mlsanityData to 7 Oct 2026

The Evolution of First Person Vision Methods: A Survey

arXiv 1409.1484 ↗First posted 4 Sep 2014cs.CVcited by 19

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Abstract (arXiv)

The emergence of new wearable technologies such as action cameras and smart-glasses has increased the interest of computer vision scientists in the First Person perspective. Nowadays, this field is attracting attention and investments of companies aiming to develop commercial devices with First Person Vision recording capabilities. Due to this interest, an increasing demand of methods to process these videos, possibly in real-time, is expected. Current approaches present a particular combinations of different image features and quantitative methods to accomplish specific objectives like object detection, activity recognition, user machine interaction and so on. This paper summarizes the evolution of the state of the art in First Person Vision video analysis between 1997 and 2014, highlighting, among others, most commonly used features, methods, challenges and opportunities within the field.

Key facts. Cited by 19 papers in the map (data through 7 Oct 2026). First posted on arXiv 4 Sep 2014.

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Citing papers per year: 2021: 2; 2022: 6; 2023: 1; 2024: 3; 2025: 7.

19 papers.

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  1. 2023An Outlook into the Future of Egocentric Visioncited by 84
  2. 2024Retrieval-Augmented Egocentric Video Captioningcited by 42
  3. 2021Predicting the Future from First Person (Egocentric) Vision: A Surveycited by 36
  4. 2025Challenges and Trends in Egocentric Vision: A Surveycited by 20
  5. 2022Egocentric Human-Object Interaction Detection Exploiting Synthetic Datacited by 11
  6. 2021Sensor-Augmented Egocentric-Video Captioning with Dynamic Modal Attentioncited by 9
  7. 2024A Backpack Full of Skills: Egocentric Video Understanding with Diverse Task Perspectivescited by 9
  8. 2022Untrimmed Action Anticipationcited by 7
  9. 2025Hier-EgoPack: Hierarchical Egocentric Video Understanding with Diverse Task Perspectivescited by 5
  10. 2025EgoPrivacy: What Your First-Person Camera Says About You?cited by 4
  11. 2022Measuring hand use in the home after cervical spinal cord injury using egocentric videocited by 3
  12. 2025Zero-Shot Temporal Interaction Localization for Egocentric Videoscited by 2
7 more
  1. 2022Panoptic Segmentation using Synthetic and Real Datacited by 0
  2. 2022Evaluation Framework for Computer Vision-Based Guidance of the Visually Impairedcited by 0
  3. 2022Learning a Visually Grounded Memory Assistantcited by 0
  4. 2024PhilHumans: Benchmarking Machine Learning for Personal Healthcited by 0
  5. 2025Personalized Federated Learning for Egocentric Video Gaze Estimation with Comprehensive Parameter Frezzingcited by 0
  6. 2025EgoLoc: A Generalizable Solution for Temporal Interaction Localization in Egocentric Videoscited by 0
  7. 2025Learning Egocentric In-Hand Object Segmentation through Weak Supervision from Human Narrationscited by 0