iNaturalist
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
iNaturalist 2018 (fine-tuning)
77.9Accuracy
5
iNaturalist finest sub-category level (full)
0.594Top-1 Accuracy
5
iNaturalist
31.12Top-1 Accuracy
5
iNaturalist Aves 2021
60.1Recall@1
4
iNaturalist
44.11Final Accuracy
4
iNaturalist
49Conditional Hit@1
4
iNaturalist 1100 species
13.31FID
4
iNaturalist 2018
72.6Top-1 Acc (Head)
4
iNaturalist 2019 (val)
11.46FID
4
iNaturalist 2021-Mini (test)
66.2Top-1 Accuracy
4
iNaturalist (test)
83.81Accuracy
3
iNaturalist Far-OOD
11.97FPR95
3
iNaturalist
98.46AUROC
3
iNaturalist-derived dataset (test)
0.822mAP@0.5
3
iNaturalist 1010 most frequent classes (1% labels)
58.1Top-1 Acc
3
iNaturalist 1010 most frequent classes (10% labels)
76Top-1 Acc
3
iNaturalist
68.49Worst Group Top-1 Accuracy
2
iNaturalist (val)
66.9mAP
2
iNaturalist
72Top-1 Accuracy
2
iNaturalist
0.058Top-1 Accuracy Gain
1
iNaturalist 2021 (full)
—Primary metric
0
iNaturalist 2018 (train val)
—Top-1 Accuracy
0