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Benchmarks for “image classification”

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

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TaskDatasetDomainTrendResultsLast update
Image ClassificationCIFAR-100 (IR=1, NR=0.1) (test)computer vision8Feb 26, 2026
Image ClassificationCIFAR-100 IR=10, NR=0.0 (test)computer vision8Feb 26, 2026
Image ClassificationCIFAR-100 IR=1, NR=0.0 (test)computer vision8Feb 26, 2026
Image ClassificationOmniglot 50 clients (test)computer vision8Feb 26, 2026
Image ClassificationCIFAR100 100 clients (test)computer vision8Feb 26, 2026
Image ClassificationCIFAR100 50 clients (test)computer vision8Feb 26, 2026
Image ClassificationCIFAR100 10 clients (test)computer vision8Feb 26, 2026
Image ClassificationCIFAR10 50 clients (test)computer vision8Feb 26, 2026
Image ClassificationCIFAR10 10 clients (test)computer vision8Feb 26, 2026
Image ClassificationMIO-TCD (test)computer vision8Feb 26, 2026
Hyperspectral Image ClassificationCASI University of Houston (test)computer vision8Feb 26, 2026
Image ClassificationCIFAR-100 Unbalanced (val)computer vision8Feb 26, 2026
Image ClassificationCIFAR-10 Unbalanced (val)computer vision8Feb 26, 2026
Image Classification/DetectionPASCALcomputer vision8Feb 26, 2026
Image ClassificationiNaturalist Challenge 2018 (test)computer vision8Feb 26, 2026
Image ClassificationPlaces LT 2 (test)computer vision8Feb 26, 2026
Image ClassificationImageNet-LT ILSVRC2012 (test)computer vision8Feb 26, 2026
Image ClassificationImageNet A 2012 (val)computer vision8Feb 26, 2026
Few-shot Image ClassificationEuroSat CDFSL (test)computer vision8Feb 26, 2026
Image ClassificationVisual Decathlon STL-10 (val test)computer vision8Feb 26, 2026
Long-tailed Image ClassificationCIFAR-100-LT Imbalanced factor 200 (test)computer vision8Feb 26, 2026
Unsupervised Domain Adaptation (Image Classification)SYN to SVHNcomputer vision8Feb 26, 2026
Image ClassificationSVHN 1k labeled 72k unlabeled (test)computer vision8Feb 26, 2026
Image ClassificationCompCars (test)computer vision8Feb 26, 2026
Image ClassificationTCIFAR-100 1.0 (test)computer vision8Feb 26, 2026