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Oxford-IIIT Pet

Benchmarks

Task Name	Dataset Name	SOTA Result
Image Classification	Oxford-IIIT Pet	Accuracy97.1	219
Image Classification	Oxford-IIIT Pet	Top-1 Accuracy95.9	75
Image Classification	Oxford-IIIT Pet (test)	Overall Accuracy95.86	59
Image Classification	Oxford-IIIT Pet	Top-1 Accuracy96.54	39
Attribution Faithfulness	Oxford-IIIT Pet	Insertion AUC81.7	34
OOD detection	Oxford-IIIT Pet	AUROC99.99	21
Image Classification	Oxford-IIIT Pet	CA85.53	14
Image Classification	Oxford-IIIT Pet	Mean Per Class Accuracy0.971	14
Image Classification	Oxford-IIIT Pet 5-way 5-shot (test)	Accuracy95.44	13
Image Classification	Oxford-IIIT Pet 5-way 2-shot	Accuracy91.44	13
Attention Alignment	Oxford-IIIT-Pet (test)	Test IoU80.2	12
Explanation Quality Evaluation	Oxford-IIIT Pet (test)	Rank Acc (FeatPerm)37.2	11
Image Classification	Oxford-IIIT Pet	Top-1 Accuracy (Clean)85.9	11
Open-world Semi-Supervised Learning	Oxford-IIIT Pet 50% known / 50% novel classes (test)	Accuracy (Known)95.3	11
Fine-grained Image Classification	Oxford-IIIT Pets	Accuracy88.61	10
Fine-grained visual classification	Oxford-IIIT Pet (test)	Top-1 Accuracy88.97	10
Image Classification	Oxford-IIIT Pet Hue-shifted (test)	Accuracy72.94	10
Generalized Category Discovery	Oxford-IIIT Pet	Accuracy (All)93.2	7
Classification	Oxford-IIIT Pet (val)	Accuracy94.4	7
Image segmentation	Oxford-IIIT Pet	Accuracy85.45	6
Fine-grained Image Classification	Oxford-IIIT Pet	Accuracy (All)91.8	5
Localization	Oxford-IIIT Pet (test)	mIoU47	4
Image Classification	Oxford-IIIT Pet 16-shot	Accuracy94.44	3
Out-of-Distribution Retrieval	Oxford-IIIT Pet 80/20 class-disjoint OOD protocol	LP@10.9646	3
Image Classification	Oxford-IIIT Pet	AECE2.16	2

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