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Data Augmentation datasets
archive 2025-07-2863 datasets carry the task tag "Data Augmentation" (the task itself: Data Augmentation), ordered by the archive's paper count. Page 1 of 2: 48 shown of 63. 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 50 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 52
Data Augmentation datasets 1–48 of 63
description withheld: archive row vandalised before snapshot
16,145 papers · 91 benchmarks
The ImageNet dataset contains 14,197,122 annotated images according to the WordNet hierarchy.
15,430 papers · 52 benchmarks
The ESC-50 dataset is a labeled collection of 2000 environmental audio recordings suitable for benchmarking methods of environmental sound classification.
387 papers · 4 benchmarks
ImageNet-Sketch data set consists of 50,889 images, approximately 50 images for each of the 1000 ImageNet classes.
268 papers · 3 benchmarks
MuST-C currently represents the largest publicly available multilingual corpus (one-to-many) for speech translation.
216 papers · 2 benchmarks
Clotho is an audio captioning dataset, consisting of 4981 audio samples, and each audio sample has five captions (a total of 24 905 captions).
202 papers · 3 benchmarks
IAM (IAM Handwriting)
The IAM database contains 13,353 images of handwritten lines of text created by 657 writers.
198 papers · 1 benchmark
MathQA significantly enhances the AQuA dataset with fully-specified operational programs.
159 papers · 1 benchmark
PAWS (Paraphrase Adversaries from Word Scrambling)
Paraphrase Adversaries from Word Scrambling (PAWS) is a dataset contains 108,463 human-labeled and 656k noisily labeled pairs that feature the importance of modeling structure, context, and word order information for the problem of…
159 papers · 0 benchmarks
Urban Sound 8K is an audio dataset that contains 8732 labeled sound excerpts (<=4s) of urban sounds from 10 classes: airconditioner, carhorn, childrenplaying, dogbark, drilling, engingeidling, gunshot, jackhammer, siren, and streetmusic.
147 papers · 1 benchmark
GAP is a gender-balanced dataset containing 8,908 coreference-labeled pairs of (ambiguous pronoun, antecedent name), sampled from Wikipedia and released by Google AI Language for the evaluation of coreference resolution in practical…
104 papers · 0 benchmarks
The PROMISE12 dataset was made available for the MICCAI 2012 prostate segmentation challenge.
84 papers · 2 benchmarks
SParC (Semantic Parsing in Context)
SParC is a large-scale dataset for complex, cross-domain, and context-dependent (multi-turn) semantic parsing and text-to-SQL task (interactive natural language interfaces for relational databases).
59 papers · 2 benchmarks
Europarl-ST is a multilingual Spoken Language Translation corpus containing paired audio-text samples for SLT from and into 9 European languages, for a total of 72 different translation directions.
57 papers · 0 benchmarks
The xBD dataset contains over 45,000KM2 of polygon labeled pre and post disaster imagery.
51 papers · 2 benchmarks
Slakh2100 (Synthesized Lakh Dataset)
The Synthesized Lakh (Slakh) Dataset is a dataset for audio source separation that is synthesized from the Lakh MIDI Dataset v0.1 using professional-grade sample-based virtual instruments.
38 papers · 3 benchmarks
Contains hundreds of frontal view X-rays and is the largest public resource for COVID-19 image and prognostic data, making it a necessary resource to develop and evaluate tools to aid in the treatment of COVID-19.
35 papers · 1 benchmark
MeQSum is a dataset for medical question summarization.
33 papers · 1 benchmark
MedQuAD (Medical Question Answering Dataset)
MedQuAD includes 47,457 medical question-answer pairs created from 12 NIH websites (e.g.
32 papers · 0 benchmarks
The HELP dataset is an automatically created natural language inference (NLI) dataset that embodies the combination of lexical and logical inferences focusing on monotonicity (i.e., phrase replacement-based reasoning).
30 papers · 1 benchmark
The MRNet dataset consists of 1,370 knee MRI exams performed at Stanford University Medical Center.
