iNAT
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
iNat21 (test)
2,500Distance Error (km)
6
iNat 2021 (test)
98.97Kingdom Top-1 Accuracy
5
INAT 19
78Accuracy
5
Semi-iNat Species granularity
41.88Top-1 Accuracy
5
Meta-iNat
76.1Accuracy
4
iNat 2019
83.8Accuracy
4
iNAT 256 x 256 2021 (test)
33.23Top-1 Accuracy
4
iNat Animal 2021 (test)
1,527HCA
3
iNat
40.49Recall@FAR=1e-3 (Approx)
2
iNat Animals (1% imbalance ratio) 21
57.3Balanced Accuracy
1
iNat Animals (5% imbalance ratio) 21
0.619Balanced Accuracy
1
iNat Animals 50% imbalance ratio 21
70.7Balanced Accuracy
1
iNat Insects (1% imbalance ratio) 21
62.8Balanced Acc
1
iNat21 Insects (5% imbalance ratio)
63.4Balanced Acc
1
iNat Insects (50% imbalance ratio) 21
82.4Balanced Acc
1
iNat Plants 1% imbalance ratio 21
60.1Balanced Accuracy
1
iNat Plants (5% imbalance ratio) 21
61.4Balanced Acc
1
iNat Plants 50% imbalance ratio 21
81.1Balanced Acc
1
iNAT mini (val)
61.75Accuracy
1
iNat 6 models 21 (val)
—Primary metric
0