Image processing, Computer Vison, Machine Learning, Deep Learning

1. Assistant Professor at NIST Berhampur from 2010-2012.
2. Assistant Professor at MNNIT Allahabad from 2012-2015.
3. Assistant Professor at VSSUT Burla from 2015-till date.

Graduate Level	:	C, C++, Computer Graphics, Operating System
Post Graduate Level	:	Mobile Computing

Image Processing, Machine Learning (Especially Agricultural Image Processing)

Ph. D. Candidates	:
M. Tech. Candidates	:	05(02 continuing)

International Publications

1. SCI JOURNAL PUBLICATIONS
   S Panigrahi, SK Behera, PK Sethy (2021). Time Series Forecasting of Agricultural Products using Hybrid Methods. Applied Artificial Intelligence, Taylor Francis. https://doi.org/10.1080/08839514.2021.1981659 (SCI Indexed) (SCI Indexed)
2. PK Sethy*, SK Behera (2021). Categorization of Common Pigmented Skin Lesions (CPSL) using Multi-Deep Features and Support Vector Machine. Research Square: DOI: 10.21203/rs.3.rs-136988/v1. Journal of Digital Imaging, Springer (SCI Indexed) (Under Review)
3. PK Sethy*, SK Behera (2021). Automatic Classification with Concatenation of Deep and Handcrafted Features of Histological Images for Breast Carcinoma Diagnosis. Medical & Biological Engineering & Computing, Springer. (SCI Indexed) (Under Review)
4. PK Sethy*, SK Behera (2021). A Data Constrained Approach for Brain Tumour Detection using Fused Deep Features and SVM. Multimedia Tools and Applications, Springer. 10.1007/s11042-021-11098-2 (SCI Indexed)
5. SK Behera, AK Rath, PK Sethy* (2021). Fruits Yield Estimation using Faster R-CNN with MIoU. Multimedia Tools and Applications, Springer. https://doi.org/10.1007/s11042-021-10704-7 (SCI Indexed).
6. PK Sethy, C Pandey*, Dr. M.R. Khan, SK Behera, Vijaykumar K and S Panigrahi (2021). A Cost-Effective Computer-Vision Based Breast Cancer Diagnosis. Journal of Intelligent and Fuzzy Systems, IOS Press. DOI: 10.3233/JIFS-189848 (SCI Indexed).
7. PK Sethy*, SK Behera, A Komma, C Pandey and M.R. khan (2020). Computer aid screening of COVID-19 using X-ray and CT scan images: An inner comparison. Journal of X-Ray Science and Technology. 1 Jan.2021: 1 – 14. DOI: 10.3233/XST-200784. (SCI Indexed)
8. PK Sethy, SK Behera*, N Kannan, S Narayanan, and C Pandey. “Smart Paddy Field Monitoring System Using Deep Learning and IoT.” Concurrent Engineering, (January 2021). https://doi.org/10.1177/1063293X21988944. (SCI Indexed)
9. SK Behera, PK Sethy, SK Sahoo, S Panigrahi, and SC Rajpoot. “On-Tree Fruit Monitoring System Using IoT and Image Analysis.” Concurrent Engineering, (February 2021). https://doi.org/10.1177/1063293X20988395. (SCI Indexed)
10. S Panigrahi, R M Pattanayak, PK Sethy, SK Behera (2020). Sunspot Time Series Forecasting using a Hybrid Ensemble of ARIMA, ETS and SVM. Solar Physics 296, 6 (2021). https://doi.org/10.1007/s11207-020-01757-2 (SCI Indexed)
11. PK Sethy*, NK Barpanda, AK Rath, SK Behera (2020). Deep Feature Based Rice Leaf Disease Identification using Support Vector Machine. Computers and Electronics in Agriculture, Elsevier. https://doi.org/10.1016/j.compag.2020.105527. (SCI Indexed)
12. SK Behera, AK Rath, A Mahapatra, PK Sethy*(2020). Identification, classification & grading of fruits using machine learning & computer intelligence: a review. Journal of Ambient Intelligence and Humanized Computing. Springer. DOI: https://doi.org/10.1007/s12652-020-01865-8. (SCI Indexed)
13. PK Sethy*, NK Barpanda, AK Rath, SK Behera (2020). Nitrogen Deficiency Prediction of Rice Crop Based on Convolutional Neural Network. Journal of Ambient Intelligence and Humanized Computing. Springer. DOI: https://doi.org/10.1007/s12652-020-01938-8. (SCI Indexed)
14. NON-SCI JOURNAL PUBLICATIONS
    PK Sethy*,S K Behera, Chanki Pandey (2021). Speech Command Recognition based on Deep Image Classification. International Journal of Speech Technology. (Scopus, ESCI Indexed) (Revision Submitted)
15. SK Behera, AK Rath, and PK Sethy*(2020). Fruit Recognition using Support Vector Machine based on Deep Features. Karbala International Journal of Modern Science; 6(2): 234-245. https://doi.org/10.33640/2405-609X.1675. (Scopus Indexed)
