Interactive Segmentation on PascalPart
5.81NoC@85GraCo w/ GT
Evaluation Results
| Method | Links | |
|---|---|---|
| GraCo w/ GTBackbone=ViT-L, Granularity Type=Granularity-Controllable, Granularity control input=GT, Selection Strategy=Optimal granularity (0 to 1, step 0.1)2024.05 | 5.81 | |
| GraCo w/ GT+AGGBackbone=ViT-L, Granularity Type=Granularity-Controllable, Granularity control input=GT+AGG, Selection Strategy=Optimal granularity (0 to 1, step 0.1)2024.05 | 6 | |
| GraCo w/ GT+AGGBackbone=ViT-B, Granularity Type=Granularity-Controllable, Granularity control input=GT+AGG, Selection Strategy=Optimal granularity (0 to 1, step 0.1)2024.05 | 6.08 | |
| GraCo w/ GTBackbone=ViT-B, Granularity Type=Granularity-Controllable, Granularity control input=GT, Selection Strategy=Optimal granularity (0 to 1, step 0.1)2024.05 | 6.12 | |
| GraCo w/ AGGBackbone=ViT-L, Granularity Type=Granularity-Controllable, Granularity control input=AGG, Selection Strategy=Optimal granularity (0 to 1, step 0.1)2024.05 | 6.12 | |
| GraCo w/ AGGBackbone=ViT-B, Granularity Type=Granularity-Controllable, Granularity control input=AGG, Selection Strategy=Optimal granularity (0 to 1, step 0.1)2024.05 | 6.38 | |
| SimpleClickBackbone=ViT-L, Granularity Type=Single-granularity, Fine-tuning utilizing part annotation=true2024.05 | 7.28 | |
| SimpleClickBackbone=ViT-B, Granularity Type=Single-granularity, Fine-tuning utilizing part annotation=true2024.05 | 7.98 | |
| SimpleClickBackbone=ViT-L, Granularity Type=Single-granularity2024.05 | 10.23 | |
| GPCISBackbone=ResNet-50, Granularity Type=Single-granularity2024.05 | 10.91 | |
| RITMBackbone=HRNet-18, Granularity Type=Single-granularity2024.05 | 10.95 | |
| SimpleClickBackbone=ViT-B, Granularity Type=Single-granularity2024.05 | 10.97 | |
| SAMBackbone=ViT-L, Granularity Type=Multi-granularity2024.05 | 13.15 | |
| SAMBackbone=ViT-L, Granularity Type=Multi-granularity, Prediction selection strategy=Best matching result from multiple predictions2024.05 | 13.45 | |
| SAMBackbone=ViT-B, Granularity Type=Multi-granularity, Prediction selection strategy=Best matching result from multiple predictions2024.05 | 13.68 | |
| SAMBackbone=ViT-B, Granularity Type=Multi-granularity2024.05 | 13.89 | |
| CDNetBackbone=ResNet-34, Granularity Type=Single-granularity2024.05 | 14.95 |