Fig. 1. The color gamut mapping for x compression.
Fig. 2.The color gamut of conventional and proposed xy of CIEXYZ system.
Fig. 3. Sample image and u-v chromatic distribution of modified CIELuv: (a) input image, (b) uv data of image, (c) uv with xy, (d) uv with modified xy.
Fig. 4. Flow diagram of proposed lip segmentation method.
Fig. 5. Example test images: upper row from Cal. Tech and lower row from Georgia Tech.
Fig. 6. 5 Examples of detection result for #50 images: (a) input image, (b) ground truth image, (c) result of rg, (d) result of xy, (e) result of uv, and (f) result of modified uv-proposed.
Table 1. Conditions for the color gamut compression with regard to each terms
Table 2. Average results for the region segmentation [%]
Table 3. Comparison between conventional and proposed method [%]
References
- G. Potamianos, C. Neti, J. Luettin, and I. Matthews, "Audio-Visual Automatic Speech Recognition: An Overview," Issues in Audio-Visual Speech Processing, Massachusetts Institute of Technology Press, Massachusetts, 2004.
- A.L. Yuille, P.W. Hallinan, and D.S. Cohen, “Feature Extraction from Faces Using Deformable Templates,” International Journal of Computer Vision, Vol. 8, No. 2, pp. 99-111, 1992. https://doi.org/10.1007/BF00127169
- T.F. Cootes, C.J. Taylor, D.H. Cooper, and J. Grahan, “Active Shape Models - Their Training and Application,” Computer Vision and Image Understanding, Vol. 61, No. 2, pp. 38-59, 1995. https://doi.org/10.1006/cviu.1995.1004
- C. Bregler and Y. Konig, "Eigenlips for Robust Speech Recognition," Proceeding of IEEE International Conference on Acoustics, Speech and Signal Processing, pp. 669-672, 1994.
- G.I. Chiou and J.N. Hwang, “Lip Reading from Color Video,” IEEE Transactions on Image Processing, Vol. 6, No. 8, pp. 1192-1195, 1997. https://doi.org/10.1109/83.605417
- M. Vogt, "Fast Matching of a Dynamic Lip Model to Color Video Sequences under Regular Illumination Conditions," North Atlantic Treaty Organization Advanced Study Institute Series F, Vol. 150, pp. 399-407, 1996.
- M.U.R. Sanchez, J. Matas, and J. Kittler, "Statistical Chromaticity-based Lip Tracking with B-Splines," Proceeding of the IEEE International Conference on Acoustics, Speech and Signal Processing, pp. 2973-2976, 1997.
- D. Sanger, Y. Miyake, H. Haneishi, and N. Tsumura "Algorithm for Face Extraction Based on Lip Detection," Journal of Imaging and Science and Technology, Vol. 41, No. 1, pp. 71-80, 1997.
- T. Wark, S. Sridharan, and V. Chandran, "An Approach to Statistical Lip Modelling for Speaker Identification via Chromatic Feature Extraction," Proceeding of the 14th International Conference on Pattern Recognition, Vol. 1, pp. 123-125, 1998.
- T.W. Lewis and D.M.W. Powers, "Lip Feature Extraction Using Red Exclusion," Proceeding of Pan-Sydney Workshop on Visual Information Processing, pp. 61-67, 2001.
- V. Vezhnevets, S. Soldatov, A. Degtiareva, and I.K. Park, "Automatic Extraction of Frontal Facial Features," Proceeding of 6th Asian Conference on Computer Vision, Vol. 2, pp. 1020-1025, 2004.
- M. Wimmer and B. Radig, "Adaptive Skin Color Classificator," Proceeding of the first International Congress for Global Science and Technology International Conference on Graphics, Vision and Image Processing GVIP-05, Vol. 1, pp. 324-327, 2005.
- A.W. Liew, S.H. Leung, and W.H. Lau, “Segmentation of Color Lip Images by Spatial Fuzzy Clustering,” IEEE Transactions on Fuzzy Systems, Vol. 11, No. 4, pp. 542-549, 2003. https://doi.org/10.1109/TFUZZ.2003.814843
- Y. Wu, R. Ma, W. Hu, T. Wang, Y. Zhang, J. Cheng, et al., "Robust Lip Localization on Multi-View Faces In Video," Proceeding of IEEE International Conference on Image Processing, pp. 481-484, 2007.
- S. Sridharan, S. Lucey, and V. Chandran, “Adaptive Mouth Segmentation Using Chromatic Features,” Pattern Recognition Letters, Vol. 23, No. 11, pp. 1293-1302, 2002. https://doi.org/10.1016/S0167-8655(02)00078-8
- O. Erol, Y. Berkay, K. Harun, E. Hakan, and U. Mustafa, "Lip Segmentation Using Adaptive Color Space Training," Proceeding of the International Conference on Auditory-Visual Speech Processing, pp. 219-222, 2008.
- R. Rohani, F. Sobhanmanesh, S. Alizadeh, and R. Boostani, “Lip Processing and Modeling based on Spatial Fuzzy Clustering in Color Images,” International Journal of Fuzzy Systems, Vol. 13, No. 2, pp. 65-73, 2011.
- J. Kim, "Extraction of Lip Region Using Chromaticity Transformation and Fuzzy Clustering," Journal of Korea Multimedia Society, Vol. 17, No. 7, pp. 806-817, 2014. https://doi.org/10.9717/KMMS.2014.17.7.806
- G. Wyszecki and W.S. Stiles, Color Science: Concepts and Methods, Quantitative Data and Formulae, John Wiley & Sons, New York, 1982.
- J. Kim, “Segmentation of Lip Region in Color Images by Fuzzy Clustering,” International Journal of Control, Automation and Systems, Vol. 12, No. 3, pp. 652-661, 2014. https://doi.org/10.1007/s12555-013-0245-z
- I.T. Jolliffe, C. Jorge, "Principal Component Analysis: a Review and Recent Developments," Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences Vol. 374, Issue 2065, pp. 20150202, 2016. https://doi.org/10.1098/rsta.2015.0202
- N. Otsu, “A Threshold Selection Method from Grey Level Histograms,” IEEE Transactions on Systems, Man, and Cybernetics, Vol. 9, No. 1, pp. 62-66, 1979. https://doi.org/10.1109/TSMC.1979.4310076
- California Institute of Technology Face Database http://www.vision.caltech.edu/Image_Datasets/faces/faces.tar (accessed Jul., 25, 2018).
- Georgia Tech Face Database http://www.anefian.com/research/face_reco.htm. (accessed Jul., 25, 2018).
- M. Nilsson, J. Nordberg, and I. Claesson. "Face Detection Using Local SMQT Features and Split up Snow Classifier," Proceeding of 2007 IEEE International Conference on Acoustic, Speech, and Signal Processing, Vol. 2, pp. 589-592, 2007.