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TransNet: A deep network for fast detection of common shot transitions

arXiv 1906.03363 ↗First posted 8 Jun 2019cs.CVcited by 15

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Abstract (arXiv)

Shot boundary detection (SBD) is an important first step in many video processing applications. This paper presents a simple modular convolutional neural network architecture that achieves state-of-the-art results on the RAI dataset with well above real-time inference speed even on a single mediocre GPU. The network employs dilated convolutions and operates just on small resized frames. The training process employed randomly generated transitions using selected shots from the TRECVID IACC.3 dataset. The code and a selected trained network will be available at https://github.com/soCzech/TransNet.

Key facts. Cited by 15 papers in the map (data through 7 Oct 2026). First posted on arXiv 8 Jun 2019.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 4; 2022: 3; 2023: 2; 2024: 2; 2025: 0; 2026: 4.

15 papers.

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  1. 2021Generic Event Boundary Detection: A Benchmark for Event Segmentationcited by 64
  2. 2022Learning from Untrimmed Videos: Self-Supervised Video Representation Learning with Hierarchical Consistencycited by 15
  3. 2024Rethinking the Architecture Design for Efficient Generic Event Boundary Detectioncited by 7
  4. 2021Discerning Generic Event Boundaries in Long-Form Wild Videoscited by 6
  5. 2026OmniShotCut: Holistic Relational Shot Boundary Detection with Shot-Query Transformercited by 5
  6. 2024Fine-grained Dynamic Network for Generic Event Boundary Detectioncited by 4
  7. 2023DeVAn: Dense Video Annotation for Video-Language Modelscited by 3
  8. 2021Horizontal-to-Vertical Video Conversioncited by 2
  9. 2021Overview of Tencent Multi-modal Ads Video Understanding Challengecited by 2
  10. 2023Video-to-Music Recommendation using Temporal Alignment of Segmentscited by 1
  11. 2026TransVLM: A Vision-Language Framework and Benchmark for Detecting Any Shot Transitionscited by 1
  12. 2022SliTraNet: Automatic Detection of Slide Transitions in Lecture Videos using Convolutional Neural Networkscited by 0
3 more
  1. 2022Movie Genre Classification by Language Augmentation and Shot Samplingcited by 0
  2. 2026MarineEVT: Advancing Event-Centric Marine Video Understanding via Visual Tool Reasoningcited by 0
  3. 2026PERSIST: Persistent-State Discrimination for Shot Boundary Detectioncited by 0