16. SK Behera, AK Rath, and PK Sethy*(2020). Maturity Status Classification of Papaya Fruits based on Machine Learning and Transfer Learning Approach. Information Processing in Agriculture, Elsevier. https://doi.org/10.1016/j.inpa.2020.05.003 (Scopus Indexed)
17. PK Sethy*, SK Behera, PK Ratha, P Biswas (2020). Detection of coronavirus (COVID-19) based on Deep Features and Support Vector Machine. International Journal of Mathematics, Engineering and Management Science; 5(4):643-651. DOI: https://doi.org/10.33889/IJMEMS.2020.5.4.052 (Scopus Indexed)
18. PK Sethy*, NK Barpanda, AK Rath, SK Behera (2020). Image Processing Techniques for Diagnosing Rice Plant Disease: A Survey. Procedia Computer Science, Elsevier; 167:516-530. DOI: https://doi.org/10.1016/j.procs.2020.03.308 (Scopus Indexed).
19. PK Sethy*, NK Barpanda, AK Rath, SK Behera (2020). Rice False Smut Detection based on Faster R-CNN. Indonesian Journal of Electrical Engineering and Computer Science;9(3). DOI: http://doi.org/10.11591/ijeecs.v19.i3.pp%25p (Scopus Indexed).
20. SK Behera, A Mahapatra, AK Rath, PK Sethy* (2019). Classification & Grading of Tomatoes using Image Processing Techniques. International Journal of Innovative Technology and Exploring Engineering;8(6s):545-550. (Scopus Indexed)
21. SK Behera*, A Pattnaik, AK Rath, NK Barpanda, PK Sethy (2019). Yield Estimation of Pomegranate Using Image Processing Techniques. International Journal of Innovative Technology and Exploring Engineering;8(6S):798-803. (Scopus Indexed)
22. SK Behera*, AK Rath, PK Sethy (2019). Automatic Fruits Identification and Disease Analysis using Machine Learning Techniques. International Journal of Innovative Technology and Exploring Engineering;8(6S2):103-107. (Scopus Indexed)
23. PK Sethy*, C Kumari, B Negi, SK Behera, NK Barpanda, AK Rath (2017). Identification of Mineral Deficiency in Rice Crop based on SVM in Approach of K-Means& Fuzzy C-Means Clustering. Helix (ISSN: 2319-5592); 7(5):1970-1983. (ESCI Indexed)
24. PK Sethy*, S Satpathy, GR Panigrahi, SK Behera (2019). Rice Grain Identification Model based on Bayesian Regularization of Artificial Neural Network using Geometrical Feature. International Journal of Emerging Technologies and Innovative Research (ISSN: 2349-5162); 6(5):538-542. Available: http://www.jetir.org/papers/JETIR1905682.pdf. (UGC Approved. Sl. No. 63975)
25. PK Sethy*, SK Behera, S Dash, A Pattnaik. (2019). Rice Quality Evaluation Based on Image Processing: A Survey. International Journal of Information Technology and Electrical Engineering; 8(5):26-34. ISSN: 2306-708X. (UGC CARE LIST- B GROUP).
26. SK Behera*, S Sangita, PK Sethy, AK Rath (2018). Image Processing Based Detection & Size Estimation of Fruit on Mango Tree Canopies. International Journal of Applied Engineering Research (ISSN 0973-4562); 13(4):6-13. (UGC approved list 64529)
27. SK Behera*, N Mishra, AK Rath, PK Sethy (2018). A Novel Approach for Classification of Apple Using On-Tree Images Based on Image Processing. International Journal of Applied Engineering Research (ISSN 0973-4562); 13(4):47-51. (UGC approved list 64529)
28. PK Sethy, S Panda *, SK Behera, AK Rath (2017). On Tree Detection, Counting & Post- Harvest grading of fruits Based on Image Processing and Machine Learning Approach-A Review. International Journal of Engineering and Technology (ISSN: 0975-4024); 9(5):649-663. (DOI:10.21817/ijet/2017/v9i2/170902058)
29. PK Sethy*, B Negi, SK Behera, NK Barpanda, AK Rath (2017). An Image Processing Approach for Detection, Quantification, and Identification of Plant Leaf Diseases -A Review. International Journal of Engineering and Technology (ISSN: 0975-4024); 9(2):635-648. (DOI: 10.21817/ijet/2017/v9i2/170902059)
30. PK Sethy*, P Bidhar, J Padhi, SK Behera (2016). Real-time Implementation of Odd-Even Traffic Control Formula Using Arduino. International Journal of Control Theory and Applications I J C T A, © International Science Press (ISSN: 0974-5572); 9(16):8001-8011.
31. SK Behera*, PK Sethy, PM Khilar (2011). Fault Diagnosis in Wireless Sensor Network using Timed Automata. International Journal of Computer Applications; 297(7):15-20. (DOI:10.5120/3578-4948)

n4riceleaf: An Android/Web Based Application to Estimate Nitrogen Concentration in Rice Crop. Australian Patent. IP Right Number 2020102343, Granted Date:14.10.2020

