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Generalized Category Discovery on Office-Home

67.55All Accuracy

CDAD-Net (DA) [Upper bound]

Updated 4d ago

Evaluation Results

Method	Links
CDAD-Net (DA) [Upper bound] 2025.03		67.55	72.42	63.44
DG2CD-Net* (LoRA) 2025.03		54.32	53.03	56.03
DG2CD-Net 2025.03		53.86	53.37	54.33
CDAD-Net 2025.03		53.69	57.07	47.32
DG2CD-Net with TIES-Merging 2025.03		53.52	57.12	48.03
CDAD-Net with Synthetic 2025.03		53.49	56.9	47.76
GCD 2025.03		52.71	54.19	50.29
DG2CD-Net with baseline TA 2025.03		52.63	52.41	52.69
GCD with Synthetic 2025.03		50.5	51.48	48.96
SODG-NET 2025.03		36.53	49.42	14.58
SimGCD 2025.03		36.32	49.48	13.55
DAML 2025.03		36.2	49.53	14.06
SimGCD with Synthetic 2025.03		35.57	48.58	12.89
ViT 2025.03		26.17	29.13	21.62
CMS with Synthetic 2025.03		12.09	12.66	11.13
CMS 2025.03		10.02	9.66	10.53