Text-to-image retrieval on iNat image 2024 (val)
71.35Amphi AccuracyBioCLIP-2 (256-bit Hashing)
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BioCLIP-2 (256-bit Hashing)Backbone=BioCLIP-2, Hashing bit depth=256-bit, Feature Type=Binary, Protocol=Hashing2026.01 | 71.35 | 81.07 | 86.28 | 88.58 | 88.15 | 92.53 | 86.01 | 85.53 | 88.38 | 84.5 | 73.21 | 84.14 | |
| BioCLIP-2 (256-bit Hashing)Backbone=BioCLIP-2, Hashing bit depth=256-bit, Feature Type=Continuous, Protocol=LoRA2026.01 | 65.02 | 57.47 | 46.5 | 87.75 | 64.91 | 69.71 | 83.57 | 53.64 | 55.17 | 75.55 | 65.16 | 65.85 | |
| BioCLIP-2Backbone=BioCLIP-2, Feature Type=Continuous, Protocol=Pretrained2026.01 | 63.74 | 56.97 | 45.48 | 89.43 | 61.85 | 66.89 | 86.6 | 51.09 | 49.58 | 76.09 | 67.96 | 65.06 | |
| BioCLIP-2 (128-bit Hashing)Backbone=BioCLIP-2, Hashing bit depth=128-bit, Feature Type=Continuous, Protocol=LoRA2026.01 | 58.62 | 55.38 | 45.77 | 88.01 | 62.81 | 67.39 | 83.99 | 50.45 | 52 | 74.49 | 63.31 | 63.83 | |
| BioCLIP (256-bit Hashing)Backbone=BioCLIP, Hashing bit depth=256-bit, Feature Type=Continuous, Protocol=LoRA2026.01 | 56.2 | 68.01 | 66.27 | 75.64 | 79.49 | 78.06 | 66.26 | 61.24 | 56.18 | 64.45 | 48 | 65.43 | |
| BioCLIP (128-bit Hashing)Backbone=BioCLIP, Hashing bit depth=128-bit, Feature Type=Continuous, Protocol=LoRA2026.01 | 54.1 | 67.72 | 64.72 | 73.89 | 79.63 | 75.99 | 64.79 | 59.94 | 53.42 | 62.29 | 44.42 | 63.71 | |
| BioCLIPBackbone=BioCLIP, Feature Type=Continuous, Protocol=Pretrained2026.01 | 49.51 | 62.76 | 59.84 | 70.77 | 72.72 | 70.52 | 60.58 | 54.28 | 47.94 | 56.05 | 39.45 | 58.58 | |
| BioCLIP (256-bit Hashing)Backbone=BioCLIP, Hashing bit depth=256-bit, Feature Type=Binary, Protocol=Hashing2026.01 | 43.29 | 50.98 | 44.36 | 63.41 | 69.33 | 71.18 | 52.1 | 51.16 | 66.46 | 63.17 | 39.51 | 55.9 | |
| BioCLIP-2 (128-bit Hashing)Backbone=BioCLIP-2, Hashing bit depth=128-bit, Feature Type=Binary, Protocol=Hashing2026.01 | 32.78 | 59.22 | 58.29 | 79.03 | 79.02 | 83.25 | 69.32 | 63.25 | 79.09 | 67.12 | 47.33 | 65.24 | |
| BioCLIP (128-bit Hashing)Backbone=BioCLIP, Hashing bit depth=128-bit, Feature Type=Binary, Protocol=Hashing2026.01 | 8.42 | 23.34 | 17.54 | 37.49 | 38.97 | 43.59 | 24.95 | 22.95 | 45.73 | 24.13 | 15.17 | 27.48 |