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Robust classification datasets

archive 2025-07-28

10 datasets carry the task tag "Robust classification" (the task itself: Robust classification), ordered by the archive's paper count. Page 1 of 1: 10 shown of 10. Facet routes are this site's own (the archive records the tag string, not a page).

The archive holds 12,214 dataset rows; 12,172 are listed. 6 are withheld from every listing and count here as vandalised before snapshot (6 with contact-centre spam in the title, 0 with a spam description on a row that has no homepage, no paper and no papers counted; none with more than 1 paper, 0 with a benchmark), listed in withheld.json; 1 listed row carries a vandalised description, withheld on its page. This gate never withholds a row with a homepage or a paper that resolves, and a clean description; the content rules below withhold a row whose name is spam whatever else it carries. The gate is a phrase list: these are the rows it caught, not a claim that the rest is clean. Before that gate, the site's content rules withhold 36 more rows (invite-code, gambling, travel-booking, contact-centre and similar spam in the name or on a row with nothing real behind it); they have no page and are listed in withheld.json.

Filter 51 task tags shown of 3,717, by dataset count; the full filter by modality, task and language is on /datasets

All 12,172 Question Answering 413Semantic Segmentation 347Object Detection 332Image Classification 283Classification 222Text Classification 167Language Modelling 166Text Generation 162Visual Question Answering (VQA) 144Named Entity Recognition (NER) 130Pose Estimation 124Anomaly Detection 119Action Recognition 115Instance Segmentation 111Sentiment Analysis 104Text Summarization 98Domain Adaptation 96Speech Recognition 96Reading Comprehension 95Information Retrieval 932D Object Detection 92Image Retrieval 87Machine Translation 82Relation Extraction 822D Semantic Segmentation 81Natural Language Inference 81Image Captioning 79Image Generation 79Depth Estimation 77Node Classification 75Natural Language Understanding 72Autonomous Driving 70Code Generation 70Object Tracking 693D Object Detection 67Face Recognition 67Link Prediction 67Person Re-Identification 65Data Augmentation 63Multi-Task Learning 593D Reconstruction 58Common Sense Reasoning 56Recommendation Systems 56Video Understanding 56Optical Character Recognition (OCR) 55Graph Classification 54Abstractive Text Summarization 52Emotion Recognition 52Medical Image Segmentation 52Word Embeddings 52Robust classification 10

Robust classification datasets 1–10 of 10

CIFAR-10
description withheld: archive row vandalised before snapshot
ImagesImage ClassificationClassificationImage GenerationZero-Shot LearningAnomaly DetectionImage Retrieval+58 tasks
16,145 papers · 91 benchmarks
MNIST-C
Common corruptions dataset for MNIST.
ImagesRobust classification
54 papers · 0 benchmarks
ModelNet40-C (ModelNet-C)
ModelNet40-C is a comprehensive dataset to benchmark the corruption robustness of 3D point cloud recognition.
3DPoint cloud3D Point Cloud Classification3D Classification3D Point Cloud Data AugmentationFew-Shot Point Cloud ClassificationRobust classificationClassify 3D Point Clouds
32 papers · 2 benchmarks
DeepWeeds
The DeepWeeds dataset consists of 17,509 images capturing eight different weed species native to Australia in situ with neighbouring flora.
ImagesSemantic SegmentationActive LearningRobust classification
23 papers · 0 benchmarks
N-ImageNet (Large-Scale Dataset for Event-Based Object Recognition)
The N-ImageNet dataset is an event-camera counterpart for the ImageNet dataset.
ClassificationObject RecognitionEvent-based visionRobust classification
15 papers · 2 benchmarks
WHYSHIFT
In our benchmark WHYSHIFT, we explore distribution shifts on 5 real-world tabular datasets from the economic and traffic sectors with natural spatiotemporal distribution shifts.We only pick 7 typical settings out of 22 settings and select…
TabularClassificationDomain GeneralizationRobust classification
3 papers · 0 benchmarks
MedMNIST-C
MedMNIST-C is an open-source data set collection comprising algorithmically generated corruptions applied to the test sets of the MedMNIST collection following the concept of ImageNet-C.
ImagesBiomedicalMedicalClassificationRobust classification
2 papers · 0 benchmarks
Tiny ImageNet-R
Tiny ImageNet-R is a subset of the ImageNet-R dataset by Hendrycks et al.
ImagesClassificationRobust classification
2 papers · 0 benchmarks
EuroSAT-C
EuroSAT-C is an open-source data set comprising algorithmically generated corruptions applied to the EuroSAT test set following the concept of ImageNet-C.
ImagesClassificationRobust classification
1 paper · 0 benchmarks
Tiny ImageNet-A
Tiny ImageNet-A is a subset of the Tiny ImageNet test set consisting of 3,374 images comprising real-world, unmodified, and naturally occurring examples that are misclassified by ResNet-18.
ImagesClassificationRobust classification
1 paper · 0 benchmarks

Paper counts and descriptions are the archive's, frozen 2025-07-28; no citation counts, no stars, no trending. Sorting by "most cited" or "newest" was a live-site feature the archive does not carry.