mlsanityData to 14 Oct 2026

Pano2Vid: Automatic Cinematography for Watching 360circ Videos

arXiv 1612.02335 ↗First posted 7 Dec 2016cs.CVcited by 22

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Abstract (arXiv)

We introduce the novel task of Pano2Vid - automatic cinematography in panoramic 360circ videos. Given a 360circ video, the goal is to direct an imaginary camera to virtually capture natural-looking normal field-of-view (NFOV) video. By selecting "where to look" within the panorama at each time step, Pano2Vid aims to free both the videographer and the end viewer from the task of determining what to watch. Towards this goal, we first compile a dataset of 360circ videos downloaded from the web, together with human-edited NFOV camera trajectories to facilitate evaluation. Next, we propose AutoCam, a data-driven approach to solve the Pano2Vid task. AutoCam leverages NFOV web video to discriminatively identify space-time "glimpses" of interest at each time instant, and then uses dynamic programming to select optimal human-like camera trajectories. Through experimental evaluation on multiple newly defined Pano2Vid performance measures against several baselines, we show that our method successfully produces informative videos that could conceivably have been captured by human videographers.

Key facts. Cited by 22 papers in the map (data through 14 Oct 2026). First posted on arXiv 7 Dec 2016.

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2021: 5; 2022: 7; 2023: 3; 2024: 4; 2025: 2; 2026: 1.

22 papers.

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  1. 2021Pano-AVQA: Grounded Audio-Visual Question Answering on 360^circ Videoscited by 86
  2. 2022OmniFusion: 360 Monocular Depth Estimation via Geometry-Aware Fusioncited by 61
  3. 2022Deep Learning for Omnidirectional Vision: A Survey and New Perspectivescited by 38
  4. 2021ScanGAN360: A Generative Model of Realistic Scanpaths for 360circ Imagescited by 23
  5. 2022Panoramic Vision Transformer for Saliency Detection in 360deg Videoscited by 15
  6. 2022Video Summarization Overviewcited by 6
  7. 2024Which Viewpoint Shows it Best? Language for Weakly Supervising View Selection in Multi-view Instructional Videoscited by 6
  8. 2022OmniSyn: Synthesizing 360 Videos with Wide-baseline Panoramascited by 5
  9. 2024Spherical World-Locking for Audio-Visual Localization in Egocentric Videoscited by 5
  10. 2021Camera View Adjustment Prediction for Improving Image Compositioncited by 4
  11. 2021ASOD60K: An Audio-Induced Salient Object Detection Dataset for Panoramic Videoscited by 3
  12. 2023An Integrated System for Spatio-Temporal Summarization of 360-degrees Videoscited by 2
10 more
  1. 2021Towards a Better Understanding of VR Sickness: Physical Symptom Prediction for VR Contentscited by 1
  2. 2023WinDB: HMD-free and Distortion-free Panoptic Video Fixation Learningcited by 1
  3. 2024Switch-a-View: View Selection Learned from Unlabeled In-the-wild Videoscited by 1
  4. 2022Automatic Camera Control and Directing with an Ultra-High-Definition Collaborative Recording Systemcited by 0
  5. 2022Saliency-based Multiple Region of Interest Detection from a Single 360deg imagecited by 0
  6. 2023FindView: Precise Target View Localization Task for Look Around Agentscited by 0
  7. 2024A Human-Annotated Video Dataset for Training and Evaluation of 360-Degree Video Summarization Methodscited by 0
  8. 2025EditIQ: Automated Cinematic Editing of Static Wide-Angle Videos via Dialogue Interpretation and Saliency Cuescited by 0
  9. 2025TSalV360: A Method and Dataset for Text-driven Saliency Detection in 360-Degrees Videoscited by 0
  10. 2026Sphere-Depth: A Benchmark for Depth Estimation Methods with Varying Spherical Camera Orientationscited by 0