Instance Segmentation on SELVAMASK 1.0 (test)
24.4mAPSelvaBox → SAM3
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| SelvaBox → SAM3OOD (zero-shot)=false, SelvaBox weights=Fine-tuned, SAM3 weights=Fine-tuned, Pipeline=Modular2026.02 | 24.4 | 46.9 | 22.5 | 38.7 | 73.1 | 36.4 | 36.3 | 63.9 | 36.9 | |
| SelvaBox → SAM2OOD (zero-shot)=false, SelvaBox weights=Fine-tuned, SAM2 weights=Fine-tuned, Pipeline=Modular2026.02 | 23.6 | 48.3 | 21.1 | 37.1 | 72 | 33.8 | 35.3 | 63.5 | 35.3 | |
| SelvaBox → SAM3OOD (zero-shot)=false, SelvaBox weights=Fine-tuned, SAM3 weights=Frozen, Pipeline=Modular2026.02 | 22 | 45.9 | 18.5 | 36.5 | 73.1 | 32.1 | 32.8 | 62 | 31.7 | |
| SelvaBox → SAM2OOD (zero-shot)=false, SelvaBox weights=Fine-tuned, SAM2 weights=Frozen, Pipeline=Modular2026.02 | 20.9 | 44.3 | 17.3 | 35 | 71.7 | 30.5 | 32.1 | 61.7 | 30.9 | |
| DINO → SAM3OOD (zero-shot)=false, DINO weights=Fine-tuned, SAM3 weights=Frozen, Pipeline=Modular2026.02 | 20.5 | 42.9 | 17.1 | 35.1 | 70.8 | 30.7 | 32.4 | 61.8 | 30.1 | |
| Mask2Former (Swin-L)OOD (zero-shot)=false, Fine-tuned=true, Backbone=Swin-L, Architecture=End-to-end2026.02 | 19.7 | 42.4 | 16.2 | 26.5 | 52.8 | 23.9 | 30.8 | 57.3 | 29.7 | |
| SelvaBox → SAM3OOD (zero-shot)=true, SelvaBox weights=Frozen, SAM3 weights=Frozen, Pipeline=Modular2026.02 | 17.2 | 34.4 | 15.4 | 31.7 | 61.1 | 29.5 | 30.2 | 57.3 | 29.6 | |
| SelvaBox → SAM2OOD (zero-shot)=true, SelvaBox weights=Frozen, SAM2 weights=Frozen, Pipeline=Modular2026.02 | 16.5 | 33.2 | 14.6 | 30.6 | 60 | 28.2 | 29.6 | 56.2 | 28.3 | |
| RSPrompter (SAM-huge)OOD (zero-shot)=false, Fine-tuned=true, Backbone=SAM-huge, Architecture=End-to-end2026.02 | 16.3 | 35.1 | 13.9 | 21.3 | 41.6 | 20 | 26.5 | 50 | 26.1 | |
| Mask R-CNN (ResNet-50)OOD (zero-shot)=false, Fine-tuned=true, Backbone=ResNet-50, Architecture=End-to-end2026.02 | 11.1 | 28.7 | 6.6 | 21.6 | 48.9 | 16.3 | 17.8 | 38 | 14.8 | |
| Mask2Former (ResNet-50)OOD (zero-shot)=false, Fine-tuned=true, Backbone=ResNet-50, Architecture=End-to-end2026.02 | 10.5 | 24.8 | 7.5 | 16 | 33.3 | 13.9 | 23.1 | 49 | 19.8 | |
| Detectree2 (flexi)OOD (zero-shot)=true, Architecture=End-to-end2026.02 | 7.8 | 18.9 | 5.2 | 12.3 | 26.5 | 10.2 | 15.7 | 33.8 | 12.7 | |
| RSPrompter (SAM-base)OOD (zero-shot)=false, Fine-tuned=true, Backbone=SAM-base, Architecture=End-to-end2026.02 | 6.6 | 15.5 | 4.9 | 10.2 | 21.8 | 8.6 | 13.4 | 28.6 | 11.2 | |
| DeepForest → SAM3OOD (zero-shot)=true, DeepForest weights=Frozen, SAM3 weights=Frozen, Pipeline=Modular2026.02 | 5.3 | 12.6 | 3.7 | 7.3 | 16.3 | 5.9 | 12.6 | 28.5 | 9.7 | |
| Detectree2 (resize)OOD (zero-shot)=true, Architecture=End-to-end2026.02 | 5 | 11.7 | 3.5 | 9.8 | 21.7 | 7.7 | 5.6 | 10.2 | 5.6 |