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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 ClassificationFLIR ADAS Thermal Domain (test)computer vision9Feb 26, 2026
Image ClassificationCIFAR10 gamma=150 (test)computer vision9Feb 26, 2026
Image ClassificationCIFAR10 gamma=100 (test)computer vision9Feb 26, 2026
Image ClassificationCIFAR10 gamma=50 (test)computer vision9Feb 26, 2026
Image ClassificationOffice-Caltech Multi-sourcecomputer vision9Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision9Feb 26, 2026
Image ClassificationaPY Proposed Split 2.0computer vision9Feb 26, 2026
Image ClassificationAWA2 Proposed Splitcomputer vision9Feb 26, 2026
Image ClassificationCUB 5-shotcomputer vision9Jun 2, 2026
5-way Image ClassificationFC-100 5-way (test)computer vision9Feb 26, 2026
Low-shot Image ClassificationPlaces 205computer vision9Feb 27, 2026
Image ClassificationCIFAR-10computer vision9Feb 26, 2026
Image ClassificationCIFAR-10 250 labeled samplescomputer vision9Feb 26, 2026
ClassificationStructured Noise Fashion MNIST (train)computer visionnlp+39Feb 26, 2026
Image ClassificationColored Fashion MNIST (test)computer vision9Feb 26, 2026
Image ClassificationColored Fashion MNIST (train)computer vision9Feb 26, 2026
Image ClassificationCIFAR-100 symmetric noisecomputer vision9Feb 26, 2026
Image ClassificationCIFAR-10 symmetric noisecomputer vision9Feb 26, 2026
Fine-grained Image ClassificationDogscomputer vision9Feb 26, 2026
Image Classification2D Noisy XOR (test)computer vision9Feb 26, 2026
Image ClassificationCIFAR-10 1k labels (test)computer vision9Feb 26, 2026
Image ClassificationImageNet (val)computer vision9Feb 26, 2026
Zero-Shot Image ClassificationAWA unseen (test)computer vision9Feb 27, 2026
Image ClassificationCIFAR-100 data-augmented (test)computer vision9Feb 26, 2026
Image ClassificationAverage Performance (MNIST, C10, C100, SVHN) (test)computer vision9Feb 26, 2026