iNAT
Benchmarks
TaskDatasetSOTA resultTrendResults
iNatLoc
64.8mAP50
36
tiered-meta-iNat fine-grained
76.87Accuracy
36
meta-iNat fine-grained
91.84Accuracy
36
tiered meta-iNat (test)
92.4Accuracy
34
meta-iNat (test)
96.3Accuracy
34
iNat (val test)
80.2Overall Accuracy
17
meta-iNat
76.111-shot Accuracy (5-way)
14
iNat 21
39.7Top-1 Accuracy
13
iNat-Plantae (test)
83.21Macro Recall (Overall)
13
iNAT 18
84.5Accuracy
11
iNat image 2024 (val)
71.35Amphi Accuracy
10
iNat full
47.9H-AP
10
iNat base
54.3H-AP
10
iNat-M
75.85AR@1
10
iNat IN21K transfer 2018
70.2Head Accuracy
9
iNat Plant 21
63.04HCA
9
iNat Animal 21
43.73HCA
9
iNat 10-shot 18
76.5Accuracy
9
iNat 5-shot 18
63.5Accuracy
9
iNat 1-shot 18
22.5Accuracy
9
iNat 2021
85.7Top-1 Acc
9
iNat mini (156 species)
30.36FID
8
iNat mini-F 21 free-grain (test)
31.93FPA
6
iNat-Plantae (test)
96.53Macro Recall (Head 10)
6
iNat21 (test)
-4NLL
6