iNaturalist
Benchmarks
TaskDatasetSOTA 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