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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-10computer vision8Feb 27, 2026
Hyperspectral Image ClassificationQingpu-HSI (test)computer vision8Feb 26, 2026
Image ClassificationImageNet-1K (test)computer vision8Feb 26, 2026
Fundus Image ClassificationODIR to VietAI (target)computer visionbio medical8Feb 26, 2026
Fundus Image ClassificationODIR to FIVES (target)computer visionbio medical8Feb 26, 2026
Image ClassificationOxford Flowers 102 WRN16 (test)computer vision8Feb 26, 2026
Image ClassificationCIFAR-10 ResNet20 (test)computer vision8Feb 26, 2026
Image ClassificationUCF101 novel classescomputer vision8Feb 27, 2026
Image ClassificationFlowers101 novel classescomputer vision8Feb 27, 2026
Image ClassificationOxfordPets novel classescomputer vision8Feb 27, 2026
Image ClassificationCaltech101 novel classescomputer vision8Feb 27, 2026
Image ClassificationCIFAR-10 (test)computer vision8Feb 26, 2026
Image ClassificationImageNet FGSMcomputer vision8Apr 21, 2026
Image ClassificationImageNet full 1k (test)computer vision8Feb 26, 2026
Image ClassificationImageNet 1k (val)computer vision8Feb 26, 2026
Class-incremental image classificationNICO++ C (test)computer vision8Feb 26, 2026
Class-incremental image classificationNICO++ U (test)computer vision8Feb 26, 2026
Image ClassificationISIC-DICM-17K 1:1 class-balanced (test)computer vision8Feb 26, 2026
Medical Image ClassificationMILK Clinical 10kbio medicalcomputer vision8Feb 26, 2026
Medical Image ClassificationMILK Dermoscopic 10kbio medicalcomputer vision8Feb 26, 2026
Image ClassificationsCIFAR-10 (test)computer vision8Feb 26, 2026
Image ClassificationSVHNcomputer vision8Feb 26, 2026
ClassificationImageNet-1Kcomputer visionnlp+38Feb 27, 2026
Image ClassificationAIforCOVID v1 (test)computer vision8Feb 26, 2026
Image ClassificationPneumoniaMNIST v2 (test)computer vision8Feb 26, 2026