People re-identification aims at finding multiple instance of the same person on images or videos based on appearance features. Imagelab attempted to solve the re-identification problem by means of 3D body models, that provide a spatial support for the appearance features.
The main contributions provided by Imagelab on People Re-identification are:
- A complete survey on appearance based methods for re-identification (see publications below)
- New approaches based on 3D models. In particular, a non articulated model (called SARC3D) and a Kinect-based articulated model have been proposed and tested.
- Multi-video datasets for People Re-identification with videos from calibrated cameras:
|1||Baltieri, Davide; Vezzani, Roberto; Cucchiara, Rita "Mapping Appearance Descriptors on 3D Body Models for People Re-identification" International Journal of Computer Vision, INTERNATIONAL JOURNAL OF COMPUTER VISION, vol. 111, pp. 345 -364 , 2014 | DOI: 10.1007/s11263-014-0747-z Journal|
|2||Baltieri, Davide; Vezzani, Roberto; Cucchiara, Rita "Learning articulated body models for people re-identification" Proceedings of the 21st ACM international conference on Multimedia - MM '13, Barcelona, pp. 557 -560 , October 21-25, 2013, 2013 | DOI: 10.1145/2502081.2502147 Conference|
|3||Vezzani, Roberto; Baltieri, Davide; Cucchiara, Rita "People reidentification in surveillance and forensics: a Survey" ACM COMPUTING SURVEYS, vol. 46, pp. 29:1 -29:37 , 2013 | DOI: 10.1145/2543581.2543596 Journal|
|4||Baltieri, Davide; Vezzani, Roberto; Cucchiara, Rita "People Orientation Recognition by Mixtures of Wrapped Distributions on Random Trees" Computer Vision -- ECCV 2012, LECTURE NOTES IN COMPUTER SCIENCE, vol. 7576, Florence, Italy, pp. 270 -283 , October 7-13, 2012, 2012 | DOI: 10.1007/978-3-642-33715-4_20 Conference|
|5||Baltieri, Davide; Vezzani, Roberto; Cucchiara, Rita "3DPes: 3D People Dataset for Surveillance and Forensics" Proceedings of the 2011 joint ACM workshop on Human gesture and behavior understanding, vol. 1, Scottsdale, Arizona, USA, pp. 59 -64 , Nov 28 - Dec 1 2011, 2011 Conference|
|6||Baltieri, Davide; Vezzani, Roberto; Cucchiara, Rita; A., Utasi; C., Benedek; T., Sziranyi "Multi-view people surveillance using 3D information" Proceedings of the 11th International Workshop on Visual Surveillance, Barcelona, Spain, pp. 1817 -1824 , Nov, 2011, 2011 Conference|
|7||Baltieri, Davide; Vezzani, Roberto; Cucchiara, Rita "3D Body Model Construction and Matching for Real Time People Re-Identification" Italian Chapter Conference, Genova, pp. 65 -71 , 18-19 Nov 2010, 2010 Conference|