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Benchmarks
Generalized Category Discovery on Scars
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59.3
All Performance
LegoGCD
27.892
36.046
44.2
52.354
Dec 8, 2025
All Performance
Seen Performance
Novel Performance
Updated 4d ago
Evaluation Results
Method
Method
Links
All Performance
Seen Performance
Novel Performance
LegoGCD
2025.12
59.3
74.8
44.3
ReLKD
2025.12
58.7
72.4
45.6
PromptCAL
2025.12
53.8
70.3
37.8
SimGCD
2025.12
53.5
71.4
44.7
TIDA
2025.12
46
55.9
33.5
GCD
2025.12
42.9
64.7
21.9
OpenNCD
2025.12
40.2
57.1
25.7
DCCL
2025.12
33.3
43.3
23.7
ORCA
2025.12
29.1
50.2
16.5
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