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ResearchFormerly WizWand

Interactive Segmentation on PascalPart

5.81NoC@85GraCo w/ GT
5.44447.912210.3812.8478May 1, 2024
Updated 8mo ago

Evaluation results

MethodLinks
GraCo w/ GTBackbone=ViT-L, Granularity Type=Granularity-Controllable, Granularity control input=GT, Selection Strategy=Optimal granularity (0 to 1, step 0.1)2024.055.81
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)2024.056
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)2024.056.08
GraCo w/ GTBackbone=ViT-B, Granularity Type=Granularity-Controllable, Granularity control input=GT, Selection Strategy=Optimal granularity (0 to 1, step 0.1)2024.056.12
GraCo w/ AGGBackbone=ViT-L, Granularity Type=Granularity-Controllable, Granularity control input=AGG, Selection Strategy=Optimal granularity (0 to 1, step 0.1)2024.056.12
GraCo w/ AGGBackbone=ViT-B, Granularity Type=Granularity-Controllable, Granularity control input=AGG, Selection Strategy=Optimal granularity (0 to 1, step 0.1)2024.056.38
SimpleClickBackbone=ViT-L, Granularity Type=Single-granularity, Fine-tuning utilizing part annotation=true2024.057.28
SimpleClickBackbone=ViT-B, Granularity Type=Single-granularity, Fine-tuning utilizing part annotation=true2024.057.98
SimpleClickBackbone=ViT-L, Granularity Type=Single-granularity2024.0510.23
GPCISBackbone=ResNet-50, Granularity Type=Single-granularity2024.0510.91
RITMBackbone=HRNet-18, Granularity Type=Single-granularity2024.0510.95
SimpleClickBackbone=ViT-B, Granularity Type=Single-granularity2024.0510.97
SAMBackbone=ViT-L, Granularity Type=Multi-granularity2024.0513.15
SAMBackbone=ViT-L, Granularity Type=Multi-granularity, Prediction selection strategy=Best matching result from multiple predictions2024.0513.45
SAMBackbone=ViT-B, Granularity Type=Multi-granularity, Prediction selection strategy=Best matching result from multiple predictions2024.0513.68
SAMBackbone=ViT-B, Granularity Type=Multi-granularity2024.0513.89
CDNetBackbone=ResNet-34, Granularity Type=Single-granularity2024.0514.95