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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
Fine-grained Image ClassificationFlowers New classescomputer vision12Feb 26, 2026
Fine-grained Image ClassificationFlowers Base classescomputer vision12Feb 26, 2026
Fine-grained Image ClassificationStanfordCars Harmonic Meancomputer vision12Feb 26, 2026
Fine-grained Image ClassificationStanfordCars New classescomputer vision12Feb 26, 2026
Fine-grained Image ClassificationOxfordPets New classescomputer vision12Feb 26, 2026
Fine-grained Image ClassificationOxfordPets Base classescomputer vision12Feb 26, 2026
Image ClassificationCaltech101 New classescomputer vision12Feb 26, 2026
Image ClassificationCaltech101 Base classescomputer vision12Feb 26, 2026
Image ClassificationAverage (11 datasets) Base classescomputer vision12Feb 26, 2026
Medical Image ClassificationISIC 2018bio medicalcomputer vision12Feb 26, 2026
Image Classification15-Dataset Suite Summarycomputer vision12Feb 27, 2026
Medical Image ClassificationPneumonia (test)bio medicalcomputer vision12Jul 3, 2026
Medical Image ClassificationAlzheimer’s Disease (test)bio medicalcomputer vision12Jul 3, 2026
Image ClassificationTQ-DuraGelcomputer vision12Feb 26, 2026
Image ClassificationTQ-DIGITcomputer vision12Feb 26, 2026
Image ClassificationOF B 2.0computer vision12Feb 26, 2026
Image ClassificationOF A 2.0computer vision12Feb 26, 2026
Image ClassificationOF Realcomputer vision12Feb 26, 2026
Image ClassificationTAGcomputer vision12Feb 26, 2026
Image ClassificationImageNet-1K IDcomputer vision12Feb 26, 2026
Few-shot Image ClassificationFC100 standard (test)computer vision12Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision12Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision12Feb 26, 2026
Pathology Image ClassificationRenal-C corrupted (test)computer visionbio medical12Feb 26, 2026
Pathology Image ClassificationRenal clean (test)computer visionbio medical12Feb 26, 2026