Interactive Segmentation on PartImageNet
4.92NoC@85GraCo w/ GT+AGG
Evaluation Results
| Method | Links | |
|---|---|---|
| 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 | 4.92 | |
| 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 | 5.26 | |
| 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 | 5.32 | |
| 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 | 5.34 | |
| SimpleClickBackbone=ViT-L, Granularity Type=Single-granularity, Fine-tuning utilizing part annotation=true2024.05 | 5.81 | |
| 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 | 6.01 | |
| 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 | 6.05 | |
| SimpleClickBackbone=ViT-B, Granularity Type=Single-granularity, Fine-tuning utilizing part annotation=true2024.05 | 6.45 | |
| SimpleClickBackbone=ViT-L, Granularity Type=Single-granularity2024.05 | 8.14 | |
| GPCISBackbone=ResNet-50, Granularity Type=Single-granularity2024.05 | 8.24 | |
| SimpleClickBackbone=ViT-B, Granularity Type=Single-granularity2024.05 | 8.58 | |
| RITMBackbone=HRNet-18, Granularity Type=Single-granularity2024.05 | 9.02 | |
| SAMBackbone=ViT-L, Granularity Type=Multi-granularity2024.05 | 11.94 | |
| CDNetBackbone=ResNet-34, Granularity Type=Single-granularity2024.05 | 11.96 | |
| SAMBackbone=ViT-L, Granularity Type=Multi-granularity, Prediction selection strategy=Best matching result from multiple predictions2024.05 | 12.76 | |
| SAMBackbone=ViT-B, Granularity Type=Multi-granularity, Prediction selection strategy=Best matching result from multiple predictions2024.05 | 12.98 | |
| SAMBackbone=ViT-B, Granularity Type=Multi-granularity2024.05 | 13.32 |