3D Medical Image Segmentation on OAI-ZIB (test)
93.22Median 3D DSC (Femur)SAM2 sam2_hiera_large
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SAM2 sam2_hiera_largePrompt=3 points + video, Parameters=224.43M2024.08 | 93.22 | 92.22 | 91.96 | |
| SAM2 sam2_hiera_tinyPrompt=3 points + video, Parameters=38.95M2024.08 | 90.85 | 92.26 | 90.44 | |
| SAM2 sam2_hiera_smallPrompt=3 points + video, Parameters=46.04M2024.08 | 89.96 | 92.34 | 89.78 | |
| SAM2 sam2_hiera_base_plusPrompt=3 points + video, Parameters=80.83M2024.08 | 86.33 | 95.45 | 81.73 | |
| SAM1 sam_vit_hugePrompt=bounding box, Parameters=641.09M2024.08 | 82.23 | 81.04 | — | |
| SAM1 sam_vit_largePrompt=bounding box, Parameters=312.34M2024.08 | 81.97 | 81.1 | — | |
| SAM1 sam_vit_hugePrompt=point, Parameters=641.09M2024.08 | 75.08 | 71.85 | 65.27 | |
| SAM1 sam_vit_basePrompt=point, Parameters=93.73M2024.08 | 74.57 | 75.42 | 60.46 | |
| SAM2 sam2_hiera_base_plusPrompt=point, Parameters=80.83M2024.08 | 74.09 | 81.55 | 76.64 | |
| SAM1 sam_vit_basePrompt=bounding box, Parameters=93.73M2024.08 | 71.73 | 80.33 | — | |
| SAM2 sam2_hiera_largePrompt=point + video, Parameters=224.43M2024.08 | 71.54 | 90.52 | 58.18 | |
| SAM2 sam2_hiera_base_plusPrompt=point + video, Parameters=80.83M2024.08 | 70.19 | 96.43 | 77.07 | |
| SAM2 sam2_hiera_largePrompt=point, Parameters=224.43M2024.08 | 69.61 | 58.95 | 65.11 | |
| SAM2 sam2_hiera_smallPrompt=point, Parameters=46.04M2024.08 | 66.37 | 63.74 | 64.96 | |
| SAM1 sam_vit_largePrompt=point, Parameters=312.34M2024.08 | 65.38 | 73.04 | 72.82 | |
| SAM2 sam2_hiera_tinyPrompt=point, Parameters=38.95M2024.08 | 60.21 | 73.95 | 64.93 | |
| SAM2 sam2_hiera_smallPrompt=point + video, Parameters=46.04M2024.08 | 29.71 | 91.87 | 38.23 | |
| SAM2 sam2_hiera_tinyPrompt=point + video, Parameters=38.95M2024.08 | 24.33 | 91.37 | 32.75 |