iNaturalist
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
iNaturalist 2017
82Accuracy
17
iNaturalist 2021
85.12Accuracy (fine)
16
iNaturalist (val)
99.5AUROC
16
iNaturalist 2017 (test)
75.9Accuracy
16
iNaturalist 2018
98.4Kingdom
16
iNaturalist (iNat.) (val)
73.1Top-1 Accuracy
16
iNaturalist 2021 (val)
85.1Accuracy
15
iNaturalist-19 (test)
80.81Accuracy
14
iNaturalist 2018 (val)
75.3Accuracy (Overall)
14
iNaturalist-C severity 5
62.5Accuracy (ACC)
13
iNaturalist 2018
70.7Top-1 Accuracy (Overall)
12
iNaturalist 2021
0.65ECE
12
iNaturalist 2018 (test)
88.7Accuracy
12
iNaturalist 2018
87.5Top-1 Acc
12
iNaturalist Few-shot 2018
74.3Top-1 Accuracy
11
iNaturalist Medium-shot 2018
75.7Top-1 Acc
11
iNaturalist Many-shot 2018
72.2Top-1 Acc
11
iNaturalist 2018
72.7Overall Accuracy
10
iNaturalist-18 (val)
73.7Top-1 Accuracy (5-shot)
10
iNaturalist
84.26Accuracy (Top-1, Group Avg)
9
iNaturalist Fine-Grained
89.1AUROC
9
iNaturalist Ours Setting 2018 (test)
69.75Forward LT Accuracy 1
9
iNaturalist SADE's Setting 2018 (test)
72.53Forward-LT 3
9
iNaturalist 2018 (val test)
69.7Accuracy (Overall)
9
iNaturalist
73.6Accuracy (Overall)
9