1. PK Sethy, Sushree S. Pradhan, SantiKumariBehera (2021). Automatic Identification of Wheat Genotype Based on Multi-type Feature Fusion of AlexNet. Lecture Notes in Electrical Engineering, Springer. (Accepted)
2. C Pandey*, PK Sethy, SK Behera, J Vishwakarma and V Tande (2020). Smart Agriculture: Technological Advancements on Agriculture- A Systematical Review. Book Titled- Deep Learning for Sustainable Agriculture, Elsevier (Accepted).
3. C Pandey, YK Sahu, PK Sethy and SK Behera (2020). Futuristic AI- Convergence of megatrends: IoT and Cloud Computing. Book Titled-Cloud and Fog Computing Platforms for Internet of Things Applications to be published by the CRC Press, Taylor & Francis Group (Accepted)
4. PK Sethy, B Routray, SK Behera (2019). Detection and Counting of Marigold Flower Using Image Processing Technique. In: Biswas U., Banerjee A., Pal S., Biswas A., Sarkar D., Haldar S. (eds) Advances in Computer, Communication and Control. Lecture Notes in Networks and Systems, vol 41. Springer, Singapore, DOI: https://doi.org/10.1007/978-981-13-3122-0_9 (Scopus Indexed)
5. SK Behera, S Sangita, ARath, PK Sethy (2019). Automatic Classification of Mango Using Statistical Feature and SVM. In: Biswas U., Banerjee A., Pal S., Biswas A., Sarkar D., Haldar S. (eds) Advances in Computer, Communication and Control. Lecture Notes in Networks and Systems, vol 41. Springer, Singapore. DOI: https://doi.org/10.1007/978-981-13-3122-0_47. (Scopus Indexed)
6. PK Sethy, ABisoi, GR Panigrahi, SK Behera (2019). Detection and Identification of Downy Mildew Diseased Leaf of CucurbitaPepo (Pumpkin) Using Digital Image Processing. In: Abraham A., Dutta P., Mandal J., Bhattacharya A., Dutta S. (eds) Emerging Technologies in Data Mining and Information Security. Advances in Intelligent Systems and Computing, vol 814. Springer, Singapore. DOI: https://doi.org/10.1007/978-981-13-1501-5_30 (Scopus Indexed)
7. SK Behera, JJ Jena, AK Rath, PK Sethy (2019). Horticultural Approach for Detection, Categorization and Enumeration of On Plant Oval Shaped Fruits. In: Abraham A., Dutta P., Mandal J., Bhattacharya A., Dutta S. (eds) Emerging Technologies in Data Mining and Information Security. Advances in Intelligent Systems and Computing, vol 813. Springer, Singapore. DOI: https://doi.org/10.1007/978-981-13-1498-8_7 (Scopus Indexed)
8. JJ Jena, SK Behera, PK Sethy, AK Rath (2019). Detection and Categorization of On Plant PrunusPersica: A Novel Approach. In: Saini H., Sayal R., Govardhan A., Buyya R. (eds) Innovations in Computer Science and Engineering. Lecture Notes in Networks and Systems, vol 32. Springer, Singapore. DOI: https://doi.org/10.1007/978-981-10-8201-6_38 (Scopus Indexed)
9. PK Sethy, GR Panigrahi, NK Barpanda, SK Behera, AK Rath (2018). Application of Soft Computing in Crop Management. In V. Bhateja et al. (eds.), Intelligent Engineering Informatics, Advances in Intelligent Systems and Computing, Vol 695. Springer Singapore. DOI: https://doi.org/10.1007/978-981-10-7566-7_64 (Scopus Indexed)
10. PK Sethy, B Negi, NK Barpanda, SK Behera, AK Rath (2018). Measurement of Disease Severity of Rice Crop Using Machine Learning and Computational Intelligence. In: Cognitive Science and Artificial Intelligence. Springer Briefs in Applied Sciences and Technology. Springer, Singapore. DOI: https://doi.org/10.1007/978-981-10-6698-6_1 (Scopus Indexed)

B.Tech. Project Coordinator

Present Address :  JTQ:2, North Campus, Sambalpur University, JyotiVihar, Burla, Odisha, India;768019

Permanent Address :  At/Po-Kapundi PS-Patna Dist-Keonjhar Odisha Pin-758016