Leukaemia Detection in Microscopic Imagery using Optimization Algorithm

  • Authors

    • M Venkata Dasu
    • P Subbaiah
    2018-04-25
    https://doi.org/10.14419/ijet.v7i2.24.12068
  • Leukemia CLAHE, Segmentation, Cuckoo Search(CSO), Ant Colony optimization(ACO), SIFT.

  • Abstract

    In this paper, automated approach of blood cancer detection is proposed. Usually microscopic images examined by experts manually are time consuming and less accuracy. The automated blood cancer detection system analyses the microscopic image and overcomes these drawbacks. The proposed system extracts the features of the image and applies filtering techniques. In this paper proposed method is cuckoo search optimization algorithm which is used in line with segmentation. The features of segmented image can be obtained from Scale invariant feature transform. Some of the features like PSNR, sensitivity, accuracy, etc. are calculated for leukemia detection. The performance is compared with the existing method ACO. The proposed system is tested on image dataset and 94.24% accuracy is achieved. The proposed system is successfully implemented in MATLAB.

     

  • References

    1. [1] A. Bell, S. Sallah, Morphology of Human Blood Cells. USA: Abbott Diagnostic,2005.

      [2] P. Mittal, K.R. Meehan. The Acute Leukemia, Clinical Review Article, Hospital Physician, pp 37-44.

      [3] Huey Nee Lim(2015).Color and Morphological Based Techniques on White Blood Cells Segmentation in International Conference on Biomedical Engineering,2001.

      [4] Rakibull Ahasan et.al. White Blood Cells Nucleus Segmentation from Microscopic Images of strained peripheral blood film during Leukemia and Normal Condition. 5th International Conference on Informatics, Electronics and Vision, 2016, pp.361-366.

      [5] ] Jha, K.K.; Das, B.K.; Dutta, H.S., "Detection of abnormal blood cells on the basis of nucleus shape and counting of WBC," in Green Computing Communication and Electrical Engineering (ICGCCEE), vol., no., pp.1-5, 6-8 March 2014.

      [6] Hari, J.; Prasad, A.S.; Rao, S.K., "Separation and counting of blood cells using geometrical features and distance transformed watershed," in Devices, Circuits and Systems (ICDCS), pp.1-5, 6-8 March 2014.

      [7] Fahimuddin Shaik, Anil Kumar Sharma, Syed Musthak Ahmed, “Hybrid Model for Analysis of Abnormalities in Diabetic Cardiomyopathy and Diabetic Retinopathy related imagesâ€, Springer Plus Journal, Springer Publications, April 2016

      [8] Tulsani, H.; Gupta, R.; Kapoor, R., "An improved methodology for blood cell counting," in Multimedia, Signal Processing and Communication Technologies (IMPACT), pp.88-92,23- 25 Nov. 2013

      [9] Sharif, J.M.; Miswan, M.F.; Ngadi, M.A.; Salam, M.S.H.; Mahadi bin Abdul Jamil, M., "Red blood cell segmentation using masking and watershed algorithm: A preliminary study," in Biomedical Engineering (ICoBE),pp.258-262, 27-28 Feb. 2012.

      [10] Markus Beermann, Adeel Jalil and Jens-Rainer Ohm, “Thresholded Weighted Median Filters for Ringing Reduction in Processed Imagesâ€,2005.

      [11] Nabin Kharel, Abeer Alsadoon, P.W.C. Prasad, A. Elchouemi,†Early Diagnosis of Breast Cancer Using Contrast Limited Adaptive Histogram Equalization (CLAHE) and Morphology Methodsâ€, 8th International Conference on Information and Communication Systems (ICICS), pp.120-124, 2017.

      [12] Mohapatra S, Patra D. Automated Cell Nucleus Segmentation and Acute Leukemia Detection in Blood Microscopic Images. 2010 IEEE International Conference on Systems in Medicine and Biology (ICSMB) 2010:4954.

      [13] Preetham Kumar, Shazad Maneck,†Automatic Detection of Acute Myeloid Leukemia from Microscopic Blood Smear Image†IEEE,pp 1803-1807,2017.

