mlsanityData to 7 Oct 2026

Video Summarization Overview

arXiv 2210.11707 ↗First posted 21 Oct 2022cs.CVcited by 6

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Abstract (arXiv)

With the broad growth of video capturing devices and applications on the web, it is more demanding to provide desired video content for users efficiently. Video summarization facilitates quickly grasping video content by creating a compact summary of videos. Much effort has been devoted to automatic video summarization, and various problem settings and approaches have been proposed. Our goal is to provide an overview of this field. This survey covers early studies as well as recent approaches which take advantage of deep learning techniques. We describe video summarization approaches and their underlying concepts. We also discuss benchmarks and evaluations. We overview how prior work addressed evaluation and detail the pros and cons of the evaluation protocols. Last but not least, we discuss open challenges in this field.

Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). Builds on 37 of its 94 references that are in the map. First posted on arXiv 21 Oct 2022.

Builds on

37 of 94 references.

References · 37

  1. 2022Generative Adversarial Networkscited by 5,603
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  4. 2020SpeedNet: Learning the Speediness in Videoscited by 171
  5. 2019Does Object Recognition Work for Everyone?cited by 149
  6. 2016Video Summarization with Long Short-term Memorycited by 142
  7. 2021Video Summarization Using Deep Neural Networks: A Surveycited by 85
  8. 2021QVHighlights: Detecting Moments and Highlights in Videos via Natural Language Queriescited by 72
  9. 2018Video Summarization Using Fully Convolutional Sequence Networkscited by 71
  10. 2018Summarizing Videos with Attentioncited by 69
  11. 2019Rethinking the Evaluation of Video Summariescited by 62
  12. 2019Less is More: Learning Highlight Detection from Video Durationcited by 60
25 more
  1. 2019Hierarchical Recurrent Neural Network for Video Summarizationcited by 44
  2. 2017Query-Focused Video Summarization: Dataset, Evaluation, and A Memory Network Based Approachcited by 42
  3. 2016Video2GIF: Automatic Generation of Animated GIFs from Videocited by 41
  4. 2018Video Summarization by Learning from Unpaired Datacited by 36
  5. 2016To Click or Not To Click: Automatic Selection of Beautiful Thumbnails from Videoscited by 33
  6. 2020SumGraph: Video Summarization via Recursive Graph Modelingcited by 32
  7. 2016Query-Focused Extractive Video Summarizationcited by 26
  8. 2016Pano2Vid: Automatic Cinematography for Watching 360circ Videoscited by 22
  9. 2017Query-adaptive Video Summarization via Quality-aware Relevance Estimationcited by 22
  10. 2020Adaptive Video Highlight Detection by Learning from User Historycited by 22
  11. 2018PHD-GIFs: Personalized Highlight Detection for Automatic GIF Creationcited by 19
  12. 2017Collaborative Summarization of Topic-Related Videoscited by 17
  13. 2021TRECVID 2020: A comprehensive campaign for evaluating video retrieval tasks across multiple application domainscited by 16
  14. 2017Making 360circ Video Watchable in 2D: Learning Videography for Click Free Viewingcited by 13
  15. 2015Noisy Submodular Maximization via Adaptive Sampling with Applications to Crowdsourced Image Collection Summarizationcited by 11
  16. 2017Video Highlight Prediction Using Audience Chat Reactionscited by 11
  17. 2020Transforming Multi-Concept Attention into Video Summarizationcited by 9
  18. 2014VideoSET: Video Summary Evaluation through Textcited by 8
  19. 2019Sentence Specified Dynamic Video Thumbnail Generationcited by 8
  20. 2021How Good is a Video Summary? A New Benchmarking Dataset and Evaluation Framework Towards Realistic Video Summarizationcited by 6
  21. 2017Multi-View Surveillance Video Summarization via Joint Embedding and Sparse Optimizationcited by 5
  22. 2017ElasticPlay: Interactive Video Summarization with Dynamic Time Budgetscited by 4
  23. 2018Scanner: Efficient Video Analysis at Scalecited by 3
  24. 2020Sentence Guided Temporal Modulation for Dynamic Video Thumbnail Generationcited by 3
  25. 2016Real-Time Video Highlights for Yahoo Esportscited by 2

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 3; 2025: 2; 2026: 1.

6 papers.