iNaturalist
Benchmarks
TaskDatasetSOTA resultTrendResults
iNaturalist-19
35.33Top-1 Error Rate
24
iNaturalist (test)
73.6Recall@1
24
iNaturalist 2017 (test)
71.7Top-1 Accuracy
24
iNaturalist IR=500 2018 (test)
76.9Accuracy
23
iNaturalist 2019 (test)
86.577Top-1 Accuracy
23
iNaturalist 2017
83.8Accuracy
22
iNaturalist21
7.45ECE
21
iNaturalist 2017
75.4Top-1 Accuracy
21
iNaturalist 2019 (val)
83.2Top-1 Accuracy
21
iNaturalist OOD ImageNet-1K
97.07AUROC
20
iNaturalist
3.1AvgSize
20
iNaturalist 2018 (test)
84.7Top-1 Acc
20
iNaturalist 65 (val)
99.63AUROC
19
iNaturalist 2017 (test)
83.4Accuracy
19
iNaturalist
32.7Detection Score A
18
iNaturalist Aves 16-shot 2018 (test)
69.4Accuracy
18
iNaturalist Aves Mixed ID+OOD 21 (test)
110BMHD
18
iNaturalist Aves OOD 21 (test)
128BMHD
18
iNaturalist Aves ID 21 (test)
0.93BMHD
18
iNaturalist Mixed ID+OOD 19 (test)
99BMHD
18
iNaturalist19 OOD (test)
1.11BMHD
18
iNaturalist ID 19 (test)
86BMHD
18
iNaturalist (test)
2.61Avg Prediction Set Size
18
iNaturalist
78.3AAUC
17
iNaturalist
88.9Recall@1
17