ResearchBenchmarksOpen-world Semi-Supervised Learning on CIFAR-10 (50% known, 50% novel split)Follow95.7Known AccuracyOpenLDN52.22863.51474.886.086Jul 5, 2022Evaluation ResultsMethodMethodLinksKnown AccuracyNovel AccuracyOverall AccuracyOpenLDNSSL Framework=UDASSL Framework=UDA2022.0795.795.195.4OpenLDNSSL Framework=MixMatchSSL Framework=MixMatch2022.0795.292.794UNO2022.0791.669.380.5ORCA2022.0788.290.489.7RankStats2022.0786.68182.9DS3L2022.0777.645.340.2CGDL2022.0772.344.639.7FixMatch2022.0771.550.449.5DTC2022.0753.939.538.3