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Benchmarks for “imagenet”

Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.

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TaskDatasetDomainTrendResultsLast update
Multi-modal Continual LearningVQAv2, ImageNet, Flickr30k, OCRVQA, RefCOCO, HQEdit sequencemultimodalcomputer vision+110Feb 26, 2026
Few-shot classificationminiImageNet to Cars (test)computer visionnlp+110Feb 26, 2026
Image ClassificationCIFAR-100 (IND) + TinyImageNet (OOD)computer vision10Feb 26, 2026
Image ClassificationCIFAR-10 (IND) + TinyImageNet (OOD)computer vision10Feb 26, 2026
Image ClassificationImageNetcomputer vision10Feb 26, 2026
Image ClassificationImageNet30computer vision10Feb 26, 2026
Image SynthesisImageNetimage generation editing10Feb 26, 2026
Random Data UnlearningTiny ImageNet (train/test)adversarial safety security10Feb 26, 2026
Instance UnlearningTiny-ImageNet 1% forgetting (test)computer visionadversarial safety security10Feb 26, 2026
Out-of-Distribution DetectionImageNet-1K ResNet-50 (test)computer visiontabular time series10Feb 26, 2026
DenoisingImageNet noise level sigma=0.9 (val)bio medicalcomputer vision10Feb 26, 2026
DenoisingImageNet noise level sigma=0.5 (val)bio medicalcomputer vision10Feb 26, 2026
DenoisingImageNet noise level sigma=0.1 (val)bio medicalcomputer vision10Feb 26, 2026
Image restorationCytoImageNetcomputer vision10Feb 26, 2026
Diversity EvaluationTiny ImageNetcomputer vision10Feb 26, 2026
ClassificationTiny-ImageNet (OOD)computer visionnlp+310May 12, 2026
Object UnlearningImagenette (test)computer visionadversarial safety security10Feb 26, 2026
Concept UnlearningImagenettecomputer visionnlp10Feb 26, 2026
Zero-shot ClassificationGeneral datasets group (ImageNet, CIFAR10, CIFAR100, STL10, Caltech101, Caltech256)nlpcomputer vision10Feb 27, 2026
Image ClassificationImageNet 1k (val)computer vision10Feb 26, 2026
Image ClassificationImageNet distribution shift 1k A K R V (val test)computer vision10Feb 26, 2026
Continual LearningImageNet-R 50 tasksmiscellaneous10May 11, 2026
Attribution LocalizationImageNet 1k (val)computer vision10Feb 26, 2026
Image ClassificationImageNet-Kcomputer vision10Feb 26, 2026
Model Lineage AttestationTinyImageNet->Pet->Mixedadversarial safety security10Feb 26, 2026