Name
Abstract | ||
|---|---|---|
Bio-inspired and non-conventional vision systems are highly researched topics. Among them, omnidirectional vision systems have demonstrated their ability to significantly improve the geometrical interpretation of scenes. However, few researchers have investigated how to perform object detection with such systems. The existing approaches require a geometrical transformation prior to the interpretation of the picture. In this paper, we investigate what must be taken into account and how to process omnidirectional images provided by the sensor. We focus our research on face detection and highlight the fact that particular attention should be paid to the descriptors in order to successfully perform face detection on omnidirectional images. We demonstrate that this choice is critical to obtaining high detection rates. Our results imply that the adaptation of existing object-detection frameworks, designed for perspective images, should be focused on the choice of appropriate image descriptors in the design of the object-detection pipeline. |
Year | DOI | Venue |
|---|---|---|
2013 | 10.1109/TIP.2012.2236344 | IEEE Transactions on Image Processing |
Keywords | Field | DocType |
face recognition,geometry,image sensors,natural scenes,object detection,bioinspired vision system,geometrical scene interpretation,geometrical transformation,image descriptors,nonconventional vision system,object-detection pipeline,omnidirectional images,omnidirectional vision systems,perspective images,picture interpretation,robust radial face detection,sensor,Boosting,face detection,omnidirectional camera,optical distortions | Object detection,Computer vision,Facial recognition system,Omnidirectional antenna,Viola–Jones object detection framework,Omnidirectional vision,Object-class detection,Pattern recognition,Image sensor,Artificial intelligence,Face detection,Mathematics | Journal |
Volume | Issue | ISSN |
22 | 5 | 1057-7149 |
Citations | PageRank | References |
8 | 0.53 | 19 |
Authors | ||
4 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Yohan Dupuis | 1 | 61 | 10.12 |
| Xavier Savatier | 2 | 118 | 17.42 |
| Jean-Yves Ertaud | 3 | 31 | 5.23 |
| Pascal Vasseur | 4 | 267 | 28.03 |