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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 ClassificationFlowers102 5-way 5-shot (test)computer vision13Feb 26, 2026
Image ClassificationCaltech256 5-way 5-shot (test)computer vision13Feb 26, 2026
Image ClassificationFood101 5-way 2-shotcomputer vision13Feb 26, 2026
Image ClassificationOxford-IIIT Pet 5-way 2-shotcomputer vision13Feb 26, 2026
Image ClassificationStanford Cars 5-way 2-shotcomputer vision13Feb 26, 2026
Image ClassificationStanford Dogs 5-way 2-shotcomputer vision13Feb 26, 2026
Image ClassificationFlowers102 5-way 2-shotcomputer vision13Feb 26, 2026
Image ClassificationCaltech256 5-way 2-shotcomputer vision13Feb 26, 2026
Encrypted Image ClassificationCIFAR-10computer visionadversarial safety security13Feb 26, 2026
Image ClassificationCIFAR-10 Distribution II: Quantity Skew (test)computer vision13Feb 26, 2026
Image ClassificationCIFAR-10 Distribution I: Label Scarcity (test)computer vision13Feb 26, 2026
Image ClassificationImageNet (val)computer vision13Feb 26, 2026
Image ClassificationRemote Sensing Domain Suite (UCM, AID, RSICD, WHURS19, PatternNet, NWPU) Few-shot evaluationcomputer vision13Feb 26, 2026
Image ClassificationCIFAR-10, CIFAR-100, & TinyImageNet Aggregatecomputer vision13Feb 26, 2026
Image ClassificationDTDcomputer vision13Feb 26, 2026
Image ClassificationImageNetcomputer vision13Feb 26, 2026
Image ClassificationCIFAR-10 standard (test)computer vision13Feb 26, 2026
Image ClassificationCIFAR-10 FedAvg with 50 clients, beta=5 non-IID (test)computer vision13Feb 26, 2026
Image ClassificationCIFAR-10 FedAvg with 50 clients, beta=0.5 non-IID (test)computer vision13Feb 26, 2026
Image ClassificationCIFAR-10 FedAvg with 50 clients, beta=0.1 non-IID (test)computer vision13Feb 26, 2026
Image ClassificationCIFAR-10 Centralized original (test)computer vision13Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision13Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision13Feb 26, 2026
Image ClassificationImageNet single-crop (val)computer vision13Feb 26, 2026
Image ClassificationCarcomputer vision13Feb 26, 2026