Scinovex
articleTop 1% cited

Face recognition by elastic bunch graph matching

Laurenz WiskottJean‐Marc FellousN. KuigerC. von der Malsburg

Abstract

We present a system for recognizing human faces from single images out of a large database containing one image per person. Faces are represented by labeled graphs, based on a Gabor wavelet transform. Image graphs of new faces are extracted by an elastic graph matching process and can be compared by a simple similarity function. The system differs from the preceding one (Lades et al., 1993) in three respects. Phase information is used for accurate node positioning. Object-adapted graphs are used to handle large rotations in depth. Image graph extraction is based on a novel data structure, the bunch graph, which is constructed from a small get of sample image graphs.

Advanced Image and Video Retrieval TechniquesImage Retrieval and Classification TechniquesFace and Expression RecognitionArtificial intelligenceComputer sciencePattern recognition (psychology)Facial recognition systemWavelet transformComputer visionGraphFeature extractionWaveletTheoretical computer science
Citations
2,883
FWCI
42.69
field-weighted impact
References
46
Percentile
100%
vs. same field & year
Citations per year
Cited by
Robust Object Detection with Interleaved Categorization and Segmentation
International Journal of Computer Vision · 2007 · 942 citations
Pictorial Structures for Object Recognition
International Journal of Computer Vision · 2004 · 2,188 citations
Face recognition using Laplacianfaces
IEEE Transactions on Pattern Analysis and Machine Intelligence · 2005 · 3,279 citations
Face recognition
ACM Computing Surveys · 2003 · 6,131 citations
The FERET evaluation methodology for face-recognition algorithms
IEEE Transactions on Pattern Analysis and Machine Intelligence · 2000 · 4,703 citations
From few to many: illumination cone models for face recognition under variable lighting and pose
IEEE Transactions on Pattern Analysis and Machine Intelligence · 2001 · 4,940 citations
Face recognition from a single image per person: A survey
Pattern Recognition · 2006 · 662 citations
Study of Subjective and Objective Quality Assessment of Video
IEEE Transactions on Image Processing · 2010 · 1,160 citations
References
Computation of component image velocity from local phase information
International Journal of Computer Vision · 1990 · 1,059 citations
Distortion invariant object recognition in the dynamic link architecture
IEEE Transactions on Computers · 1993 · 1,811 citations
Human and machine recognition of faces: a survey
Proceedings of the IEEE · 1995 · 2,497 citations
Eigenfaces for Recognition
Journal of Cognitive Neuroscience · 1991 · 13,711 citations
Citation Network

How this paper connects to the literature. Drag to explore, click any node to open that paper.