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Benchmarks
Generalized Category Discovery on Semantic Shift Benchmark (SSB)
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76.1
Average
FlipClass
43.86
52.23
60.6
68.97
Sep 29, 2024
Average
Updated 1mo ago
Evaluation Results
Method
Method
Links
Average
FlipClass
Backbone=DINOv2
2024.09
76.1
μGCD
Backbone=DINOv2
2024.09
72.1
FlipClass
Backbone=DINO
2024.09
64.6
GCD
Backbone=DINOv2
2024.09
64.3
SimGCD
Backbone=DINOv2
2024.09
63
SPTNet
Backbone=DINO
2024.09
61.4
InfoSieve
Backbone=DINO
2024.09
60.5
CMS
Backbone=DINO
2024.09
60.4
μGCD
Backbone=DINO
2024.09
58.7
GCA
Backbone=DINO
2024.09
58.4
AMEND
Backbone=DINO
2024.09
58
AdaptGCD
Backbone=DINO
2024.09
56.2
SimGCD
Backbone=DINO
2024.09
56.1
PCAL
Backbone=DINO
2024.09
55.1
TIDA
Backbone=DINO
2024.09
52.1
XCon
Backbone=DINO
2024.09
46.8
GCD
Backbone=DINO
2024.09
45.1
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