |