Making 360circ Video Watchable in 2D: Learning Videography for Click Free Viewing
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Abstract (arXiv)
360circ video requires human viewers to actively control "where" to look while watching the video. Although it provides a more immersive experience of the visual content, it also introduces additional burden for viewers; awkward interfaces to navigate the video lead to suboptimal viewing experiences. Virtual cinematography is an appealing direction to remedy these problems, but conventional methods are limited to virtual environments or rely on hand-crafted heuristics. We propose a new algorithm for virtual cinematography that automatically controls a virtual camera within a 360circ video. Compared to the state of the art, our algorithm allows more general camera control, avoids redundant outputs, and extracts its output videos substantially more efficiently. Experimental results on over 7 hours of real "in the wild" video show that our generalized camera control is crucial for viewing 360circ video, while the proposed efficient algorithm is essential for making the generalized control computationally tractable.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 1 Mar 2017.
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Citing papers per year: 2021: 1; 2022: 5; 2023: 3; 2024: 2; 2025: 2.
13 papers.
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- 2022Waymo Open Dataset: Panoramic Video Panoptic Segmentationcited by 57
- 2022Deep Learning for Omnidirectional Vision: A Survey and New Perspectivescited by 38
- 2021ScanGAN360: A Generative Model of Realistic Scanpaths for 360circ Imagescited by 23
- 2025Bridging Perspectives: A Survey on Cross-view Collaborative Intelligence with Egocentric-Exocentric Visioncited by 8
- 2022Video Summarization Overviewcited by 6
- 2024Which Viewpoint Shows it Best? Language for Weakly Supervising View Selection in Multi-view Instructional Videoscited by 6
- 2022Field-of-View IoU for Object Detection in 360deg Imagescited by 2
- 2023An Integrated System for Spatio-Temporal Summarization of 360-degrees Videoscited by 2
- 2023WinDB: HMD-free and Distortion-free Panoptic Video Fixation Learningcited by 1
- 2022Saliency-based Multiple Region of Interest Detection from a Single 360deg imagecited by 0
- 2023FindView: Precise Target View Localization Task for Look Around Agentscited by 0
- 2024A Human-Annotated Video Dataset for Training and Evaluation of 360-Degree Video Summarization Methodscited by 0
- 2025TSalV360: A Method and Dataset for Text-driven Saliency Detection in 360-Degrees Videos30 Sep 2025
- 2025Bridging Perspectives: A Survey on Cross-view Collaborative Intelligence with Egocentric-Exocentric Vision6 Jun 2025
- 2024Which Viewpoint Shows it Best? Language for Weakly Supervising View Selection in Multi-view Instructional Videos13 Nov 2024
- 2024A Human-Annotated Video Dataset for Training and Evaluation of 360-Degree Video Summarization Methods5 Jun 2024
- 2023An Integrated System for Spatio-Temporal Summarization of 360-degrees Videos5 Dec 2023
- 2023WinDB: HMD-free and Distortion-free Panoptic Video Fixation Learning23 May 2023
- 2023FindView: Precise Target View Localization Task for Look Around Agents16 Mar 2023
- 2022Video Summarization Overview21 Oct 2022
- 2022Saliency-based Multiple Region of Interest Detection from a Single 360deg image8 Sep 2022
- 2022Waymo Open Dataset: Panoramic Video Panoptic Segmentation15 Jun 2022
- 2022Deep Learning for Omnidirectional Vision: A Survey and New Perspectives21 May 2022
- 2022Field-of-View IoU for Object Detection in 360deg Images7 Feb 2022
1 more
- 2022Waymo Open Dataset: Panoramic Video Panoptic Segmentationcited by 57
- 2022Deep Learning for Omnidirectional Vision: A Survey and New Perspectivescited by 38
- 2021ScanGAN360: A Generative Model of Realistic Scanpaths for 360circ Imagescited by 23
- 2025Bridging Perspectives: A Survey on Cross-view Collaborative Intelligence with Egocentric-Exocentric Visioncited by 8
- 2022Video Summarization Overviewcited by 6
- 2024Which Viewpoint Shows it Best? Language for Weakly Supervising View Selection in Multi-view Instructional Videoscited by 6
- 2022Field-of-View IoU for Object Detection in 360deg Imagescited by 2
- 2023An Integrated System for Spatio-Temporal Summarization of 360-degrees Videoscited by 2
- 2023WinDB: HMD-free and Distortion-free Panoptic Video Fixation Learningcited by 1
- 2022Saliency-based Multiple Region of Interest Detection from a Single 360deg imagecited by 0
- 2023FindView: Precise Target View Localization Task for Look Around Agentscited by 0
- 2024A Human-Annotated Video Dataset for Training and Evaluation of 360-Degree Video Summarization Methodscited by 0
12 most cited of 13 All 13 (JSON)
- 2025TSalV360: A Method and Dataset for Text-driven Saliency Detection in 360-Degrees Videos30 Sep 2025
- 2025Bridging Perspectives: A Survey on Cross-view Collaborative Intelligence with Egocentric-Exocentric Vision6 Jun 2025
- 2024Which Viewpoint Shows it Best? Language for Weakly Supervising View Selection in Multi-view Instructional Videos13 Nov 2024
- 2024A Human-Annotated Video Dataset for Training and Evaluation of 360-Degree Video Summarization Methods5 Jun 2024
- 2023An Integrated System for Spatio-Temporal Summarization of 360-degrees Videos5 Dec 2023
- 2023WinDB: HMD-free and Distortion-free Panoptic Video Fixation Learning23 May 2023
- 2023FindView: Precise Target View Localization Task for Look Around Agents16 Mar 2023
- 2022Video Summarization Overview21 Oct 2022
- 2022Saliency-based Multiple Region of Interest Detection from a Single 360deg image8 Sep 2022
- 2022Waymo Open Dataset: Panoramic Video Panoptic Segmentation15 Jun 2022
- 2022Deep Learning for Omnidirectional Vision: A Survey and New Perspectives21 May 2022
- 2022Field-of-View IoU for Object Detection in 360deg Images7 Feb 2022
12 newest of 13 All 13 (JSON)