Instance Segmentation on iShape
62.93mmAP (Average)ASIS
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ASISBackbone=ResNet-50, OHEM=true2021.09 | 62.93 | 88.5 | 24.6 | 60.4 | 57.4 | 69.4 | 77.3 | |
| ASISBackbone=ResNet-50, OHEM=false2021.09 | 53.51 | 82.1 | 17.6 | 48 | 40.5 | 66.4 | 66.5 | |
| SDEvaluation Protocol=Zero-shot, Prompt=Single point, Training Data=Hypersim+VK22025.05 | 51.4 | — | — | — | — | — | — | |
| GMIS*Backbone=ResNet-502021.09 | 41.21 | 67.6 | 14.9 | 30.6 | 24.8 | 63.2 | 46.1 | |
| MAE-HEvaluation Protocol=Zero-shot, Prompt=Single point, Training Data=Hypersim+VK22025.05 | 34.9 | — | — | — | — | — | — | |
| MAE-BEvaluation Protocol=Zero-shot, Prompt=Single point, Training Data=Hypersim+VK22025.05 | 31.1 | — | — | — | — | — | — | |
| DINO-BEvaluation Protocol=Zero-shot, Prompt=Single point, Training Data=Hypersim+VK22025.05 | 27.4 | — | — | — | — | — | — | |
| SEBackbone=ResNet-502021.09 | 18.17 | 38.3 | 0 | 0 | 49.8 | 20.9 | 0 | |
| SAMEvaluation Protocol=Zero-shot, Prompt=Single point, Training Data=SA-1B2025.05 | 16.8 | — | — | — | — | — | — | |
| SOLOv2Backbone=ResNet-502021.09 | 14.07 | 6.6 | 27.5 | 0 | 28.8 | 22.2 | 0 | |
| DETRBackbone=ResNet-502021.09 | 13.85 | 2.1 | 2.6 | 0 | 32.2 | 46.2 | 0 | |
| Mask RCNNBackbone=ResNet-502021.09 | 12.63 | 16.9 | 4.2 | 0 | 22.1 | 32.6 | 0 | |
| PolarMaskBackbone=ResNet-502021.09 | 3.1 | 0 | 0 | 0 | 0 | 18.6 | 0 | |
| SimpleClickEvaluation Protocol=Zero-shot, Prompt=Single point, Training Data=Hypersim+VK22025.05 | 1.6 | — | — | — | — | — | — |