      [14] Jing Xu, Gongliu Yang, Yuanyuan Liu, Jingjia Zhong,†Coin Recognition Method based on SIFT Algorithm†4th International Conference on Information Science and Control Engineering, pp 229-233, 2017.

      [15] Lei Li, Yuemei Ren, Xiangpu Gong,†Medical Image Segmentation Based on Modified Ant Colony Algorithm with GVF Snake Modelâ€, International Seminar on Future Biomedical Information Engineering, pp11-14,2008.

      [16] Qidi Wu, Lei Wang, “Intelligent ant algorithm and applicationâ€, Shanghai Science and Technology Education Press, Shanghai, 2004.

      [17] X.-S. Yang, “Nature-Inspired Optimization Algorithmsâ€, Elsevier Inc., 2014.

      [18] S.I. Bejinariu, H. Costin, F. Rotaru, R. Luca, C. Nita, “Automatic Multi-threshold Image Segmentation Using Metaheuristic Algorithmsâ€, International Symposium on Signals, Circuits and Systems, ISSCS 2015, Iasi, Romania, 2015.

      [19] Silviu-Ioan Bejinariu, Hariton Costin, Florin Rotaru1, Ramona Luca, Cristina Nita,†Image Processing by means of Some Bio-Inspired Optimization Algorithmsâ€, The 5th IEEE International Conference on E- Health and Bioengineering - EHB 2015

      [20] Avinash Yadlapati, Dr. Hari Kishore Kakarla, “An Advanced AXI Protocol Verification using Verilog HDLâ€, Wulfenia Journal, ISSN: 1561-882X, Volume 22, Number 4, pp. 307-314, April 2015

      [21] P Ramakrishna, K. Hari Kishore, “Design of Low Power 10GS/s 6-Bit DAC using CMOS Technology “International Journal of Engineering and Technology(UAE), ISSN No: 2227-524X, Vol No: 7, Issue No: 1.5, Page No: 226-229, January 2018.

      [22] A Murali, K. Hari Kishore, “Efficient and High Speed Key Independent AES Based Authenticated Encryption Architecture using FPGAs “International Journal of Engineering and Technology(UAE), ISSN No: 2227-524X, Vol No: 7, Issue No: 1.5, Page No: 230-233, January 2018.

      [23] G.S.Spandana,K Hari Kishore “A Contemporary Approach For Fault Diagnosis In Testable Reversible Circuits By Employing The CNT Gate Library†International Journal of Pure and Applied Mathematics, ISSN No: 1314-3395, Vol No: 115, Issue No: 7, Page No: 537-542, September 2017.

      [24] K Hari Kishore, CVRN Aswin Kumar, T Vijay Srinivas, GV Govardhan, Ch Naga Pavan Kumar, R Venkatesh “Design and Analysis of High Efficient UART on Spartran-6 and Virtex-7 Devicesâ€, International Journal of Applied Engineering Research, ISSN 0973-4562, Volume 10, Number 09 , pp. 23043-23052, June 2015

      [25] K Bindu Bhargavi, K Hari Kishore “Low Power BIST on Memory Interface Logicâ€, International Journal of Applied Engineering Research, ISSN 0973-4562, Volume 10, Number 08 , pp. 21079-21090, May 2015.

      [26] Korraprolu Brahma Reddy, K Hari Kishore, “A Mixed Approach for Power Dissipation Reduction in Nanometer CMOS VLSI circuitsâ€, International Journal of Applied Engineering Research, ISSN 0973-4562 Volume 9, Number 18 , pp. 5141-5148, July 2014.

      [27] Nidamanuri Sai Charan, Kakarla Hari Kishore "Reorganization of Delay Faults in Cluster Based FPGA Using BIST†Indian Journal of Science and Technology, ISSN No: 0974-6846, Vol No.9, Issue No.28, page: 1-7, July 2016.

      [28] Sravya Kante, Hari Kishore Kakarla, Avinash Yadlapati,"Design and Verification of AMBA AHB-Lite protocol using Verilog HDL" International Journal of Engineering and Technology, E-ISSN No: 0975-4024, Vol No.8, Issue No.2, Page:734-741, May 2016.

