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Benchmarks
On-the-Fly Category Discovery on CUB C=200 (test)
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2,146
# Classes
SMILE
115.92
642.96
1,170
1,697.04
Apr 13, 2026
# Classes
Accuracy (All)
Accuracy (Old)
Accuracy (New)
Updated 3mo ago
Evaluation Results
Method
Method
Links
# Classes
Accuracy (All)
Accuracy (Old)
Accuracy (New)
SMILE
Bit-width=32bit
2026.04
2,146
27.3
52
15
SMILE
Bit-width=16bit
2026.04
924
31.9
52.7
21.5
PHE
Bit-width=32bit
2026.04
474
38.5
59.9
27.8
SynC
2026.04
444
45.3
54.3
40.9
AGE
2026.04
397
46.3
59.8
39.4
PHE
Bit-width=16bit
2026.04
318
37.6
57.4
27.6
PACO
2026.04
194
49.7
67.1
41
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