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Benchmarks
On-the-Fly Category Discovery on Stanford Cars C=196 (test)
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2,953
Number of Classes Found
SMILE
263.56
961.78
1,660
2,358.22
Apr 13, 2026
Number of Classes Found
Accuracy (All)
Accuracy (Old)
Accuracy (New)
Updated 3mo ago
Evaluation Results
Method
Method
Links
Number of Classes Found
Accuracy (All)
Accuracy (Old)
Accuracy (New)
SMILE
Bit-width=32bit
2026.04
2,953
21.9
46.8
9.9
SMILE
Bit-width=16bit
2026.04
896
27.5
52.5
15.4
PHE
Bit-width=32bit
2026.04
762
31.5
64
15.8
PHE
Bit-width=16bit
2026.04
709
31.8
65.4
15.6
AGE
2026.04
633
34.8
62.7
21.3
SynC
2026.04
484
24.6
34.8
19.6
PACO
2026.04
367
49.9
72.4
39
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