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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
Model Lineage AttestationCaltech101->TinyImageNet Mixedadversarial safety security10Feb 26, 2026
Poisoning Defense in U-shape Split LearningImageNetteadversarial safety security10Feb 26, 2026
Targeted Adversarial AttackImageNet RN-50 Source 1k (val)adversarial safety securitycomputer vision10Feb 26, 2026
Targeted Adversarial AttackImageNetadversarial safety securitycomputer vision10Feb 26, 2026
Cross-dataset generalizationImageNet 1K (test)computer vision10Feb 26, 2026
Image Generation DetectionDiffusionForensics ImageNet SD v1computer vision10Feb 26, 2026
Image Generation DetectionDiffusionForensics ImageNet ADMcomputer vision10Feb 26, 2026
Generalized Category DiscoveryCIFAR10, CIFAR100, ImageNet-100, CUB, Stanford Cars, and Herbarium19 Average (test)computer vision10Feb 26, 2026
Test-time adaptationImageNet-Ccomputer visiontabular time series10Feb 26, 2026
Global-shape recognitionShape-Biased Stimuli modified ImageNet (val)computer vision10Feb 26, 2026
Few-Shot ClassificationImageNet Meta-Dataset (test)computer visionnlp+110Feb 26, 2026
Image ClassificationImageNet linear probe V2 1.0computer vision10Feb 26, 2026
Image ClassificationImageNet Real linear probe 1.0computer vision10Feb 26, 2026
Failure DetectionImageNet vs. WILDS New settingbio medicalcomputer vision10Feb 26, 2026
Out-of-Distribution DetectionImageNet WILDScomputer visiontabular time series10Feb 26, 2026
Generative Image ModelingImageNet 50k generated samples (test)image generation editing10Feb 26, 2026
Image ClassificationImageNet-1K 11 (val)computer vision10Feb 26, 2026
Image ClassificationImageNet (val)computer vision10Feb 26, 2026
Super-ResolutionImageNetcomputer vision10May 8, 2026
Exemplar-Free Class-Incremental LearningImagenet Subset T=20 (test)computer visiontabular time series10Jun 26, 2026
Exemplar-Free Class-Incremental LearningImagenet Subset T=10 (test)computer visiontabular time series10Feb 26, 2026
Exemplar-Free Class-Incremental LearningTinyImageNet T=20 (test)computer visiontabular time series10Jun 26, 2026
Image ClassificationImageNetcomputer vision10Feb 26, 2026
Image ClassificationImageNet (test)computer vision10Feb 26, 2026
Image ClassificationImageNet-1K (val)computer vision10Feb 26, 2026