Generalized Category Discovery on PACS
83.25Overall AccuracyCDAD-Net (DA) [Upper bound]
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CDAD-Net (DA) [Upper bound]Synthetic Domains=false2025.03 | 83.25 | 87.58 | 77.35 | |
| DG2CD-Net* (LoRA)Synthetic Domains=true2025.03 | 75.21 | 76.31 | 75.28 | |
| DG2CD-NetSynthetic Domains=true2025.03 | 73.3 | 75.28 | 72.56 | |
| DG2CD-Net with baseline TASynthetic Domains=true2025.03 | 71.02 | 73.44 | 68.01 | |
| CDAD-NetSynthetic Domains=false2025.03 | 69.15 | 69.4 | 68.83 | |
| DG2CD-Net with TIES-MergingSynthetic Domains=true2025.03 | 67.04 | 71.25 | 64.02 | |
| GCD with SyntheticSynthetic Domains=true2025.03 | 65.33 | 67.1 | 64.42 | |
| CDAD-Net with SyntheticSynthetic Domains=true2025.03 | 60.76 | 61.67 | 59.49 | |
| GCDSynthetic Domains=false2025.03 | 52.28 | 62.2 | 38.39 | |
| ViTSynthetic Domains=false2025.03 | 41.98 | 50.91 | 33.16 | |
| DAMLSynthetic Domains=true2025.03 | 40.26 | 42.9 | 29.28 | |
| SimGCD with SyntheticSynthetic Domains=true2025.03 | 39.76 | 43.76 | 35.97 | |
| SODG-NETSynthetic Domains=false2025.03 | 37.43 | 40.28 | 28.38 | |
| SimGCDSynthetic Domains=false2025.03 | 34.55 | 38.64 | 30.51 | |
| CMSSynthetic Domains=false2025.03 | 28.95 | 28.13 | 36.8 | |
| CMS with SyntheticSynthetic Domains=true2025.03 | 28.01 | 26.71 | 29.04 |