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Video Understanding datasets

archive 2025-07-28

56 datasets carry the task tag "Video Understanding" (the task itself: Video Understanding), ordered by the archive's paper count. Page 2 of 2: 8 shown of 56. 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

Video Understanding datasets 49–56 of 56

Placepedia
Placepedia contains 240K places with 35M images from all over the world.
ImagesVideo Understanding
1 paper · 0 benchmarks
SoccerNet-Echoes (SoccerNet-Echoes: A Soccer Game Audio Commentary Dataset)
SoccerNet-Echoes: A Soccer Game Audio Commentary Dataset.
VideosTextsAudioVideo UnderstandingVideo SummarizationEvent Detection
1 paper · 0 benchmarks
Trailers12k
Trailers12k is a movie trailer dataset comprised of 12,000 titles associated to ten genres.
ImagesVideosTextsMulti-Label ClassificationVideo UnderstandingVideo ClassificationGenre classification
1 paper · 0 benchmarks
VCG+112K (Video Instruction Dataset 112K)
Video-ChatGPT introduces the VideoInstruct100K dataset, which employs a semi-automatic annotation pipeline to generate 75K instruction-tuning QA pairs.
VideosTextsQuestion AnsweringVideo Question AnsweringVideo UnderstandingVideo-based Generative Performance BenchmarkingZeroshot Video Question Answer
1 paper · 0 benchmarks
WildQA
WildQA is a video understanding dataset of videos recorded in outside settings.
ImagesTextsVideo Question AnsweringVideo Understanding
1 paper · 1 benchmark
Win-Fail Action Understanding
First of its kind paired win-fail action understanding dataset with samples from the following domains: “General Stunts,” “Internet Wins-Fails,” “Trick Shots,” & “Party Games.” The task is to identify successful and failed attempts at…
VideosAction RecognitionVideo RetrievalAction ClassificationAction Recognition In VideosVideo UnderstandingVideo Classification+5 tasks
1 paper · 2 benchmarks
i3-video (is-it-instructional-video)
The i3-video dataset contains "is-it-instructional" annotations for 6.4k videos from Youtube-8M.
VideosSpeech RecognitionVideo Understanding
1 paper · 0 benchmarks
Vript (🎬 Vript: A Video Is Worth Thousands of Words)
We construct a fine-grained video-text dataset with 12K annotated high-resolution videos (~400k clips).
VideosTextsVideo Question AnsweringVideo UnderstandingVideo CaptioningText-to-Image GenerationDense Video CaptioningText-to-Video Generation+1 tasks
0 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.