Oxford-IIIT Pet

Benchmarks

Task Name	Dataset Name	SOTA Result
Image Classification	Oxford-IIIT Pet	Accuracy97.1	219
Image Classification	Oxford-IIIT Pet (test)	Overall Accuracy95.86	59
Image Classification	Oxford-IIIT Pet	Top-1 Accuracy95.4	55
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
Image Classification	Oxford-IIIT Pet	Top-1 Accuracy (Clean)85.9	11
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
Open-world Semi-Supervised Learning	Oxford-IIIT Pet 50% known / 50% novel classes (test)	Accuracy (Known)0.671	5
Fine-grained Image Classification	Oxford-IIIT Pet	Accuracy (All)91.8	5
Classification	Oxford-IIIT Pet 25% labeled data	Seen Accuracy59.1	2
Image Classification	Oxford-IIIT Pet	Donor Best Top-1 Accuracy Change24.78	1

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