Combining face with face-part detectors under gaussian assumption
ICIAR'12 Proceedings of the 9th international conference on Image Analysis and Recognition - Volume Part II
Dog breed classification using part localization
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
Joint face alignment with non-parametric shape models
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Interactive facial feature localization
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Pose invariant approach for face recognition at distance
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Continuous regression for non-rigid image alignment
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII
Robust and accurate shape model fitting using random forest regression voting
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII
Using 3d models for real-time facial feature tracking, pose estimation, and expression monitoring
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Complex bingham distribution for facial feature detection
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume 2
Semi-supervised multiple instance learning based domain adaptation for object detection
Proceedings of the Eighth Indian Conference on Computer Vision, Graphics and Image Processing
Random Forests for Real Time 3D Face Analysis
International Journal of Computer Vision
Eye corner detector robust to shape and illumination changes
Proceedings of the companion publication of the 2013 international conference on Intelligent user interfaces companion
Face parts localization using structured-output regression forests
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Generic active appearance models revisited
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Image and Vision Computing
Hybrid method based on topography for robust detection of iris center and eye corners
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Transfer learning with one-class data
Pattern Recognition Letters
Real-time generic face tracking in the wild with CUDA
Proceedings of the 5th ACM Multimedia Systems Conference
Face Alignment by Explicit Shape Regression
International Journal of Computer Vision
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We present a novel approach to localizing parts in images of human faces. The approach combines the output of local detectors with a non-parametric set of global models for the part locations based on over one thousand hand-labeled exemplar images. By assuming that the global models generate the part locations as hidden variables, we derive a Bayesian objective function. This function is optimized using a consensus of models for these hidden variables. The resulting localizer handles a much wider range of expression, pose, lighting and occlusion than prior ones. We show excellent performance on a new dataset gathered from the internet and show that our localizer achieves state-of-the-art performance on the less challenging BioID dataset.