Face Detection and Processing: a Survey

  • Authors

    • R. P.Dahake
    • M. U. Kharat
    2018-11-27
    https://doi.org/10.14419/ijet.v7i4.19.28287
  • face detection, clean environment, time- delay, Graphics Processing, face clustering, naming.
  • In the recent era facial image processing is gaining more importance and the face detection from image or from video have  number of applications  which are video surveillance, entertainment, security, multimedia, communication, Ubiquitous computing etc. Various research work are carried out for  face detection and processing which includes detection, tracking of the face, estimation of pose, clustering the detected faces etc. Although significant advances have been made, the performance of face detection systems provide satisfactory under controlled environment & may get degraded with some challenging scenario such as in real time video face detection and processing. There are many real-time applications where human face serves as identity and these application are time bound so time for detection of face from image or video and the further processing is very essential, thus here our goal is to discuss the face detection system overview and to review various human skin colors based approaches and Haar feature based approach for better detection performance. Detected faces tagging and clustering is essential in some cases, so for such further processing time factor plays important role. Some of the recent approaches to improve detection speed such as using Graphical Processing Unit are discussed and providing future directions in this area.

     

  • References

    1. [1] Costas Cotsaces, Nikos Nikolaidis, & Ioannis Pitas, “Face-Based Digital Signatures for Video Retrievalâ€, IEEE Transactions On Circuits And Systems For Video Technology, Vol. 18, No. 4,April 2008, pp 549-553

      [2] David C. L. Ngo, Andrew B. J. Teoh, and Alwyn Goh,†Biometric Hash: High-Confidence Face Recognitionâ€, IEEE Transactions On Circuits And Systems For Video Technology, Vol. 16, No. 6, June 2006, PP 771 -775

      [3] M. Hassaballah, Saleh Aly," Face Recognition: Challenges, Achievements and Future Directions", The Institution of Engineering and Technology Computer Vision, Aug 2015, Vol 9, 4, pp. 614–626

      [4] Ming-Husan Yang, David J.Kriegman, Narendra Ahuja, "Detecting Faces in Images: A Survey", IEEE Trans.on Pattern Analysis And Machine Intelligence, Vol 24, No.1, Jan 2002, pp 34-58

      [5] Hu Han, Shuguang Shan, Xilin Chen, Wen Gao,"A comparative study on illumination preprocessing in face recognition" Elsevier, Pattern Recognition 46 (2013), PP 1691-1699

      [6] Rajib Sarkara, Sambit Bakshi, Pankaj K Sac," A Real-time Model for Multiple Human Face Tracking from Low-resolution Surveillance Videos", in Procedia Technology 6 2nd International Conference on Communication, Computing & Security, PP 1004 – 1010

      [7] Di Wen, Hu Han Anil K. Jain, "Face Spoof Detection with Image Distortion Analysis", IEEE Transaction on Information Forensics and Security, Vl, 10 No. 4 April 2015

      [8] De-Jiao Niu, Yongzhao Zhan, Shun-Ling Song ,†Research And Implementation Of Real-Time Face Detection, Tacking And Protection†in Proceedings of the Second International. Conference on Machine Learning and Cybernetics, -Wan, 2-5 November 2003, pp 2766-2770

      [9] https://developer.nvidia.com/gpugems/GPUGems3/gpugems3_ch26.html

      [10] Son Lam Phung, Abdesselam Bouzerdoum, and Douglas Chai," Skin Segmentation Using Color Pixel Classification: Analysis and Comparison", IEEE Transactions On Pattern Analysis And Machine Intelligence, Vol. 27, No. 1, January 2005, pp 148-154

      [11] Douglas Chai, and King N. Ngan,†Face Segmentation Using Skin-Color Map in Videophone Applicationsâ€, IEEE Transactions On Circuits And Systems For Video Technology, Vol. 9, No. 4, June 1999, PP 551-564

      [12] Rein-Lien Hsu et al," Face Detection in Color Images", IEEE Trans. on Pattern Analysis And Machine Intelligence, Vol 24, No. 5, May 2002, pp 696-706

      [13] Md. Maruf Monwar, Padma Polish Paul, Md. Waheed Islam, Siamak Rezaei "A Real-Time Face Recognition Approach From Video Sequence Using Skin Color Model And Eigenface Method", IEEE Cece/Ccgei, Ottawa, May 2006, pp 2181-2185

      [14] Shinichi Satoh, Yuichi Nakamura, Takeo Kanade,†Name-It: Naming and Detecting Faces in News Videos ", IEEE Multimedia, March 1999, pp 22-35

      [15] Leyuan Liu, Nong Sang, Saiyong Yang and Rui Huang,â€Real-Time Skin Color Detection under Rapidly Changing Illumination Conditions", IEEE Transactions on Consumer Electronics, Vol. 57, No. 3, August 2011, pp-1295-1302

      [16] Paul Viola, Michael J. Jones,"Robust Real-Time Face Detection"International Journal of Computer Vision57(2 ), pp 137-154, 2004

