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Manipulating a Tetris-Inspired 3D Video Representation

arXiv 2407.08885 ↗First posted 11 Jul 2024cs.CVcited by 0

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Abstract (arXiv)

Video Synopsis is a technique that performs video compression in a way that preserves the activity in the video. This technique is particularly useful in surveillance and monitoring applications. Although it is still a nascent field of research, there have been several approaches proposed over the last two decades varying with the application, optimization type, nature of data feed, etc. The primary data required for these algorithms arises from some sort of object tracking method. In this paper, we discuss different spatio-temporal data representations suitable for different applications. We also present a formal definition for the video synopsis algorithm. We further discuss the assumptions and modifications to this definition required for a simpler version of the problem. We explore the application of a packing algorithm to solve the problem of video synopsis. Since the nature of the data is three dimensional, we consider 3D packing problems in the discussion. This paper also provides an extensive literature review of different video synopsis methods and packing problems. Lastly, we examine the different applications of this algorithm and how the different data representations discussed earlier can make the problem simpler. We also discuss the future directions of research that can be explored following this discussion.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 5 of its 51 references that are in the map. First posted on arXiv 11 Jul 2024.

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5 of 51 references.

References · 5

  1. 2017Mask R-CNNcited by 7,259
  2. 2015You Only Look Once: Unified, Real-Time Object Detectioncited by 4,829
  3. 2017Split Packing: Algorithms for Packing Circles with Optimal Worst-Case Densitycited by 1
  4. 2017Solving Irregular Strip Packing Problems With Free Rotations Using Separation Linescited by 1
  5. 2021A new Video Synopsis Based Approach Using Stereo Cameracited by 1

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