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Few-Shot Audio Classification datasets

archive 2025-07-28

9 datasets carry the task tag "Few-Shot Audio Classification" (the task itself: Few-Shot Audio 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 52Few-Shot Audio Classification 9

Few-Shot Audio Classification datasets 1–9 of 9

VoxCeleb1
VoxCeleb1 is an audio dataset containing over 100,000 utterances for 1,251 celebrities, extracted from videos uploaded to YouTube.
AudioLearning with noisy labelsSpeaker VerificationTalking Head GenerationFew-Shot Audio ClassificationVideo ReconstructionSpeaker Identification+1 tasks
680 papers · 10 benchmarks
Common Voice
Common Voice is an audio dataset that consists of a unique MP3 and corresponding text file.
AudioSpeech RecognitionAutomatic Speech RecognitionAudio ClassificationFew-Shot Audio ClassificationLanguage IdentificationLicense Plate Detection+3 tasks
449 papers · 143 benchmarks
ESC-50
The ESC-50 dataset is a labeled collection of 2000 environmental audio recordings suitable for benchmarking methods of environmental sound classification.
AudioImage ClassificationAudio ClassificationFew-Shot Audio ClassificationData AugmentationZero-shot Audio ClassificationEnvironmental Sound Classification+3 tasks
387 papers · 4 benchmarks
NSynth
NSynth is a dataset of one shot instrumental notes, containing 305,979 musical notes with unique pitch, timbre and envelope.
AudioSelf-Supervised LearningFew-Shot Audio ClassificationAudio GenerationInstrument RecognitionMusic GenerationPitch Classification
138 papers · 2 benchmarks
CREMA-D
CREMA-D is an emotional multimodal actor data set of 7,442 original clips from 91 actors.
AudioFacial Expression Recognition (FER)Audio ClassificationSpeech Emotion RecognitionSelf-Supervised LearningFew-Shot Audio ClassificationTalking Face Generation+1 tasks
28 papers · 7 benchmarks
FSDKaggle2018
FSDKaggle2018 is an audio dataset containing 11,073 audio files annotated with 41 labels of the AudioSet Ontology.
AudioMulti-Task LearningFew-Shot Audio ClassificationAudio Tagging
12 papers · 1 benchmark
BirdClef 2020 (Pruned)
Due to the highly variable sample size of the original BirdClef2020 dataset and the issues that it presents with reproducibility, we propose a pruned version of the set, where samples longer than 180s are removed along with classes with…
AudioFew-Shot Audio Classification
3 papers · 1 benchmark
Speech Accent Archive (The Speech Accent Archive)
The speech accent archive uniformly presents a large set of speech samples from a variety of language backgrounds.
AudioFew-Shot Audio Classification
2 papers · 1 benchmark
Watkins Marine Mammal Sounds (Watkins Marine Mammal Sound Database)
One of the founding fathers of marine mammal bioacoustics, William Watkins, carried out pioneering work with William Schevill at the Woods Hole Oceanographic Institution for more than four decades, laying the groundwork for our field today.
AudioFew-Shot Audio Classification
2 papers · 1 benchmark

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.