29 papers · 1 benchmark
CONAN (COunter NArratives through Nichesourcing)
COunter NArratives through Nichesourcing (CONAN) is a dataset that consists of 4,078 pairs over the 3 languages.
27 papers · 0 benchmarks
Evidence Inference is a corpus for this task comprising 10,000+ prompts coupled with full-text articles describing RCTs.
27 papers · 0 benchmarks
CCPD (Chinese City Parking Dataset)
The Chinese City Parking Dataset (CCPD) is a dataset for license plate detection and recognition.
24 papers · 0 benchmarks
KdConv (Knowledge-driven Conversation)
KdConv is a Chinese multi-domain Knowledge-driven Conversation dataset, grounding the topics in multi-turn conversations to knowledge graphs.
22 papers · 0 benchmarks
ETHOS (multi-labEl haTe speecH detectiOn dataSet)
ETHOS is a hate speech detection dataset.
20 papers · 2 benchmarks
The George Washington dataset contains 20 pages of letters written by George Washington and his associates in 1755 and thereby categorized into historical collection.
20 papers · 0 benchmarks
InfoTabS comprises of human-written textual hypotheses based on premises that are tables extracted from Wikipedia info-boxes.
18 papers · 0 benchmarks
MED (Monotonicity Entailment Dataset)
MED is a new evaluation dataset that covers a wide range of monotonicity reasoning that was created by crowdsourcing and collected from linguistics publications.
18 papers · 1 benchmark
18 papers · 0 benchmarks
RPC (Retail Product Checkout)
RPC is a large-scale retail product checkout dataset and collects 200 retail SKUs.
17 papers · 0 benchmarks
VehicleX is a large-scale synthetic dataset.
16 papers · 0 benchmarks
BRATS 2016 is a brain tumor segmentation dataset.
13 papers · 0 benchmarks
Logo-2K+:A Large-Scale Logo Dataset for Scalable Logo Classification The Logo-2K+ dataset contains a diverse range of logo classes from real-world logo images.
13 papers · 0 benchmarks
CRD3 (Critical Role Dungeons and Dragons Dataset)
The dataset is collected from 159 Critical Role episodes transcribed to text dialogues, consisting of 398,682 turns.
9 papers · 0 benchmarks
EgoHOS (Fine-Grained Egocentric Hand-Object Segmentation Dataset)
EgoHOS is a labeled dataset consisting of 11243 egocentric images with per-pixel segmentation labels of hands and objects being interacted with during a diverse array of daily activities.
9 papers · 0 benchmarks
Europarl-ASR (EN) is a 1300-hour English-language speech and text corpus of parliamentary debates for (streaming) Automatic Speech Recognition training and benchmarking, speech data filtering and speech data verbatimization, based on…
8 papers · 2 benchmarks
Contains 446,684 images annotated by humans that cover 43 incidents across a variety of scenes.
8 papers · 0 benchmarks
The Hotels-50K dataset consists of over 1 million images from 50,000 different hotels around the world.
7 papers · 0 benchmarks
Created from endoscopic video feeds of real-world surgical procedures.
5 papers · 0 benchmarks
word2word contains easy-to-use word translations for 3,564 language pairs.
5 papers · 0 benchmarks
Amazon Fine Foods is a dataset that consists of reviews of fine foods from amazon.
4 papers · 0 benchmarks
Bentham (Bentham project)
Bentham manuscripts refers to a large set of documents that were written by the renowned English philosopher and reformer Jeremy Bentham (1748-1832).
4 papers · 1 benchmark
The BirdVox-full-night dataset contains 6 audio recordings, each about ten hours in duration.
3 papers · 0 benchmarks
Konzil (Konzilsprotokolle_C)
Konzil dataset was created by specialists of the University of Greifswald.
3 papers · 0 benchmarks
The LITIS-Rouen dataset is a dataset for audio scenes.
3 papers · 0 benchmarks
Patzig contains handwritten texts written in modern German.
3 papers · 0 benchmarks
Ricordi contains handwritten texts written in Italian.
3 papers · 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.