Image Classification on PlantNet-300K
50.8F1 ScoreMA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MAVisual Descriptor=DINOv2, AL Iterations=252026.03 | 50.8 | — | |
| MA-DVisual Descriptor=DINOv2, AL Iterations=252026.03 | 50.8 | — | |
| PF-MAVisual Descriptor=DINOv2, AL Iterations=252026.03 | 50.7 | — | |
| MA-SVisual Descriptor=DINOv2, AL Iterations=252026.03 | 50.6 | — | |
| MAVisual Descriptor=DINOv2, AL Iterations=152026.03 | 49.8 | — | |
| PF-MAVisual Descriptor=DINOv2, AL Iterations=152026.03 | 49.5 | — | |
| MA-SVisual Descriptor=DINOv2, AL Iterations=152026.03 | 49.3 | — | |
| ALAMPVisual Descriptor=DINOv2, AL Iterations=252026.03 | 49.3 | — | |
| MA-DVisual Descriptor=DINOv2, AL Iterations=152026.03 | 49.2 | — | |
| ALAMPVisual Descriptor=DINOv2, AL Iterations=152026.03 | 47.6 | — | |
| MP-DVisual Descriptor=DINOv2, AL Iterations=252026.03 | 43.4 | — | |
| MP-SVisual Descriptor=DINOv2, AL Iterations=252026.03 | 42.9 | — | |
| MPVisual Descriptor=DINOv2, AL Iterations=252026.03 | 42.1 | — | |
| MAVisual Descriptor=DINOv2, AL Iterations=52026.03 | 41.3 | — | |
| PF-MAVisual Descriptor=DINOv2, AL Iterations=52026.03 | 41 | — | |
| MA-SVisual Descriptor=DINOv2, AL Iterations=52026.03 | 39.8 | — | |
| MA-DVisual Descriptor=DINOv2, AL Iterations=52026.03 | 39.8 | — | |
| MP-DVisual Descriptor=DINOv2, AL Iterations=152026.03 | 39.6 | — | |
| MP-SVisual Descriptor=DINOv2, AL Iterations=152026.03 | 39 | — | |
| MPVisual Descriptor=DINOv2, AL Iterations=152026.03 | 38.8 | — | |
| ALAMPVisual Descriptor=DINOv2, AL Iterations=52026.03 | 37.3 | — | |
| PF-MAVisual Descriptor=CLIP, AL Iterations=252026.03 | 29.9 | — | |
| MAVisual Descriptor=CLIP, AL Iterations=252026.03 | 29.8 | — | |
| MP-DVisual Descriptor=DINOv2, AL Iterations=52026.03 | 29.6 | — | |
| MAVisual Descriptor=CLIP, AL Iterations=152026.03 | 29.6 | — | |
| PF-MAVisual Descriptor=CLIP, AL Iterations=152026.03 | 29.6 | — | |
| MA-SVisual Descriptor=CLIP, AL Iterations=252026.03 | 29.5 | — | |
| MA-DVisual Descriptor=CLIP, AL Iterations=252026.03 | 29 | — | |
| MA-SVisual Descriptor=CLIP, AL Iterations=152026.03 | 28.3 | — | |
| MP-SVisual Descriptor=DINOv2, AL Iterations=52026.03 | 27.9 | — | |
| MA-DVisual Descriptor=CLIP, AL Iterations=152026.03 | 26.8 | — | |
| ALAMPVisual Descriptor=CLIP, AL Iterations=252026.03 | 26.6 | — | |
| ALAMPVisual Descriptor=CLIP, AL Iterations=152026.03 | 23.7 | — | |
| MPVisual Descriptor=DINOv2, AL Iterations=52026.03 | 22.1 | — | |
| MP-DVisual Descriptor=CLIP, AL Iterations=252026.03 | 20.7 | — | |
| MP-SVisual Descriptor=CLIP, AL Iterations=252026.03 | 20.2 | — | |
| MPVisual Descriptor=CLIP, AL Iterations=252026.03 | 19.6 | — | |
| MAVisual Descriptor=CLIP, AL Iterations=52026.03 | 19.1 | — | |
| PF-MAVisual Descriptor=CLIP, AL Iterations=52026.03 | 19.1 | — | |
| MA-SVisual Descriptor=CLIP, AL Iterations=52026.03 | 17.6 | — | |
| MPVisual Descriptor=CLIP, AL Iterations=152026.03 | 17.4 | — | |
| MP-SVisual Descriptor=CLIP, AL Iterations=152026.03 | 17.4 | — | |
| MP-DVisual Descriptor=CLIP, AL Iterations=152026.03 | 17 | — | |
| MA-DVisual Descriptor=CLIP, AL Iterations=52026.03 | 15.9 | — | |
| ALAMPVisual Descriptor=CLIP, AL Iterations=52026.03 | 14.7 | — | |
| MP-DVisual Descriptor=CLIP, AL Iterations=52026.03 | 9.3 | — | |
| MP-SVisual Descriptor=CLIP, AL Iterations=52026.03 | 9.1 | — | |
| MPVisual Descriptor=CLIP, AL Iterations=52026.03 | 7.7 | — | |
| ABEScenario=Scenario B, Backbone=ConvNext-Large2025.12 | — | 27.78 | |
| Neural Coherence (NC@5)Scenario=Scenario B, Backbone=ConvNext-Large2025.12 | — | 35.08 | |
| OracleScenario=Scenario B, Backbone=ConvNext-Large2025.12 | — | 35.08 | |
| PARCScenario=Scenario B, Backbone=ConvNext-Large2025.12 | — | 30.04 | |
| Source-ValScenario=Scenario B, Backbone=ConvNext-Large2025.12 | — | 35.08 |