Images

ImageNet-R (ImageNet-Rendition)

Introduced by Hendrycks et al. in The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization

ImageNet-R(endition) contains art, cartoons, deviantart, graffiti, embroidery, graphics, origami, paintings, patterns, plastic objects, plush objects, sculptures, sketches, tattoos, toys, and video game renditions of ImageNet classes.

ImageNet-R has renditions of 200 ImageNet classes resulting in 30,000 images.

Source: The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization

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Benchmarks

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Task	Dataset Variant	Best Model
Domain Generalization	ImageNet-R	Model soups
Zero-Shot Transfer Image Classification	ImageNet-R	BASIC
Unsupervised Domain Adaptation	ImageNet-R	Model soups
Prompt Engineering	ImageNet-R	POMP
Zero-Shot Composed Image Retrieval (ZS-CIR)	ImageNet-R	Context-I2W
Zero-shot Image Retrieval	ImageNet-R	Pic2Word