Aircraft

Benchmarks

Task Name	Dataset Name	SOTA Result
Image Classification	Aircraft	Accuracy94.8	340
Hierarchical Image Classification	Aircraft (test)	Accuracy97.5	120
Fine-grained Classification	Aircraft	Top-1 Acc94.9	105
Image Classification	Aircraft	Accuracy85.2	78
Image Classification	Aircraft	Top-1 Acc57.4	59
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
Image Classification	Aircraft	Average Set Size34.53	36
Few-shot classification	Aircraft	Accuracy84.77	36
Fine-grained classification	Aircraft	Accuracy32.7	35
Fine-grained classification	Aircraft	Clean Accuracy25	31
Fine-grained classification	Aircraft (test)	Accuracy95.4	31
Image Classification	Aircraft (AirC) 5-shot	Accuracy62.32	30
Image-to-image retrieval	Aircraft	mAP46.3	30
Image Classification	Aircraft	Base Accuracy90.6	28
Few-shot Image Classification	Aircraft (test)	Mean Accuracy91.2	28
Image Classification	Aircraft (test)	Accuracy88.9	28
Image Classification	Aircraft	Top-1 Clean Accuracy32.7	27
Image Classification	Aircraft	Base Score44.7	23
PTM Selection	Aircraft	Kendall's tau_w0.54	19
Fine-grained classification	Aircraft 1.0 (test)	Top-1 Accuracy93	18
Generalized Category Discovery	Aircraft	Clustering Accuracy (All)67.1	17
Image Classification	Aircraft (full)	Accuracy88.8	16
Image Classification	Aircraft MDCII Order-II	Transfer Accuracy95.1	15

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