Interactive Object Removal on RORD
10.71LPIPSVQ-GAN Oracle
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VQ-GAN OracleInteraction Cue=Bounding Box2026.04 | 10.71 | 61.91 | 22.87 | |
| VQ-GAN OracleInteraction Cue=Ellipse2026.04 | 10.71 | 61.91 | 22.87 | |
| VQ-GAN OracleInteraction Cue=Scribbles2026.04 | 10.71 | 61.91 | 22.87 | |
| VQ-GAN OracleInteraction Cue=Click2026.04 | 10.71 | 61.91 | 22.87 | |
| VQ-GAN OracleInteraction Cue=+ Clicks2026.04 | 10.71 | 61.91 | 22.87 | |
| i-DeLVMTaskInteraction Cue=Click, Category=Specialist2026.04 | 19 | 57.53 | 20.33 | |
| i-DeLVMIntInteraction Cue=Click, Category=Specialist2026.04 | 19.26 | 57.5 | 20.18 | |
| i-DeLVMTaskInteraction Cue=Scribbles, Category=Specialist2026.04 | 19.27 | 57.63 | 20.41 | |
| i-DeLVMAllInteraction Cue=Click, Category=Specialist2026.04 | 19.46 | 57.37 | 20.21 | |
| i-DeLVMIntInteraction Cue=Scribbles, Category=Specialist2026.04 | 19.47 | 57.66 | 20.37 | |
| i-DeLVMAllInteraction Cue=Scribbles, Category=Specialist2026.04 | 19.59 | 57.63 | 20.42 | |
| i-DeLVMTaskInteraction Cue=+ Clicks, Category=Specialist2026.04 | 19.87 | 57.3 | 20.4 | |
| i-DeLVMIntInteraction Cue=+ Clicks, Category=Specialist2026.04 | 20.16 | 57.34 | 20.19 | |
| i-DeLVMUnseenInteraction Cue=Scribbles, Category=Generalist2026.04 | 20.3 | 57.33 | 20.09 | |
| i-DeLVMUnseenInteraction Cue=Click, Category=Generalist2026.04 | 20.33 | 57.23 | 20.13 | |
| i-DeLVMAllInteraction Cue=+ Clicks, Category=Specialist2026.04 | 20.46 | 57.2 | 20.21 | |
| i-DeLVMUnseenInteraction Cue=+ Clicks, Category=Generalist2026.04 | 21.38 | 57.05 | 20.13 | |
| i-DeLVMTaskInteraction Cue=Bounding Box, Category=Specialist2026.04 | 22.02 | 56.45 | 20.02 | |
| i-DeLVMAllInteraction Cue=Bounding Box, Category=Specialist2026.04 | 22.38 | 56.47 | 20.03 | |
| i-DeLVMIntInteraction Cue=Bounding Box, Category=Specialist2026.04 | 22.68 | 56.57 | 19.95 | |
| i-DeLVMTaskInteraction Cue=Ellipse, Category=Specialist2026.04 | 22.78 | 56.18 | 19.88 | |
| i-DeLVMAllInteraction Cue=Ellipse, Category=Specialist2026.04 | 23.36 | 56.03 | 19.76 | |
| i-DeLVMIntInteraction Cue=Ellipse, Category=Specialist2026.04 | 23.87 | 55.7 | 19.47 | |
| i-DeLVMUnseenInteraction Cue=Bounding Box, Category=Generalist2026.04 | 24.18 | 55.42 | 19.3 | |
| Copy queryInteraction Cue=Click, Category=Generalist2026.04 | 24.28 | 54.61 | 17.47 | |
| LVM (3B)Interaction Cue=Click, Category=Generalist2026.04 | 25.26 | 52.58 | 17.23 | |
| Copy queryInteraction Cue=Scribbles, Category=Generalist2026.04 | 25.53 | 54.27 | 17.33 | |
| i-DeLVMUnseenInteraction Cue=Ellipse, Category=Generalist2026.04 | 25.83 | 55.43 | 19.3 | |
| DeLVM (1B)Interaction Cue=Click, Category=Generalist2026.04 | 25.97 | 53.48 | 17.08 | |
| LVM (3B)Interaction Cue=Scribbles, Category=Generalist2026.04 | 26.25 | 53.48 | 17.16 | |
| Copy queryInteraction Cue=+ Clicks, Category=Generalist2026.04 | 27.09 | 53.93 | 17.13 | |
| LVM (3B)Interaction Cue=Bounding Box, Category=Generalist2026.04 | 27.32 | 51.48 | 16.84 | |
| LVM (3B)Interaction Cue=+ Clicks, Category=Generalist2026.04 | 27.78 | 52.8 | 16.9 | |
| DeLVM (1B)Interaction Cue=Scribbles, Category=Generalist2026.04 | 27.89 | 52.53 | 16.79 | |
| DeLVM (1B)Interaction Cue=+ Clicks, Category=Generalist2026.04 | 28.18 | 52.98 | 16.85 | |
| Copy queryInteraction Cue=Bounding Box, Category=Generalist2026.04 | 31.62 | 50.73 | 15.98 | |
| LVM (3B)Interaction Cue=Ellipse, Category=Generalist2026.04 | 32.53 | 48.93 | 16.06 | |
| Copy queryInteraction Cue=Ellipse, Category=Generalist2026.04 | 33.05 | 50.07 | 15.98 | |
| DeLVM (1B)Interaction Cue=Bounding Box, Category=Generalist2026.04 | 33.59 | 49.06 | 15.5 | |
| DeLVM (1B)Interaction Cue=Ellipse, Category=Generalist2026.04 | 35.38 | 48.29 | 15.42 | |
| DeLVM (300M)Interaction Cue=Click, Category=Generalist2026.04 | 48.59 | 30.75 | 11.61 | |
| DeLVM (300M)Interaction Cue=Scribbles, Category=Generalist2026.04 | 51.24 | 27.95 | 10.92 | |
| DeLVM (300M)Interaction Cue=+ Clicks, Category=Generalist2026.04 | 52.72 | 27.19 | 10.72 | |
| DeLVM (300M)Interaction Cue=Bounding Box, Category=Generalist2026.04 | 57.42 | 25.67 | 9.82 | |
| DeLVM (300M)Interaction Cue=Ellipse, Category=Generalist2026.04 | 59.24 | 23.64 | 9.48 |