Surgical Video Segmentation on ATLAS-120k (test)
64APATLAS
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ATLASBackbone=ViT-L, #PARAMS (M)=3182026.06 | 64 | 70 | 89 | 49 | 85 | 79 | |
| ATLASBackbone=ViT-B, #PARAMS (M)=942026.06 | 60 | 67 | 85 | 42 | 81 | 74 | |
| ATLASBackbone=ViT-S, #PARAMS (M)=242026.06 | 52 | 54 | 80 | 31 | 75 | 66 | |
| SurgeNet-caBackbone=CaFormer-S18, #PARAMS (M)=262026.06 | 51 | 55 | 80 | 32 | 61 | 49 | |
| SurgeNet-convBackbone=ConvNeXtv2, #PARAMS (M)=302026.06 | 50 | 52 | 78 | 31 | 66 | 54 | |
| SAM3-UNetBackbone=Hiera-L, #PARAMS (M)=4492026.06 | 48 | 51 | 76 | 35 | 73 | 64 | |
| SurgeNet-pvtBackbone=PVTv2, #PARAMS (M)=272026.06 | 47 | 49 | 79 | 32 | 78 | 70 | |
| EndoViTBackbone=ViT-B, #PARAMS (M)=1122026.06 | 46 | 49 | 79 | 32 | 73 | 64 | |
| SAM2-UNetBackbone=Hiera-L, #PARAMS (M)=2172026.06 | 45 | 46 | 76 | 24 | 63 | 52 | |
| DINOv3Backbone=ViT-L, #PARAMS (M)=3032026.06 | 43 | 44 | 74 | 28 | 70 | 60 | |
| DINOv3Backbone=ViT-B, #PARAMS (M)=862026.06 | 41 | 43 | 77 | 27 | 72 | 63 | |
| GastroNet5MBackbone=ViT-B, #PARAMS (M)=862026.06 | 36 | 33 | 66 | 18 | 66 | 54 | |
| DINOv2Backbone=ViT-B, #PARAMS (M)=872026.06 | 32 | 29 | 61 | 9 | 69 | 57 | |
| DINOv2Backbone=ViT-L, #PARAMS (M)=3042026.06 | 29 | 25 | 61 | 10 | 61 | 49 | |
| EndoFMBackbone=ViT-B, #PARAMS (M)=1412026.06 | 24 | 17 | 55 | 11 | 52 | 39 |