ImageNet-R
ImageNet-Rendition
Images
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
Benchmarks
Composed Image Retrieval (CoIR)/(Recall@10+Recall@50)/2Composed Image Retrieval (CoIR)/mAPDomain Adaptation/Top 1 ErrorDomain Adaptation/Top-1 Error RateDomain Generalization/Top-1 Error RateImage Retrieval/(Recall@10+Recall@50)/2Image Retrieval/mAPPrompt Engineering/Top-1 accuracy %Unsupervised Domain Adaptation/Top 1 ErrorZero-Shot Transfer Image Classification/Accuracy