Projects per year
Abstract
We introduce Ego4D, a massive-scale egocentric video dataset and benchmark suite. It offers 3,670 hours of daily- life activity video spanning hundreds of scenarios (household, outdoor, workplace, leisure, etc.) captured by 931 unique camera wearers from 74 worldwide locations and 9 different countries. The approach to collection is designed to uphold rigorous privacy and ethics standards, with consenting participants and robust de-identification procedures where relevant. Ego4D dramatically expands the volume of diverse egocentric video footage publicly available to the research community. Portions of the video are accompanied by audio, 3D meshes of the environment, eye gaze, stereo, and/or synchronized videos from multiple egocentric cam- eras at the same event. Furthermore, we present a host of new benchmark challenges centered around understanding the first-person visual experience in the past (querying an episodic memory), present (analyzing hand-object manipulation, audio-visual conversation, and social interactions), and future (forecasting activities). By publicly sharing this massive annotated dataset and benchmark suite, we aim to push the frontier of first-person perception. Project Page:
https://ego4d-data.org/
https://ego4d-data.org/
Original language | English |
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Title of host publication | 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) |
Publisher | Institute of Electrical and Electronics Engineers (IEEE) |
Pages | 18973-18990 |
Number of pages | 18 |
ISBN (Electronic) | 978-1-6654-6946-3 |
ISBN (Print) | 978-1-6654-6947-0 |
DOIs | |
Publication status | Published - 27 Sept 2022 |
Event | Computer Vision and Pattern Recognition (CVPR) - New Orleans, United States Duration: 19 Jun 2022 → 25 Jun 2022 |
Publication series
Name | Proceedings. IEEE Conference on Computer Vision and Pattern Recognition |
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Publisher | IEEE |
ISSN (Print) | 1063-6919 |
ISSN (Electronic) | 2575-7075 |
Conference
Conference | Computer Vision and Pattern Recognition (CVPR) |
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Country/Territory | United States |
Period | 19/06/22 → 25/06/22 |
Fingerprint
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Visual AI - Full Programme Grant Extension
Damen, D. (Principal Investigator)
1/06/23 → 30/11/25
Project: Research
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UMPIRE: United Model for the Perception of Interactions for visual Recognition
Damen, D. (Principal Investigator)
1/02/20 → 31/01/25
Project: Research
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8459 EPSRC EP/T004991/1 UMPIRE - Dima Aldamen Fellowship
Damen, D. (Principal Investigator)
1/02/20 → 31/01/25
Project: Research