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Small Data Image Classification datasets

archive 2025-07-28

9 datasets carry the task tag "Small Data Image Classification" (the task itself: Small Data Image Classification), ordered by the archive's paper count. Page 1 of 1: 9 shown of 9. 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 52Small Data Image Classification 9

Small Data Image Classification datasets 1–9 of 9

CIFAR-10
description withheld: archive row vandalised before snapshot
ImagesImage ClassificationClassificationImage GenerationZero-Shot LearningAnomaly DetectionImage Retrieval+58 tasks
16,145 papers · 91 benchmarks
CIFAR-100
The CIFAR-100 dataset (Canadian Institute for Advanced Research, 100 classes) is a subset of the Tiny Images dataset and consists of 60000 32x32 color images.
ImagesImage ClassificationClassificationImage GenerationZero-Shot LearningAnomaly DetectionFew-Shot Image Classification+37 tasks
9,045 papers · 51 benchmarks
CUB-200-2011 (Caltech-UCSD Birds-200-2011)
The Caltech-UCSD Birds-200-2011 (CUB-200-2011) dataset is the most widely-used dataset for fine-grained visual categorization task.
ImagesImage ClassificationImage GenerationZero-Shot LearningFew-Shot Image ClassificationImage RetrievalFew-Shot Learning+29 tasks
2,235 papers · 47 benchmarks
UCF-Crime
The UCF-Crime dataset is a large-scale dataset of 128 hours of videos.
VideosAnomaly DetectionVideo Anomaly DetectionSmall Data Image ClassificationAnomaly Detection In Surveillance VideosMultiple Instance Learning
142 papers · 3 benchmarks
TMED (Tufts Medical Echocardiogram Dataset)
TMED is a clinically-motivated benchmark dataset for computer vision and machine learning from limited labeled data.
ImagesMedicalSemi-Supervised Image ClassificationSmall Data Image Classification
10 papers · 0 benchmarks
Ecoli
The Ecoli dataset is a dataset for protein localization.
GraphsImputationSmall Data Image ClassificationOutlier Detection
9 papers · 0 benchmarks
DEIC Benchmark (Data-Efficient Image Classification Benchmark)
DEIC is a benchmark for measuring the data efficiency of models in the context of image classification.
ImagesImage ClassificationSmall Data Image Classification
3 papers · 3 benchmarks
ImageNet 50 samples per class
This ImageNet version contains only 50 training images per class while the original testing set remains unchanged.
ImagesImage ClassificationSmall Data Image Classification
1 paper · 1 benchmark
WikiChurches
WikiChurches is a dataset for architectural style classification, consisting of 9,485 images of church buildings.
ImagesFine-Grained Image ClassificationImage Classification with Label NoiseSmall Data Image ClassificationFine-Grained Image RecognitionFine-Grained Visual Recognitionimbalanced 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.