Simultaneous registration and clustering for temporal segmentation of facial gestures from video

Ethanol and/or acetaldehyde are produced by reacting at elevated temperature and pressure methanol with synthesis gas in the presence of a catalyst comprising a metal complex in which the metal is a metal of Group VIII of the Periodic Table other than iron, palladium and platinum and the ligand is derived from cyclopentadiene or a substituted cyclopentadiene and a promoter which is an iodide or a bromide. Optionally there is also added as a co-promoter a compound of formula X(A) (B) (C) wherein X is nitrogen, phosphorus, arsenic, antimony or bismuth and A, B and C are individually C1 to C20 monovalent hydrocarbyl groups which are free from aliphatic carbon-carbon unsaturation and are bound to the X atom by a carbon/X bond, or X is phosphorus, arsenic, antimony or bismuth and any two of A, B and C together form an organic divalent cyclic ring system bonded to the X atom, or X is nitrogen and all of A, B and C together form an organic trivalent cyclic ring system bonded to the X atom, e.g. triphenylphosphine.

[1]  Lihi Zelnik-Manor,et al.  Temporal Factorization vs. Spatial Factorization , 2004, ECCV.

[2]  J. MacQueen Some methods for classification and analysis of multivariate observations , 1967 .

[3]  R. Fletcher Practical Methods of Optimization , 1988 .

[4]  Changbo Hu,et al.  AAM derived face representations for robust facial action recognition , 2006, 7th International Conference on Automatic Face and Gesture Recognition (FGR06).

[5]  Anil K. Jain,et al.  Algorithms for Clustering Data , 1988 .

[6]  Gilad Adiv,et al.  Determining Three-Dimensional Motion and Structure from Optical Flow Generated by Several Moving Objects , 1985, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[7]  Jeffrey F. Cohn,et al.  Observer-based measurement of facial expression with the Facial Action Coding System. , 2007 .

[8]  Chris H. Q. Ding,et al.  K-means clustering via principal component analysis , 2004, ICML.

[9]  Rama Chellappa,et al.  Face Processing: Advanced Modeling and Methods , 2006, J. Electronic Imaging.

[10]  Jitendra Malik,et al.  Normalized cuts and image segmentation , 1997, Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[11]  Jesse Hoey,et al.  Hierarchical unsupervised learning of facial expression categories , 2001, Proceedings IEEE Workshop on Detection and Recognition of Events in Video.

[12]  Chris H. Q. Ding,et al.  Spectral Relaxation for K-means Clustering , 2001, NIPS.

[13]  Yiannis Aloimonos,et al.  Deformation and Viewpoint Invariant Color Histograms , 2006, BMVC.

[14]  Simon Baker,et al.  Active Appearance Models Revisited , 2004, International Journal of Computer Vision.

[15]  Takeo Kanade,et al.  Discriminative cluster analysis , 2006, ICML.