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iNaturalist

Benchmarks

Task NameDataset NameSOTA ResultTrend
Image ClassificationiNaturalist 2018
Top-1 Accuracy94.6
287
Out-of-Distribution DetectioniNaturalist
FPR@951.8
200
Image ClassificationiNaturalist 2018 (test)
Top-1 Accuracy84.5
192
Image ClassificationiNaturalist 18
Overall Accuracy87
125
Image ClassificationiNaturalist 2018 (val)
Top-1 Accuracy84.1
116
Category-level RetrievaliNaturalist 2018
mAP98.6
98
Image ClassificationiNaturalist 2019
Top-1 Acc88.5
98
Long-Tailed Image ClassificationiNaturalist 2018
Accuracy85.2
82
Long-tail Image ClassificationiNaturalist 2018 (test)
Accuracy (Few)88.3
59
Image ClassificationiNaturalist
Accuracy73.8
51
OOD DetectioniNaturalist
AUROC98.05
40
Long-tailed Visual RecognitioniNaturalist 2018 (test)
Accuracy75.3
39
Image ClassificationiNaturalist 2018 (natural world distribution)
Acc (Total)0.756
39
Image ClassificationiNaturalist 2017 (val)
Top-1 Accuracy72.2
35
Image ClassificationiNaturalist 2018 (All)
Top-1 Accuracy74.6
33
OOD DetectioniNaturalist OOD
AUROC97.87
31
Image ClassificationiNaturalist (test)
Accuracy81.2
28
Fine-grained ClassificationiNaturalist-19
Top-1 Error Rate35.33
24
Out-of-Distribution DetectioniNaturalist (test)
FPR@957.3
24
Image RetrievaliNaturalist (test)
Recall@173.6
24
Image ClassificationiNaturalist IR=500 2018 (test)
Accuracy76.9
23
Image ClassificationiNaturalist 2019 (test)
Top-1 Accuracy86.577
23
Image ClassificationiNaturalist 2017
Accuracy83.8
22
Image ClassificationiNaturalist 2017
Top-1 Accuracy75.4
21
Image ClassificationiNaturalist 2019 (val)
Top-1 Accuracy83.2
21
Showing 25 of 88 rows