Aircraft

Benchmarks

Task Name	Dataset Name	SOTA Result
Image Classification	Aircraft	Accuracy94.8	340
Fine-grained Classification	Aircraft	Top-1 Acc94.9	72
Image Classification	Aircraft	Accuracy85.2	58
Image Classification	Aircraft	Top-1 Acc57.4	57
Image Classification	Aircraft	Mean Per-Class Accuracy91.5	50
Fine-grained Image Classification	Aircraft (test)	Best Accuracy84.17	40
Generalized Category Discovery	Aircraft (test)	Accuracy (All)71.1	38
Few-shot classification	Aircraft	Accuracy84.77	36
Image Classification	Aircraft (AirC) 5-shot	Accuracy62.32	30
Image-to-image retrieval	Aircraft	mAP46.3	30
Fine-grained classification	Aircraft	Accuracy32.7	30
Few-shot Image Classification	Aircraft (test)	Mean Accuracy91.2	28
Image Classification	Aircraft (test)	Accuracy88.9	28
Image Classification	Aircraft	Base Score44.7	23
Image Classification	Aircraft	Base Accuracy48.37	19
PTM Selection	Aircraft	Kendall's tau_w0.54	19
Fine-grained classification	Aircraft	Clean Accuracy25	18
Fine-grained classification	Aircraft 1.0 (test)	Top-1 Accuracy93	18
Fine-grained classification	Aircraft (test)	Accuracy95.4	18
Image Classification	Aircraft (full)	Accuracy88.8	16
Image Classification	Aircraft MDCII Order-II	Transfer Accuracy95.1	15
Image Classification	Aircraft MDCII Order-I	Average Score55.9	13
Transferability Estimation	Aircraft	Weighted Kendall's Tau0.615	13
Image Classification	Aircraft	Error Rate44.196	12
Fine-grained Image Classification	Aircraft New classes	Accuracy37.63	12

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