Classification on PHOEBI 6-class LCO In-distribution (val)
100F1 ScoreDINOv2 e2e via PHOEBI pipeline
Evaluation results
| Method | Links | |
|---|---|---|
| DINOv2 e2e via PHOEBI pipeline2026.06 | 100 | |
| Image-level e2e (Tab. 3, range)2026.06 | 97 | |
| Attention MIL on frozen DINOV22026.06 | 90.6 | |
| CHANNELGROUP (UFG channel-grouped)Epochs=30, Initialization protocol=UFG channel-grouped2026.06 | 68.9 | |
| SIMPLEXUNMIX (init only)Epochs=0, Initialization protocol=init only2026.06 | 61.4 | |
| PROTOMATCH (init only ≡ closed-form)Epochs=0, Initialization protocol=closed-form2026.06 | 59.9 | |
| PROTOMATCH (proto match)Epochs=30 (Trained), Initialization protocol=closed-form2026.06 | 59 | |
| SIMPLEXUNMIX (simplex unmix)Epochs=30, Initialization protocol=simplex unmix2026.06 | 57.9 | |
| CHANNELGROUP (init only)Epochs=0, Initialization protocol=init only2026.06 | 57.2 |