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Benchmarks
Open-world Semi-Supervised Learning on ImageNet-100 (50% known, 50% novel split)
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89.6
Known Acc
OpenLDN
23.04
40.32
57.6
74.88
Jul 5, 2022
Known Acc
Novel Acc
All Acc
Updated 1mo ago
Evaluation Results
Method
Method
Links
Known Acc
Novel Acc
All Acc
OpenLDN
SSL Framework=UDA
2022.07
89.6
68.6
79.1
ORCA
2022.07
89.1
72.1
77.8
DS3L
2022.07
71.2
32.5
30.8
CGDL
2022.07
67.3
33.8
31.9
FixMatch
2022.07
65.8
36.7
34.9
RankStats
2022.07
47.3
28.7
40.3
DTC
2022.07
25.6
20.8
21.3
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