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Benchmarks
Classification on PHOEBI 6-class LCO (Held-out Combinations)
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68.3
F1 Score
PROTOMATCH (proto match)
43.028
49.589
56.15
62.711
Jun 22, 2026
F1 Score
Macro F1 Score
Delta F1
Updated 1mo ago
Evaluation Results
Method
Method
Links
F1 Score
Macro F1 Score
Delta F1
PROTOMATCH (proto match)
Epochs=30 (Trained), I...
2026.06
68.3
72.2
0.093
SIMPLEXUNMIX (simplex unmix)
Epochs=30, Initializat...
2026.06
66
68.2
0.081
PROTOMATCH (init only ≡ closed-form)
Epochs=0, Initializati...
2026.06
66
70.8
0.062
SIMPLEXUNMIX (init only)
Epochs=0, Initializati...
2026.06
65.7
69.6
0.043
CHANNELGROUP (init only)
Epochs=0, Initializati...
2026.06
65.4
67.4
0.082
CHANNELGROUP (UFG channel-grouped)
Epochs=30, Initializat...
2026.06
63.5
66.6
0.055
Attention MIL on frozen DINOV2
2026.06
57.4
62.8
0.332
DINOv2 e2e via PHOEBI pipeline
2026.06
56.4
61.9
0.436
Image-level e2e (Tab. 3, range)
2026.06
44
46
0.39
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