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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
Image ClassificationImageNet-R Full setcomputer vision10May 8, 2026
XAI Faithfulness (Deletion)ImageNet (val)computer visionadversarial safety security10Feb 26, 2026
XAI Faithfulness (Insertion)ImageNet (val)computer visionadversarial safety security10Feb 26, 2026
Neural Architecture Search (Topology Search)NATS-Bench ImageNet16-120 (test)miscellaneous10Feb 26, 2026
Image ClassificationImageNet-S targetcomputer vision10May 8, 2026
Class Incremental LearningImageNet100 B0 (test)computer visiontabular time series10Feb 26, 2026
Image ClassificationImageNet (test)computer vision10Jun 4, 2026
Unsupervised Semantic SegmentationImageNet-S50 (test)computer vision10Feb 26, 2026
Unsupervised Semantic SegmentationImageNet-S50 (val)computer vision10Feb 26, 2026
Denoising AutoencodingTiny ImageNetcomputer vision10Feb 26, 2026
Image Classificationmini-ImageNet-Blue (80% noise)computer vision10Feb 26, 2026
Image Classificationmini-ImageNet-Blue 40% noisecomputer vision10Feb 26, 2026
Image Classificationmini-ImageNet Blue (20% noise)computer vision10Feb 26, 2026
Image Classificationmini-ImageNet-Blue (0% noise)computer vision10Feb 26, 2026
Image ClassificationImageNet 1k (val)computer vision10Feb 26, 2026
Image RetrievalTiny ImageNetretrieval search ragcomputer vision10Feb 26, 2026
Image ClassificationImageNetcomputer vision10Feb 26, 2026
Semi-supervised classificationImageNet 10% labels 1K (val)computer vision10Feb 26, 2026
Semi-supervised classificationImageNet 1% labels 1K (val)computer vision10Feb 26, 2026
Image ReconstructionImageNet1Kcomputer vision10Feb 26, 2026
Federated Class-Incremental LearningImageNet Subset 10 incremental taskscomputer visiontabular time series10Feb 26, 2026
Image ClassificationTinyImageNet 35 (test)computer vision10Feb 26, 2026
Federated Class-Incremental LearningTinyImageNet first 10 tasks 35computer visiontabular time series10Feb 26, 2026
Semi-supervised classificationImageNet 10% labelscomputer vision10Feb 26, 2026
Image ClassificationImageNet-9 Mixed-Nextcomputer vision10Feb 26, 2026