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Subrahmanyam Murala

Associate Professor

subbumurala@iitrpr.ac.in
9549658135
Google Scholar Profile


Introduction

Dr. Subrahmanyam Murala is an Associate Professor in Electrical Engineering at IIT Ropar, and a Post-Doctoral Research role at the University of Windsor, Canada, from 2012 to 2014. With over ten years of post-PhD research experience, Dr. Murala has significantly impacted the fields of computer vision and artificial intelligence. He established the Computer Vision and Pattern Recognition Laboratory (CVPR Lab), focusing on developing practical solutions for complex computer vision challenges. His research encompasses a range of areas including Computer Vision, Pattern Recognition and Machine Learning.

Research Highlights

41

Journal Publications

38

Conference Publications

5

Research Projects

0

Patents

0

Awards & Honours

Qualifications
  1. PhD
  2. M.Tech
Research Interests
  • Computer Vision
  • Deep Learning
  • Object Detection
Brief Research Profile

  1. 1. Phutke SS, Murala S, "Image Inpainting via Correlated Multi-resolution Feature Projection", IEEE Transactions on Visualization and Computer Graphics, ,  , 2023
  2. 2. Phutke SS, Murala S, "Image inpainting via spatial projections", Pattern Recognition, 133,  109040, 2023
  3. 3. Kulkarni A, Patil PW, Murala S, Gupta S, "Unified Multi-Weather Visibility Restoration", IEEE Transactions on Multimedia, ,  , 2022
  4. 4. Mehta N, Murala S, "Image Super-resolution with Content-Aware Feature Processing", IEEE Transactions on Artificial Intelligence, ,  , 2022
  5. 5. Phutke SS, Murala S, "Pseudo decoder guided light-weight architecture for image inpainting", IEEE Transactions on Image Processing, 31,  6577-6590, 2022
  6. 6. Kulkarni A, Murala S, "Wipernet: A lightweight multi-weather restoration network for enhanced surveillance", IEEE Transactions on Intelligent Transportation Systems, 23,  24488-24498, 2022
  7. 7. Mehta N, Murala S, "Con-Net: a consolidated light-weight image restoration network", IEEE Transactions on Broadcasting, 68,  862-875, 2022
  8. 8. Phutke SS, Murala S, "Fasnet: Feature aggregation and sharing network for image inpainting", IEEE Signal Processing Letters, 29,  1664-1668, 2022
  9. 9. Mehta N, Murala S, "(MLE $\\^${$2$}$ $ A $\\^${$2$}$ $ U)-Net: Image Super-Resolution via Multi-Level Edge Embedding and Aggregated Attentive Upsampler Network", IEEE Transactions on Emerging Topics in Computational Intelligence, 7,  523-536, 2022
  10. 10. Patil PW, Dudhane A, Chaudhary S, Murala S, "Multi-frame based adversarial learning approach for video surveillance", Pattern Recognition, 122,  108350, 2022
  11. 11. Kulkarni A, Patil PW, Murala S, "Progressive subtractive recurrent lightweight network for video deraining", IEEE Signal Processing Letters, 29,  229-233, 2021
  12. 12. Patil PW, Dudhane A, Kulkarni A, Murala S, Gonde AB, Gupta S, "An unified recurrent video object segmentation framework for various surveillance environments", IEEE Transactions on Image Processing, 30,  7889-7902, 2021
  13. 13. Hambarde P, Murala S, Dhall A, "UW-GAN: Single-image depth estimation and image enhancement for underwater images", IEEE Transactions on Instrumentation and Measurement, 70,  01-Dec, 2021
  14. 14. Phutke SS, Murala S, "Diverse receptive field based adversarial concurrent encoder network for image inpainting", IEEE Signal Processing Letters, 28,  1873-1877, 2021
  15. 15. Patil PW, Dudhane A, Murala S, Gonde AB, "Deep adversarial network for scene independent moving object segmentation", IEEE Signal Processing Letters, 28,  489-493, 2021
  16. 16. Mehta N, Murala S, "MSAR-Net: Multi-scale attention based light-weight image super-resolution", Pattern Recognition Letters, 151,  215-221, 2021
  17. 17. Chaudhary S, Dudhane A, Patil PW, Murala S, Talbar S, "Motion estimation in hazy videos", Pattern Recognition Letters, 150,  130-138, 2021
  18. 18. Patil PW, Dudhane A, Murala S, "End-to-end recurrent generative adversarial network for traffic and surveillance applications", IEEE Transactions on Vehicular Technology, 69,  14550-14562, 2020
  19. 19. Hambarde P, Murala S, "S2DNet: Depth estimation from single image and sparse samples", IEEE Transactions on Computational Imaging, 6,  806-817, 2020
  20. 20. Dudhane A, Hambarde P, Patil P, Murala S, "Deep underwater image restoration and beyond", IEEE Signal Processing Letters, 27,  675-679, 2020
  21. 21. Dudhane A, Patil PW, Murala S, "An end-to-end network for image de-hazing and beyond", IEEE Transactions on Emerging Topics in Computational Intelligence, 6,  159-170, 2020
