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FGVC-Aircraft

Benchmarks

Task Name	Dataset Name	SOTA Result
Image Classification	FGVC-Aircraft (test)	Accuracy95.4	322
Fine-grained Visual Classification	FGVC-Aircraft (test)	Top-1 Acc95.5	312
Image Classification	FGVC Aircraft	Accuracy88.01	223
Generalized Category Discovery	FGVC-Aircraft	Accuracy (All)83.4	115
Image Classification	FGVC-Aircraft	Top-1 Acc86.72	112
Fine-Grained Visual Classification	FGVC Aircraft	Top-1 Accuracy94.1	51
Fine-grained Image Classification	FGVC-Aircraft	Accuracy (All)93.4	50
Image Classification	FGVC Aircraft	Robust Accuracy5.41	41
Class-Incremental Learning	FGVC-aircraft	Accuracy Last74.89	41
Image Classification	FGVC Aircraft	Accuracy65.1	39
Fine-grained classification	FGVC Aircraft	Accuracy88.89	39
Image Classification	FGVC Aircraft	Base Accuracy47.08	38
Few-Shot Image Classification	FGVC Aircraft (test)	Top-1 Accuracy62.1	31
Generalized Category Discovery	FGVC-Aircraft (test)	Accuracy (All)59.6	31
Base-to-novel Image Classification	FGVC Aircraft	Base Accuracy55	25
Image Classification	FGVC Aircraft Air	Accuracy66.5	23
Image Classification	FGVC-Aircraft few-shot	Accuracy36	22
Classification	FGVC Aircraft	Top-1 Accuracy57	18
Class-Incremental Learning	FGVC-Aircraft B0 Inc10 (test)	Average Performance (A-bar)71.57	17
Online Continual Learning	FGVC-Aircraft	AAUC40.6	17
Continual Category Discovery	FGVC-Aircraft	cACC (All)71.4	16
Adversarial Attack Transferability	FGVC Aircraft	Accuracy Difference/Score92.07	13
Category Discovery	FGVC-Aircraft New classes	Accuracy65.1	13
Category Discovery	FGVC-Aircraft Old classes	Accuracy69.9	13
Category Discovery	FGVC-Aircraft All classes	Accuracy66.3	13

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