2005 · 2.5K citations · 6 references
ComputingComputer ScienceComputer VisionMachine LearningMachine VisionFace PerceptionFace RecognitionImage ClassificationPattern Recognition3D Face RecognitionCorpus CreationError Rate AnalysisFace IdentificationHigh-resolution ImagingNatural Image StatisticsNatural Scene StatisticsPerformance Baseline Analysis
Over the last couple of years, face recognition researchers have been developing new techniques. These developments are being fueled by advances in computer vision techniques, computer design, sensor design, and interest in fielding face recognition systems. Such advances hold the promise of reducing the error rate in face recognition systems by an order of magnitude over Face Recognition Vendor Test (FRVT) 2002 results. The face recognition grand challenge (FRGC) is designed to achieve this performance goal by presenting to researchers a six-experiment challenge problem along with data corpus of 50,000 images. The data consists of 3D scans and high resolution still imagery taken under controlled and uncontrolled conditions. This paper describes the challenge problem, data corpus, and presents baseline performance and preliminary results on natural statistics of facial imagery.
6
Matthew Turk, Alex Pentland · Journal of Cognitive Neuroscience · 1991 · 13.8K citations · Full text
The statistics of natural images
Daniel Ruderman · Network Computation in Neural Systems · 1994 · 884 citations
Medicine, Biology, Computer Science +12
The statistics of natural images
Daniel Ruderman · Network Computation in Neural Systems · 1994 · 257 citations
Medicine, Biology, Computer Science +12