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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 ClassificationImageNet 1K (val)computer vision7Feb 26, 2026
Image ClassificationObjectNet 1.0 (test)computer vision7Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision7Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision7Feb 26, 2026
Image ClassificationImageNet OOD Transfer Suite (CUB, Cars, Aircrafts, Pets) LT (test)computer vision7Feb 26, 2026
Image ClassificationCMNIST In-distributioncomputer vision7Feb 26, 2026
Image ClassificationModelNet40 Unseencomputer vision7Feb 26, 2026
Image ClassificationModelNet40 (Seen)computer vision7Feb 26, 2026
Image ClassificationDeepFashion In-Shop (Unseen)computer vision7Feb 26, 2026
Image ClassificationDeepFashion In-Shop (Seen)computer vision7Feb 26, 2026
Image ClassificationImageNet-1K 0.2% labels 1.0computer vision7Feb 26, 2026
Image ClassificationC10computer vision7Feb 26, 2026
Fine-grained Image ClassificationCrowd Activitycomputer vision7Feb 26, 2026
Image ClassificationImageNet-1k 50% annotated (train)computer vision7Feb 26, 2026
Image ClassificationImageNet-1k 5% annotated (train)computer vision7Feb 26, 2026
Image ClassificationANIMAL10computer vision7Feb 26, 2026
Image ClassificationEMNIST Bymerge (test)computer vision7Feb 26, 2026
Image ClassificationEMNIST Byclass (test)computer vision7Feb 26, 2026
Image ClassificationCIFAR100 IM=200 LT (test)computer vision7Feb 26, 2026
Image ClassificationCIFAR-100 20% symmetric label noisecomputer vision7Feb 26, 2026
Image ClassificationWaterbird modified (test)computer vision7Feb 26, 2026
Image ClassificationImageNet (val)computer vision7Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision7Feb 26, 2026
Image ClassificationMNIST3000computer vision7Feb 26, 2026
Image ClassificationMNIST 2000computer vision7Feb 26, 2026