The Evolution of First Person Vision Methods: A Survey
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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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- 2023An Outlook into the Future of Egocentric Visioncited by 84
- 2024Retrieval-Augmented Egocentric Video Captioningcited by 42
- 2021Predicting the Future from First Person (Egocentric) Vision: A Surveycited by 36
- 2025Challenges and Trends in Egocentric Vision: A Surveycited by 20
- 2022Egocentric Human-Object Interaction Detection Exploiting Synthetic Datacited by 11
- 2021Sensor-Augmented Egocentric-Video Captioning with Dynamic Modal Attentioncited by 9
- 2024A Backpack Full of Skills: Egocentric Video Understanding with Diverse Task Perspectivescited by 9
- 2022Untrimmed Action Anticipationcited by 7
- 2025Hier-EgoPack: Hierarchical Egocentric Video Understanding with Diverse Task Perspectivescited by 5
- 2025EgoPrivacy: What Your First-Person Camera Says About You?cited by 4
- 2022Measuring hand use in the home after cervical spinal cord injury using egocentric videocited by 3
- 2025Zero-Shot Temporal Interaction Localization for Egocentric Videoscited by 2
7 more
- 2022Panoptic Segmentation using Synthetic and Real Datacited by 0
- 2022Evaluation Framework for Computer Vision-Based Guidance of the Visually Impairedcited by 0
- 2022Learning a Visually Grounded Memory Assistantcited by 0
- 2024PhilHumans: Benchmarking Machine Learning for Personal Healthcited by 0
- 2025Personalized Federated Learning for Egocentric Video Gaze Estimation with Comprehensive Parameter Frezzingcited by 0
- 2025EgoLoc: A Generalizable Solution for Temporal Interaction Localization in Egocentric Videoscited by 0
- 2025Learning Egocentric In-Hand Object Segmentation through Weak Supervision from Human Narrationscited by 0
- 2025Learning Egocentric In-Hand Object Segmentation through Weak Supervision from Human Narrations30 Sep 2025
- 2025EgoLoc: A Generalizable Solution for Temporal Interaction Localization in Egocentric Videos17 Aug 2025
- 2025EgoPrivacy: What Your First-Person Camera Says About You?13 Jun 2025
- 2025Zero-Shot Temporal Interaction Localization for Egocentric Videos4 Jun 2025
- 2025Challenges and Trends in Egocentric Vision: A Survey19 Mar 2025
- 2025Personalized Federated Learning for Egocentric Video Gaze Estimation with Comprehensive Parameter Frezzing25 Feb 2025
- 2025Hier-EgoPack: Hierarchical Egocentric Video Understanding with Diverse Task Perspectives4 Feb 2025
- 2024PhilHumans: Benchmarking Machine Learning for Personal Health4 May 2024
- 2024A Backpack Full of Skills: Egocentric Video Understanding with Diverse Task Perspectives5 Mar 2024
- 2024Retrieval-Augmented Egocentric Video Captioning1 Jan 2024
- 2023An Outlook into the Future of Egocentric Vision14 Aug 2023
- 2022Learning a Visually Grounded Memory Assistant7 Oct 2022
7 more
- 2022Evaluation Framework for Computer Vision-Based Guidance of the Visually Impaired20 Sep 2022
- 2022Panoptic Segmentation using Synthetic and Real Data14 Apr 2022
- 2022Egocentric Human-Object Interaction Detection Exploiting Synthetic Data14 Apr 2022
- 2022Measuring hand use in the home after cervical spinal cord injury using egocentric video31 Mar 2022
- 2022Untrimmed Action Anticipation8 Feb 2022
- 2021Sensor-Augmented Egocentric-Video Captioning with Dynamic Modal Attention7 Sep 2021
- 2021Predicting the Future from First Person (Egocentric) Vision: A Survey28 Jul 2021
- 2023An Outlook into the Future of Egocentric Visioncited by 84
- 2024Retrieval-Augmented Egocentric Video Captioningcited by 42
- 2021Predicting the Future from First Person (Egocentric) Vision: A Surveycited by 36
- 2025Challenges and Trends in Egocentric Vision: A Surveycited by 20
- 2022Egocentric Human-Object Interaction Detection Exploiting Synthetic Datacited by 11
- 2021Sensor-Augmented Egocentric-Video Captioning with Dynamic Modal Attentioncited by 9
- 2024A Backpack Full of Skills: Egocentric Video Understanding with Diverse Task Perspectivescited by 9
- 2022Untrimmed Action Anticipationcited by 7
- 2025Hier-EgoPack: Hierarchical Egocentric Video Understanding with Diverse Task Perspectivescited by 5
- 2025EgoPrivacy: What Your First-Person Camera Says About You?cited by 4
- 2022Measuring hand use in the home after cervical spinal cord injury using egocentric videocited by 3
- 2025Zero-Shot Temporal Interaction Localization for Egocentric Videoscited by 2
12 most cited of 19 All 19 (JSON)
- 2025Learning Egocentric In-Hand Object Segmentation through Weak Supervision from Human Narrations30 Sep 2025
- 2025EgoLoc: A Generalizable Solution for Temporal Interaction Localization in Egocentric Videos17 Aug 2025
- 2025EgoPrivacy: What Your First-Person Camera Says About You?13 Jun 2025
- 2025Zero-Shot Temporal Interaction Localization for Egocentric Videos4 Jun 2025
- 2025Challenges and Trends in Egocentric Vision: A Survey19 Mar 2025
- 2025Personalized Federated Learning for Egocentric Video Gaze Estimation with Comprehensive Parameter Frezzing25 Feb 2025
- 2025Hier-EgoPack: Hierarchical Egocentric Video Understanding with Diverse Task Perspectives4 Feb 2025
- 2024PhilHumans: Benchmarking Machine Learning for Personal Health4 May 2024
- 2024A Backpack Full of Skills: Egocentric Video Understanding with Diverse Task Perspectives5 Mar 2024
- 2024Retrieval-Augmented Egocentric Video Captioning1 Jan 2024
- 2023An Outlook into the Future of Egocentric Vision14 Aug 2023
- 2022Learning a Visually Grounded Memory Assistant7 Oct 2022
12 newest of 19 All 19 (JSON)