Oxford Pets

Benchmarks

Task Name	Dataset Name	SOTA Result
Image Classification	Oxford Pets (test)	Accuracy99.36	125
Image Classification	Oxford Pets	Top-1 Acc96.4	94
Image Classification	Oxford Pets	Base Accuracy96.52	60
Generalized Category Discovery	Oxford Pets	Accuracy (All)95.7	50
Classification	Oxford Pets zero-shot	Accuracy (Zero-Shot)97.6	26
Classification	Oxford Pets	Accuracy90.38	23
Fine-Grained Image Classification	Oxford Pets	Base Score96.28	20
Adversarial Attack	Oxford Pets 2012 (test)	ASR (ResNet-50)100	19
Image Classification	Oxford Pets	Accuracy90.1	15
Online Category Discovery	Oxford Pets	Accuracy (All)78.1	12
Image Classification	Oxford Pets Luminance Shifted	Classification Error62.85	9
Image Classification	Oxford Pets Saturation Shifted	Classification Error38.91	9
Image Classification	Oxford-PETS 37 classes	Communication Steps815	6
On-the-fly Category Discovery	Oxford Pets (test)	Accuracy (All)48.3	5
Out-of-distribution detection	Oxford Pets (test)	AURC0.112	4
Object Detection	Oxford Pets	AP85.9	4
Generalization Gap Prediction	Oxford Pets	CMI Score18.46	2
Image Classification	Oxford-Pets	Train Error0	1
Classification	Oxford Pets few-shot to high-shot	Metric-	0
Classification	Oxford Pets	Metric-	0

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