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Benchmarks for “imagenet”

Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.

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TaskDatasetDomainTrendResultsLast update
Image ClassificationImageNet-S novel classes Sketchcomputer vision4Feb 27, 2026
Robust Image ClassificationImageNet-1Kcomputer vision4Feb 27, 2026
Robust Image ClassificationTiny-ImageNetcomputer vision4Feb 27, 2026
Image ClassificationImageNetcomputer vision4Feb 27, 2026
ClassificationImageNet (val)computer visionnlp+34Feb 27, 2026
Image RetrievalImageNet100 (val)retrieval search ragcomputer vision4Feb 27, 2026
Image RetrievalImageNet V2 (val)retrieval search ragcomputer vision4Feb 27, 2026
Image ClassificationImageNet-1K (test val)computer vision4Feb 27, 2026
Image ClassificationImageNet (test)computer vision4Feb 27, 2026
Image ClassificationImageNetcomputer vision4Feb 27, 2026
ClassificationImageNet Adversarial (IN-A) (test)computer visionnlp+34Feb 27, 2026
Image ClassificationTiny-ImageNetcomputer vision4Feb 26, 2026
Image ClassificationImageNet100 (long-tail)computer vision4Feb 26, 2026
Image ClassificationImageNet-A (novel classes)computer vision4Feb 27, 2026
Image ClassificationImageNet V2 (novel classes)computer vision4Feb 27, 2026
Image ClassificationImageNet-R base classescomputer vision4Feb 27, 2026
Image ClassificationImageNet-A base classescomputer vision4Feb 27, 2026
Image ClassificationImageNet-S base classescomputer vision4Feb 27, 2026
Image ClassificationImageNet base classes V2computer vision4Feb 27, 2026
Part-level recognitionPartImageNetcomputer vision4Feb 26, 2026
Open-set Semi-Supervised ClassificationImageNet-30 (20/10 split)computer visionnlp+14Feb 26, 2026
ClassificationIMAGENET-R zero-shotcomputer visionnlp+34Feb 26, 2026
Semantic Image TransmissionImageNet 256x256 Rayleigh fading SNR 5dB 2012 (test)computer vision4Feb 26, 2026
Out-of-Distribution DetectionCIFAR-100computer visiontabular time series4Feb 26, 2026
Image ClassificationImageNette 320computer vision4Feb 26, 2026