Generalized Category Discovery on Office-Home
67.55All AccuracyCDAD-Net (DA) [Upper bound]
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CDAD-Net (DA) [Upper bound]Synthetic Domains=false2025.03 | 67.55 | 72.42 | 63.44 | |
| DG2CD-Net* (LoRA)Synthetic Domains=true2025.03 | 54.32 | 53.03 | 56.03 | |
| DG2CD-NetSynthetic Domains=true2025.03 | 53.86 | 53.37 | 54.33 | |
| CDAD-NetSynthetic Domains=false2025.03 | 53.69 | 57.07 | 47.32 | |
| DG2CD-Net with TIES-MergingSynthetic Domains=true2025.03 | 53.52 | 57.12 | 48.03 | |
| CDAD-Net with SyntheticSynthetic Domains=true2025.03 | 53.49 | 56.9 | 47.76 | |
| GCDSynthetic Domains=false2025.03 | 52.71 | 54.19 | 50.29 | |
| DG2CD-Net with baseline TASynthetic Domains=true2025.03 | 52.63 | 52.41 | 52.69 | |
| GCD with SyntheticSynthetic Domains=true2025.03 | 50.5 | 51.48 | 48.96 | |
| SODG-NETSynthetic Domains=false2025.03 | 36.53 | 49.42 | 14.58 | |
| SimGCDSynthetic Domains=false2025.03 | 36.32 | 49.48 | 13.55 | |
| DAMLSynthetic Domains=true2025.03 | 36.2 | 49.53 | 14.06 | |
| SimGCD with SyntheticSynthetic Domains=true2025.03 | 35.57 | 48.58 | 12.89 | |
| ViTSynthetic Domains=false2025.03 | 26.17 | 29.13 | 21.62 | |
| CMS with SyntheticSynthetic Domains=true2025.03 | 12.09 | 12.66 | 11.13 | |
| CMSSynthetic Domains=false2025.03 | 10.02 | 9.66 | 10.53 |