Parametric Classification for Generalized Category Discovery: A Baseline Study

Benchmark Model Rank Results
open-world-semi-supervised-learning-on-1SimGCD (ViT-B-16)#1Novel accuracy (50% Labeled): 79.1Seen accuracy (50% Labeled): 92.4
open-world-semi-supervised-learning-on-cifarSimGCD (ViT-B-16)#4All accuracy (50% Labeled): 97.0Novel accuracy (50% Labeled): 98.5