Foreground Segmentation on Pascal-5i (3)
66.98mIoULaVin-DiT
Evaluation Results
| Method | Links | |
|---|---|---|
| LaVin-DiTParameters=7B2024.11 | 66.98 | |
| LVMParameters=7B2024.11 | 47.66 | |
| RH-Partial2Global w/ votingRef.=NIPS 2025, Voting Strategy=Yes2026.04 | 40.9 | |
| Partial2Global w/ votingRef.=NIPS 2024, Voting Strategy=Yes2026.04 | 40.22 | |
| Prompt-SelFRef.=TIP 2025, Voting Strategy=Yes2026.04 | 38.5 | |
| LaPR w/ votingRef.=CVPR 2026, Voting Strategy=Yes2026.04 | 38.3 | |
| LaPRRef.=CVPR 2026, Voting Strategy=No2026.04 | 37.63 | |
| RH-Partial2GlobalRef.=NIPS 2025, Voting Strategy=No2026.04 | 36.6 | |
| UnsupPR w/ votingRef.=NIPS 2023, Voting Strategy=Yes2026.04 | 36.44 | |
| Partial2GlobalRef.=NIPS 2024, Voting Strategy=No2026.04 | 36.01 | |
| SupPRRef.=NIPS 2023, Voting Strategy=No2026.04 | 32.32 | |
| UnsupPRRef.=NIPS 2023, Voting Strategy=No2026.04 | 31.16 | |
| Zhu et al.Ref.=AAAI 2025, Voting Strategy=No2026.04 | 30.84 | |
| MAE-VQGAN2024.11 | 26.15 | |
| MAE-VQGANPre-training=Figures dataset2022.09 | 24.25 | |
| RandomRef.=NIPS 2022, Voting Strategy=No2026.04 | 23.55 | |
| MAE2024.11 | 18.64 | |
| MAEPre-training=Figures dataset2022.09 | 16.53 | |
| Copybaseline=true2022.09 | 15.29 | |
| VQGANPre-training=Figures dataset2022.09 | 15.06 | |
| VQGANPre-training=IN-1k2022.09 | 9.43 | |
| MAE-VQGANPre-training=IN-1k2022.09 | 6.28 | |
| MAEPre-training=IN-1k2022.09 | 4.57 | |
| BEITPre-training=Figures dataset2022.09 | 3.29 | |
| BEITPre-training=IN-21k2022.09 | 0.95 |