  22. 22. Verma M, Vipparthi SK, Singh G, Murala S, "LEARNet: Dynamic imaging network for micro expression recognition", IEEE Transactions on Image Processing, ,  1618-1627, 2019
  23. 23. Mandal M, Verma M, Mathur S, Vipparthi SK, Murala S, Kranthi Kumar D, "Regional adaptive affinitive patterns (RADAP) with logical operators for facial expression recognition", IET Image Processing, 2,  850-861, 2019
  24. 24. Mandal M, Chaudhary M, Vipparthi SK, Murala S, Gonde AB, Nagar SK, "ANTIC: ANTithetic isomeric cluster patterns for medical image retrieval and change detection", IET Computer Vision, ,  31-43, 2019
  25. 25. Dudhane A, Murala S, "RYF-Net: Deep fusion network for single image haze removal", IEEE Transactions on Image Processing, 29,  628-640, 2019
  26. 26. Dudhane A, Murala S, "Cardinal color fusion network for single image haze removal", Machine Vision and Applications, 30,  231-242, 2019
  27. 27. Chaudhary S, Murala S, "Depth-based end-to-end deep network for human action recognition", IET Computer Vision, 13,  15-22, 2019
  28. 28. Patil PW, Murala S, "MSFgNet: A novel compact end-to-end deep network for moving object detection", IEEE Transactions on Intelligent Transportation Systems, 20,  4066-4077, 2018
  29. 29. Galshetwar GM, Waghmare LM, Gonde AB, Murala S, "Edgy salient local binary patterns in inter-plane relationship for image retrieval in diabetic retinopathy", Procedia computer science, 115,  440-447, 2017
  30. 30. Vipparthi SK, Murala S, Gonde AB, Jonathan Wu QM, "Local directional mask maximum edge patterns for image retrieval and face recognition", IET Computer Vision, ,  182-192, 2016
  31. 31. Vipparthi SK, Murala S, Nagar SK, Gonde AB, "Local Gabor maximum edge position octal patterns for image retrieval", Neurocomputing, 40,  336-345, 2015
  32. 32. Vipparthi SK, Murala S, Nagar SK, "Dual directional multi-motif XOR patterns: A new feature descriptor for image indexing and retrieval", Optik, 8,  1467-1473, 2015
  33. 33. Verma M, Raman B, Murala S, "Local extrema co-occurrence pattern for color and texture image retrieval", Neurocomputing, 165,  255-269, 2015
  34. 34. Murala S, Wu QM, "Spherical symmetric 3D local ternary patterns for natural, texture and biomedical image indexing and retrieval", Neurocomputing, 149,  1502-1514, 2015
  35. 35. Murala S, Wu QM, "Expert content-based image retrieval system using robust local patterns", Journal of Visual Communication and Image Representation, 25,  1324-1334, 2014
  36. 36. Murala S, Wu QM, "MRI and CT image indexing and retrieval using local mesh peak valley edge patterns", Signal processing: image communication, 29,  400-409, 2014
  37. 37. Murala S, Wu QM, "Local mesh patterns versus local binary patterns: biomedical image indexing and retrieval", IEEE journal of biomedical and health informatics, 18,  929-938, 2013
  38. 38. Murala S, Wu QM, "Local ternary co-occurrence patterns: a new feature descriptor for MRI and CT image retrieval", Neurocomputing, 119,  399-412, 2013
  39. 39. Murala S, Maheshwari RP, Balasubramanian R, "Local tetra patterns: a new feature descriptor for content-based image retrieval", IEEE transactions on image processing, 21,  2874-2886, 2012
  40. 40. Murala S, Maheshwari RP, Balasubramanian R, "Directional binary wavelet patterns for biomedical image indexing and retrieval", Journal of Medical Systems, 36,  2865-2879, 2012
  41. 41. Murala S, Maheshwari RP, Balasubramanian R, "Directional local extrema patterns: a new descriptor for content based image retrieval", International journal of multimedia information retrieval, 1,  191-203, 2012

  • 1. IEEE SM

S. No. Title Funding Agency Role Start Year - End Year Amount (In Lacs) Details
1 Al based Technology for Varicoloured Video Restoration and Object Detection MoES, Govt of India CO-PI 2023 - 2025 45.000
2 Al based Technology for Underwater Varicoloured Video Restoration and Object Detection MoES CO-PI 2023 - 2026 45.480
3 Intelligent Transportation System: AI based Deep Learning Technology for Multi-Weather Video Restoration SERB PI 2023 - 2026 43.380
4 Autonomous Underwater Vehicle Assistance with Video Quality Enhancement and Restoration DST-ICPC-TIH-Guwahati CO-PI 2023 - 2024 11.880

S. No. Title Funding Agency Start Year - End Year Amount (In Lacs) Details
1 Tool Development for Improvement in quality of images captured offshore Oceaneering India Pvt. Ltd, India 2023 - 2024 19.500

Code Title L-T-P-S-C Type Degree Year Semester