Name
Title | ||
|---|---|---|
Nearest-Subspace Patch Matching For Face Recognition Under Varying Pose And Illumination |
Abstract | ||
|---|---|---|
We consider the problem of recognizing human faces despite variations in both pose and illumination, using only frontal training images. We propose a very simple algorithm, called Nearest-Subspace Patch Matching, which combines a local translational model for deformation due to pose with a linear subspace model for lighting variations. This algorithm gives surprisingly competitive performance for moderate variations in both pose and illumination, a domain that encompasses most face recognition applications, such as access control. The results also provide a baseline for justifying the use of more complicated face models or more advanced learning methods to handle more extreme situations. Extensive experiments on publicly available databases verify the efficacy of the proposed method and clarify its operating range. |
Year | DOI | Venue |
|---|---|---|
2008 | 10.1109/AFGR.2008.4813452 | 2008 8TH IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC FACE & GESTURE RECOGNITION (FG 2008), VOLS 1 AND 2 |
Keywords | Field | DocType |
access control,databases,data mining,image recognition,pose estimation,face recognition,lighting,face | Computer vision,Facial recognition system,Pattern recognition,Subspace topology,Image matching,Computer science,Linear subspace,Pose,Access control,Artificial intelligence,SIMPLE algorithm | Conference |
ISSN | Citations | PageRank |
2326-5396 | 8 | 0.51 |
References | Authors | |
23 | 5 | |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Zihan Zhou | 1 | 833 | 39.42 |
| Arvind Ganesh | 2 | 4904 | 153.80 |
| John Wright | 3 | 10974 | 361.48 |
| shenfu tsai | 4 | 54 | 4.77 |
| Yi Ma | 5 | 14931 | 536.21 |