mlsanityData to 7 Oct 2026

Analysing the Memorability of a Procedural Crime-Drama TV Series, CSI

arXiv 2208.03479 ↗First posted 6 Aug 2022cs.CV cs.AI cs.MMcited by 1

Not on the map. Why?

Abstract (arXiv)

We investigate the memorability of a 5-season span of a popular crime-drama TV series, CSI, through the application of a vision transformer fine-tuned on the task of predicting video memorability. By investigating the popular genre of crime-drama TV through the use of a detailed annotated corpus combined with video memorability scores, we show how to extrapolate meaning from the memorability scores generated on video shots. We perform a quantitative analysis to relate video shot memorability to a variety of aspects of the show. The insights we present in this paper illustrate the importance of video memorability in applications which use multimedia in areas like education, marketing, indexing, as well as in the case here namely TV and film production.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 15 of its 52 references that are in the map. First posted on arXiv 6 Aug 2022.

Builds on

15 of 52 references.

References · 15

  1. 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,456
  2. 2020An Image is Worth 16x16 Words: Transformers for Image Recognition at Scalecited by 29,915
  3. 2021BEiT: BERT Pre-Training of Image Transformerscited by 2,360
  4. 2020TransNet V2: An effective deep network architecture for fast shot transition detectioncited by 166
  5. 2018VideoMem: Constructing, Analyzing, Predicting Short-term and Long-term Video Memorabilitycited by 24
  6. 2020Multimodal Memorability: Modeling Effects of Semantics and Decay on Video Memorabilitycited by 23
  7. 2020Screenplay Summarization Using Latent Narrative Structurecited by 22
  8. 2018AMNet: Memorability Estimation with Attentioncited by 16
  9. 2020Overview of MediaEval 2020 Predicting Media Memorability Task: What Makes a Video Memorable?cited by 11
  10. 2019Defining Image Memorability using the Visual Memory Schemacited by 10
  11. 2021An Annotated Video Dataset for Computing Video Memorabilitycited by 9
  12. 2017Show and Recall: Learning What Makes Videos Memorablecited by 8
3 more
  1. 2017Whodunnit? Crime Drama as a Case for Natural Language Understandingcited by 6
  2. 2021The Influence of Audio on Video Memorability with an Audio Gestalt Regulated Video Memorability Systemcited by 5
  3. 2021Overview of The MediaEval 2021 Predicting Media Memorability Taskcited by 5

Built on by

Cited by year

Citing papers per year: 2023: 1.

1 paper.

  1. 2023Using Saliency and Cropping to Improve Video Memorabilitycited by 0