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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
Few-shot Image ClassificationCUB (novel)computer vision14Feb 26, 2026
Semi-supervised Image ClassificationCIFAR-10 4000 labeled samples (train test)computer vision14Feb 26, 2026
Image ClassificationCompCars Surveillance (test)computer vision14Feb 27, 2026
5-way image classificationCUB (test)computer vision14Feb 26, 2026
Image ClassificationOxford-IIIT Petcomputer vision14Feb 26, 2026
Image ClassificationColored MNIST (train)computer vision14Feb 26, 2026
Image ClassificationEuroSAT (val)computer vision14Apr 3, 2026
Zero-shot Image ClassificationCUB (test)computer vision14Feb 26, 2026
Zero-shot Image ClassificationAwA1 (test)computer vision14Feb 26, 2026
Image ClassificationVisual Decathlon UCF101 held-out targetcomputer vision14Feb 26, 2026
Image ClassificationVisual Decathlon VGG-Flowers held-out targetcomputer vision14Feb 26, 2026
Image ClassificationVisual Decathlon D. Textures held-out targetcomputer vision14Feb 26, 2026
Image ClassificationVisual Decathlon Aircraft held-out targetcomputer vision14Feb 26, 2026
Image ClassificationCaltech-101 (test)computer vision14Jun 2, 2026
Image ClassificationGTSR (test)computer vision14Feb 26, 2026
Image ClassificationImageNet 2012 (test)computer vision14Feb 26, 2026
Image ClassificationMNIST permutation-invariant (test)computer vision14Feb 26, 2026
Pixel-by-pixel Image ClassificationMNIST permutedcomputer vision14Feb 26, 2026
Pixel-by-pixel Image ClassificationMNIST orderedcomputer vision14Feb 26, 2026
Medical Image ClassificationBrain (test)bio medicalcomputer vision14Feb 26, 2026
Medical Image ClassificationCell (test)bio medicalcomputer vision14Feb 26, 2026
Image ClassificationImageCLEFcomputer vision14Feb 26, 2026
Image ClassificationLFW-CFcomputer vision13Jul 9, 2026
Image ClassificationImageNet 100computer vision13Jul 8, 2026
Image ClassificationCIFAR-10computer vision13Jul 8, 2026