Image-to-Taxonomy Prediction on BIOSCAN-1M
100Top-1 Accuracy (Order)CLiBD-HiR-Fuse (GatedFusion)
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| CLiBD-HiR-Fuse (GatedFusion)Cond.=Clean2026.03 | 100 | 100 | 99.7 | 99.9 | 96 | 98.9 | 73.5 | 91.2 | 96.1 | 98.8 | |
| CLiBD-HiR-Fuse (GatedFusion)Cond.=Noisy D2026.03 | 100 | 100 | 96.2 | 99.7 | 88.7 | 96.9 | 60.8 | 83.2 | 91.4 | 98 | |
| Naive Average Fusion (I+D→T)Cond.=Clean2026.03 | 99.9 | 100 | 99.6 | 99.9 | 95.5 | 98.6 | 71.2 | 89.8 | 95.7 | 98.6 | |
| Naive Average Fusion (I+D→T)Cond.=Noisy D2026.03 | 99.9 | 100 | 96.8 | 99.7 | 90.6 | 97.1 | 60.1 | 82.9 | 91.3 | 97.7 | |
| CLiBD-HiR-Fuse (GatedFusion)Cond.=Noisy I+D2026.03 | 99.9 | 100 | 93 | 99.5 | 87 | 96 | 57.4 | 81.7 | 88 | 97.5 | |
| Naive Average Fusion (I+D→T)Cond.=Noisy I+D2026.03 | 99.6 | 100 | 91.3 | 99.3 | 87.9 | 96.1 | 54.6 | 79.9 | 85.5 | 96.5 | |
| CLiBD-HiR-Fuse (I→T)Cond.=Clean2026.03 | 99.3 | 99.5 | 93.5 | 99.9 | 74.7 | 98.9 | 40.4 | 91.8 | 77 | 98.7 | |
| CLiBD-HiR-Fuse (I→T)Cond.=Noisy I2026.03 | 88.3 | 91.8 | 67 | 75.9 | 37 | 55.7 | 11.7 | 26.7 | 50.2 | 62.1 |