iNAT
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Object Detection | iNatLoc | mAP5064.8 | 36 | |
| Few-shot classification | tiered-meta-iNat fine-grained | Accuracy76.87 | 36 | |
| Few-shot classification | meta-iNat fine-grained | Accuracy91.84 | 36 | |
| Few-shot classification | tiered meta-iNat (test) | Accuracy92.4 | 34 | |
| Few-shot classification | meta-iNat (test) | Accuracy96.3 | 34 | |
| Long-tailed Image Classification | iNat (val test) | Overall Accuracy80.2 | 17 | |
| Fine-Grained Visual Categorization | iNat 21 | Top-1 Accuracy39.7 | 13 | |
| Species Classification | iNat-Plantae (test) | Macro Recall (Overall)83.21 | 13 | |
| Image Recognition | iNAT 18 | Accuracy84.5 | 11 | |
| Text-to-image retrieval | iNat image 2024 (val) | Amphi Accuracy71.35 | 10 | |
| Hierarchical Image Retrieval | iNat full | H-AP47.9 | 10 | |
| Hierarchical Image Retrieval | iNat base | H-AP54.3 | 10 | |
| Image Retrieval | iNat-M | AR@175.85 | 10 | |
| Image Classification | iNat IN21K transfer 2018 | Head Accuracy70.2 | 9 | |
| Taxonomic Classification | iNat Plant 21 | HCA63.04 | 9 | |
| Taxonomic Classification | iNat Animal 21 | HCA43.73 | 9 | |
| Image Classification | iNat 10-shot 18 | Accuracy76.5 | 9 | |
| Image Classification | iNat 5-shot 18 | Accuracy63.5 | 9 | |
| Image Classification | iNat 1-shot 18 | Accuracy22.5 | 9 | |
| Image classification | iNat 2021 | Top-1 Acc85.7 | 9 | |
| Fine-grained Species Generation | iNat mini (156 species) | FID30.36 | 8 | |
| Hierarchical Visual Recognition | iNat mini-F 21 free-grain (test) | FPA31.93 | 6 | |
| Genus Classification | iNat-Plantae (test) | Macro Recall (Head 10)96.53 | 6 | |
| Probabilistic Visual Geolocation | iNat21 (test) | NLL-4 | 6 | |
| Visual Geolocation | iNat21 (test) | Distance Error (km)2,500 | 6 |
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