      [29] Bandlamoodi Sravani, K Hari Kishore, “An FPGA Implementation of Phase Locked Loop (PLL)â€, International Journal of Applied Engineering Research, ISSN 0973-4562, Volume 10, Number 14 , pp. 34137-34139, August 2015

      [30] Avinash Yadlapati, Kakarla Hari Kishore,“Constrained Level Validation of Serial Peripheral Interface Protocolâ€, Proceedings of the First International Conference on SCI 2016, Volume 1, Smart Computing and Informatics, Smart Innovation, Systems and Technologies 77, ISSN No: 2190-3018, ISBN: 978-981-10-5544-7, Chapter No: 77, pp. 743-753, 25th December 2017.

      [31] P Kiran Kumar, P Prasad Rao, Kakarla Hari Kishore, “Optimal Design of Reversible Parity Preserving New Full Adder / Full Subtractorâ€, IEEE SPONSORED 3rd INTERNATIONAL CONFERENCE ON ELECTRONICS AND COMMUNICATION SYSTEMS (ICECS 2016), pp. 3465-3470, 25th and 26th February 2016.

      [32] Y Avinash, K Hari Kishore ‘’Designing Asynchronous FIFO for Low Power DFT Implementation’’ International Journal of Pure and Applied Mathematics, ISSN No: 1314-3395, Vol No: 115, Issue No: 8, Page No: 561-566, September 2017

      [33] Mahesh Mudavathand K Hari Kishore "Design of RF Front End CMOS Cascade CS Low Noise Amplifier on 65nm Technology Process†International Journal of Pure and Applied Mathematics, ISSN No: 1314-3395, Vol No: 115, Issue No: 7, Page No: 417-422, September 2017.

      [34] P. Sahithi K Hari Kishore, E Raghuveera, P. Gopi Krishna “DESIGN OF VOLTAGE LEVEL SHIFTER FOR POWER-EFFICIENT APPLICATIONS USING 45nm TECHNOLOGY†International Journal of Engineering and Technology(UAE), ISSN No: 2227-524X, Vol No: 7, Issue No: 2.8, Page No: 103-108, March 2018.

      [35] N Bala Dastagiri K Hari Kishore “A 14-bit 10kS/s Power Efficient 65nm SAR ADC for Cardiac Implantable Medical Devices†International Journal of Engineering and Technology(UAE), ISSN No: 2227-524X, Vol No: 7, Issue No: 2.8, Page No: 34-39, March 2018.

      [36] Meka Bharadwaj, Hari Kishore "Enhanced Launch-Off-Capture Testing Using BIST Designs†Journal of Engineering and Applied Sciences, ISSN No: 1816-949X, Vol No.12, Issue No.3, page: 636-643, April 2017.

      [37] P Bala Gopal, K Hari Kishore, R.R Kalyan Venkatesh, P Harinath Mandalapu “An FPGA Implementation of On Chip UART Testing with BIST Techniquesâ€, International Journal of Applied Engineering Research, ISSN 0973-4562, Volume 10, Number 14 , pp. 34047-34051, August 2015.

      [38] S.V. Manikanthan , T. Padmapriya “An enhanced distributed evolved node-b architecture in 5G tele-communications network†International Journal of Engineering & Technology (UAE), Vol 7 Issues No (2.8) (2018) 248-254.March2018

      [39] S.V. Manikanthan, T. Padmapriya, Relay Based Architecture For Energy Perceptive For Mobile Adhoc Networks, Advances and Applications in Mathematical Sciences, Volume 17, Issue 1, November 2017, Pages 165-179

      [40] S.V.Manikanthan and T.Padmapriya “Recent Trends In M2m Communications In 4g Networks And Evolution Towards 5gâ€, International Journal of Pure and Applied Mathematics, ISSN NO:1314-3395, Vol-115, Issue -8, Sep 2017.

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  • How to Cite

    Venkata Dasu, M., & Subbaiah, P. (2018). Leukaemia Detection in Microscopic Imagery using Optimization Algorithm. International Journal of Engineering & Technology, 7(2.24), 299-303. https://doi.org/10.14419/ijet.v7i2.24.12068

    Received date: 2018-04-24

    Accepted date: 2018-04-24

    Published date: 2018-04-25