Image Segmentation on MICCAI FLARE 2022
97.08LiverM4oE
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| M4oE2024.05 | 97.08 | 94.92 | 95.74 | 76.99 | — | — | 79.38 | — | 89.78 | 94.62 | 89.78 | |
| DoDNet2024.05 | 96.64 | 95.32 | 90.91 | 79.48 | — | — | 74.58 | — | 90.85 | 95.43 | 89.03 | |
| Temporalctx=10, fine-tuning=true2025.06 | 96.31 | 92.02 | 96.5 | 79.53 | 96.71 | 92.18 | 90.73 | 86.97 | 87.64 | 90.9 | 90.95 | |
| Temporalctx=10, fine-tuning=true, selection=topk2025.06 | 95.06 | 90.32 | 93.71 | 78.6 | 96.69 | 92.14 | 85.98 | 87.72 | 86.71 | 89.58 | 89.65 | |
| Temporalctx=5, fine-tuning=true2025.06 | 95.04 | 91.15 | 95.78 | 78.72 | 96.69 | 92.04 | 83.61 | 86.19 | 85.85 | 89.8 | 89.49 | |
| STU-Net-L2024.05 | 94.48 | 86.68 | 91.27 | 82 | — | — | 76.31 | — | 89.31 | 87.51 | 86.79 | |
| Temporalctx=10, fine-tuning=false2025.06 | 92.43 | 91.05 | 92.21 | 62.11 | 95.6 | 83.64 | 81.3 | 72.28 | 74.99 | 89.91 | 83.55 | |
| Foster et al.ctx=10, backbone=CLIP2025.06 | 92.34 | 89.68 | 91.36 | 48.86 | 94.9 | 82.52 | 61.42 | 64.34 | 72.91 | 85.83 | 78.42 | |
| Foster et al.ctx=10, backbone=Dino v22025.06 | 91.61 | 90.03 | 88.15 | 49.1 | 94.85 | 84.32 | 75.19 | 67.3 | 75.09 | 87.47 | 80.31 | |
| Temporalctx=5, fine-tuning=false2025.06 | 90.88 | 90.03 | 92.22 | 61.05 | 95.26 | 81.85 | 75.79 | 70.96 | 71.94 | 88.81 | 81.88 | |
| MED3D2024.05 | 90.36 | 88.47 | 91.98 | 73.82 | — | — | 67.84 | — | 92.3 | 87.23 | 84.53 | |
| Foster et al.ctx=10, sampling=Random, evals=52025.06 | 89.99 | 89.04 | 85.61 | 30.06 | 92.78 | 69.98 | 53.78 | 41.27 | 63.49 | 90.03 | 70.6 | |
| Foster et al.ctx=10, backbone=MedCLIP2025.06 | 89.5 | 84.86 | 86.05 | 44.64 | 95.35 | 82.07 | 66.47 | 67.58 | 75.01 | 80.97 | 77.24 | |
| Liu's2024.05 | 89.3 | 78.4 | 83.07 | 58.86 | — | — | 55.35 | — | 67.82 | 76.32 | 72.73 | |
| SAM-Med2DEvaluation protocol=Single data point2024.05 | 80.37 | 78.19 | 82.47 | 53.12 | — | — | 50.37 | — | 75.01 | 77.96 | 71.07 |