Generalized Category Discovery on DomainNet
70.28Accuracy (All)CDAD-Net (DA) [Upper bound]
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CDAD-Net (DA) [Upper bound]Synthetic Domains=false2025.03 | 70.28 | 76.46 | 65.19 | |
| DG2CD-NetSynthetic Domains=true2025.03 | 29.01 | 30.38 | 25.46 | |
| DG2CD-Net with TIES-MergingSynthetic Domains=true2025.03 | 28.72 | 30.35 | 24.39 | |
| DG2CD-Net with baseline TASynthetic Domains=true2025.03 | 28.12 | 29.58 | 24.42 | |
| SODG-NETSynthetic Domains=false2025.03 | 27.77 | 27.98 | 26.15 | |
| GCDSynthetic Domains=false2025.03 | 27.41 | 27.88 | 26.13 | |
| DG2CD-Net* (LoRA)Synthetic Domains=true2025.03 | 27.17 | 27.61 | 25.99 | |
| DAMLSynthetic Domains=true2025.03 | 27.1 | 28.25 | 26.16 | |
| ViTSynthetic Domains=false2025.03 | 25.35 | 26.48 | 22.41 | |
| GCD with SyntheticSynthetic Domains=true2025.03 | 24.71 | 24.8 | 21.94 | |
| CDAD-NetSynthetic Domains=false2025.03 | 24.12 | 23.99 | 24.35 | |
| CDAD-Net with SyntheticSynthetic Domains=true2025.03 | 23.85 | 23.88 | 24.26 | |
| CMS with SyntheticSynthetic Domains=true2025.03 | 3.22 | 3.28 | 3.03 | |
| SimGCDSynthetic Domains=false2025.03 | 2.84 | 2.16 | 3.75 | |
| SimGCD with SyntheticSynthetic Domains=true2025.03 | 2.71 | 1.99 | 4.14 | |
| CMSSynthetic Domains=false2025.03 | 2.33 | 2.4 | 2.17 |