Techniques for addressing fundamental privacy and disruption tradeoffs in awareness support systems
CSCW '96 Proceedings of the 1996 ACM conference on Computer supported cooperative work
Pfinder: Real-Time Tracking of the Human Body
IEEE Transactions on Pattern Analysis and Machine Intelligence
NYNEX portholes: initial user reactions and redesign implications
GROUP '97 Proceedings of the international ACM SIGGROUP conference on Supporting group work: the integration challenge
Neural Network-Based Face Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Example-Based Learning for View-Based Human Face Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
X Vision: a portable substrate for real-time vision applications
Computer Vision and Image Understanding
The effects of filtered video on awareness and privacy
CSCW '00 Proceedings of the 2000 ACM conference on Computer supported cooperative work
FG '00 Proceedings of the Fourth IEEE International Conference on Automatic Face and Gesture Recognition 2000
Perception of Human Motion With Different Geometric Models
IEEE Transactions on Visualization and Computer Graphics
Training Support Vector Machines: an Application to Face Detection
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
The Representation and Recognition of Human Movement Using Temporal Templates
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
An Investigation into Face Pose Distributions
FG '96 Proceedings of the 2nd International Conference on Automatic Face and Gesture Recognition (FG '96)
Tracking and Segmenting People in Varying Lighting Conditions Using Colour
FG '98 Proceedings of the 3rd. International Conference on Face & Gesture Recognition
FG '00 Proceedings of the Fourth IEEE International Conference on Automatic Face and Gesture Recognition 2000
Robust Face Tracking Using Color
FG '00 Proceedings of the Fourth IEEE International Conference on Automatic Face and Gesture Recognition 2000
Privacy protection by concealing persons in circumstantial video image
Proceedings of the 2001 workshop on Perceptive user interfaces
Preserving Privacy by De-Identifying Face Images
IEEE Transactions on Knowledge and Data Engineering
Using Mobile Communications to Assert Privacy from Video Surveillance
IPDPS '05 Proceedings of the 19th IEEE International Parallel and Distributed Processing Symposium (IPDPS'05) - Workshop 17 - Volume 18
Online learning of region confidences for object tracking
ICCCN '05 Proceedings of the 14th International Conference on Computer Communications and Networks
A discriminative learning framework with pairwise constraints for video object classification
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Videosurveillance and privacy: covering the two sides of the mirror with DRM
Proceedings of the nineth ACM workshop on Digital rights management
A framework for the design of privacy preserving pervasive healthcare
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Compression independent reversible encryption for privacy in video surveillance
EURASIP Journal on Information Security - Special issue on enhancing privacy protection in multimedia systems
A systematic approach towards user-centric privacy and security for smart camera networks
Proceedings of the Fourth ACM/IEEE International Conference on Distributed Smart Cameras
Privacy preserving video surveillance using pedestrian tracking mechanism
Proceedings of the 2nd ACM workshop on Multimedia in forensics, security and intelligence
Multimodal situational awareness for eldercare
ICOST'10 Proceedings of the Aging friendly technology for health and independence, and 8th international conference on Smart homes and health telematics
Video data hiding for managing privacy information in surveillance systems
EURASIP Journal on Information Security - Special issue on enhancing privacy protection in multimedia systems
Negotiating privacy preferences in video surveillance systems
IEA/AIE'11 Proceedings of the 24th international conference on Industrial engineering and other applications of applied intelligent systems conference on Modern approaches in applied intelligence - Volume Part II
Three-level privacy control for sensing-based real-world content Digital Diorama
Proceedings of the Third International Conference on Internet Multimedia Computing and Service
Person de-identification in videos
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
Hi-index | 0.00 |
This paper presents a system for protecting the privacy of specific individuals in video recordings. We address the following two problems: automatic people identification with limited labeled data, and human body obscuring with preserved structure and motion information. In order to address the first problem, we propose a new discriminative learning algorithm to improve people identification accuracy using limited training data labeled from the original video and imperfect pairwise constraints labeled from face obscured video data. We employ a robust face detection and tracking algorithm to obscure human faces in the video. Our experiments in a nursing home environment show that the system can obtain a high accuracy of people identification using limited labeled data and noisy pairwise constraints. The study result indicates that human subjects can perform reasonably well in labeling pairwise constraints with the face masked data. For the second problem, we propose a novel method of body obscuring, which removes the appearance information of the people while preserving rich structure and motion information. The proposed approach provides a way to minimize the risk of exposing the identities of the protected people while maximizing the use of the captured data for activity/behavior analysis.