      [17] Binu Muraleedharan Naira, Jacob Foytika, Richard Tompkinsa, Yakov Diskina, Theus Aspirasa, Vijayan Asaria,†Multi-Pose Face Recognition And Tracking System", Procedia Computer Science 6 Conference Organized by Missouri University of Science and Technology 2011- Chicago, IL, pp 381–386

      [18] Di Huang et al "Local Binary Pattern and Its Application to Facial Image Analysis: A Survey", IEEE Trans. SYS.MAN, And Cybernetics –Part C: Application and Reviews" Vol 41, No. 6. Nov 2011

      [19] Weiyan Wang, Yunquan Zhang, Shengen Yan, Ying Zhang, Haipeng Jia," Parallelization and Performance Optimization on Face Detection Algorithm with OpenCL: A Case Studyâ€, Tsinghua Science And Technology, June 2012, Volume 17, Number 3l pp287-295

      [20] David Oro, Carles Fern´andez , Javier Rodr´ıguez Saeta , Xavier Martorell ,Javier Hernando ," Real-time GPU-based Face Detection in HD Video Sequences", IEEE International Conference on Computer Vision Workshops,2011, PP 530-537

      [21] C.Y.Ndwith and Dr. Ratna G. N.," Parallel Implementation of LBP Based Face Recognition on GPU using Open CL", International Conference on Parallel and Distributed Computing, Applications and Technologies-IEEE Computer Society,2012, pp 755-760

      [22] Jae-chan Jeong, Ho-chul Shin1, Jae-il Cho,†GPU-based Real-time Face Detectorâ€, 2012 9th International Conference on Ubiquitous Robots and Ambient Intelligence (URAI) Daejeon, Korea / November 26-29, 2012

      [23] Fundamentals of Image Processing, by Chris Solomon , Toby Breckon, A John Wiley & Sons Ltd, Publication.

      [24] Ranjan Parekh, â€Principals of Multimedia†, Second Edition Mc Graw Hill, 2006

      [25] Nivedita Pande, R. P. Dahake,†Automatic Naming of Character using Video Streaming for Face Recognition with Graph Matchingâ€, International Journal on Recent and Innovation Trends in Computing and Communication(IJRITCC), Volume 2, Issue 5,May 2014

      [26] Shweta Tadge, Prof. Ranjana Dahake,†Celebrity Face-Name Association in Web Videos using Unsupervised Approachâ€, International Journal Of Advance Research And Innovative Ideas In Education Vol-3 Issue-4 2017

      [27] Pengfei Ji, Yonghwa Kim, Yong Yang, Yoo-Sung Kim,†Face Occlusion Detection Using Skin Color Ratio and LBP Features for Intelligent Video Surveillance Systemsâ€, Proceedings of the Federated Conference on Computer Science and Information Systems ,2016, pp. 253–259

      [28] RaphaeÈl Fe raud, Olivier J. Bernier, Jean-Emmanuel Viallet, and Michel Collobert,â€A Fast and Accurate Face Detector Based on Neural Networksâ€, IEEE Transactions On Pattern Analysis And Machine Intelligence, Vol. 23, No. 1, January 2001,pp 42 -53

      [29] Eric.Q.Li, Bin.Wang, Liu.Y.Yang, Ya-Ti.Peng, Yangzhou.Du, Yimin.Zhang, Yi-Jen.Chiu ,†Gpu And Cpu Cooperative Accelaration For Face Detection On Modern Processorsâ€, 2012 IEEE International Conference on Multimedia and Expo,pp 769-775

      [30] Hemakant Gangurde, M. U. Kharat,†Discrete Wavelet Transformation Implementation in GPU Through Register Based Strategyâ€, International Journal on Recent Innovation Trends in Computing Communication, Vol-5, Issue-6,June 2017

      [31] Shaikh Mohammed Shahazad, M. U. Kharat,†An Efficient Face Photo Clustering from User Feedback through Query Generationâ€, International Research Journal of Engineeing and Technology, Vol-3 Issue-12,Dec,2016

      [32] Ansari Mohammed Abdul Kadir Ataullah, R. P. Dahake,†TAG ME: An Accurate Name Tagging System for Web Facial Images using Search- Based Face Annotationâ€, International Journal on Recent and Innovative Trends in Computing and Communication, Vol-5, Issue-7,July 2017

      [33] Ranjana Dahake, M. U. Kharat , Priti Lahane,†Challenges and Advances in Human Face Recognition from Real Time Videoâ€, International Journal of Advanced Trends in Computer Science and Engineering, Volume 5, No.6, November - December 2016,PP 114-119

      [34] https://docs.nvidia.com/cuda/cuda-c-programming-guide/index.html

      [35] Shane Cook, “CUDA Programmingâ€, Elsevier,

      [36] ISBN:978-0-12-415933-4

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    P.Dahake, R., & U. Kharat, M. (2018). Face Detection and Processing: a Survey. International Journal of Engineering & Technology, 7(4.19), 1066-1071. https://doi.org/10.14419/ijet.v7i4.19.28287