OpenLDN: Learning to Discover Novel Classes for Open-World Semi-Supervised Learning

Benchmark Model Rank Results
open-world-semi-supervised-learning-on-1OpenLDN (ResNet-50)#3Novel accuracy (50% Labeled): 68.6Seen accuracy (50% Labeled): 89.6
open-world-semi-supervised-learning-on-cifarOpenLDN (ResNet-18)#1All accuracy (10% Labeled): 92.8All accuracy (50% Labeled): 95.4
open-world-semi-supervised-learning-on-cifar-1OpenLDN (ResNet-18)#2All accuracy (10% Labeled): 47.7Novel accuracy (10% Labeled): 40.0