iNaturalist
Benchmarks
TaskDatasetSOTA resultTrendResults
iNaturalist 2018
94.6Top-1 Accuracy
291
iNaturalist
99.9AUROC
252
iNaturalist 2018 (test)
84.5Top-1 Accuracy
232
iNaturalist 18
87Overall Accuracy
151
iNaturalist 2019
88.5Top-1 Acc
122
iNaturalist 2018 (val)
84.1Top-1 Accuracy
116
iNaturalist OOD (test)
99.06Avg Minority-Group Acc
104
iNaturalist 2018
98.6mAP
98
iNaturalist
99.71AUROC
95
iNaturalist 2021
87.3Top-1 Accuracy
82
iNaturalist 2018
85.2Accuracy
82
iNaturalist
73.8Accuracy
74
iNaturalist
5.76FPR95
64
iNaturalist (test)
98.15AUROC
64
iNaturalist 2018 (test)
88.3Accuracy (Few)
59
iNaturalist OOD
99.16AUROC
40
iNaturalist 2018 (test)
75.3Accuracy
39
iNaturalist 2018 (natural world distribution)
0.756Acc (Total)
39
iNaturalist (test)
81.2Accuracy
35
iNaturalist 2017 (val)
72.2Top-1 Accuracy
35
iNaturalist 2018 (All)
74.6Top-1 Accuracy
33
iNaturalist (test)
98.49AUROC
32
iNaturalist 2018
80.2Top-1 Accuracy
31
iNaturalist
98.7HMS_med
27
iNaturalist
91.3HMSmean
27