Dr. Subrahmanyam Murala

Dr. Subrahmanyam Murala

Associate Professor, Computer Science

https://www.scss.tcd.ie/~muralas/

Biography

Dr. Subrahmanyam Murala is an Associate Professor at School of Computer Science and Statistics, Trinity College Dublin, Ireland. His career includes a tenure as Associate Professor in Electrical Engineering at IIT Ropar until June 2023, 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.

Publications and Further Research Outputs

  • Nancy Mehta, Akshay Dudhane, Subrahmanyam Murala, Syed Waqas Zamir, Salman Khan and Fahad Shahbaz Khan, Gated Multi-Resolution Transfer Network for Burst Restoration and Enhancement, CVPR-2023, Vancouver, Canada, 2023, edited by CVF , 2023, pp22201-22210Conference Paper, 2023
  • Chaudhary, Sachin and Murala, Subrahmanyam, Tsnet: deep network for human action recognition in hazy videos, 2018 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2018, pp3981--3986Conference Paper, 2018
  • Patil, Prashant W and Murala, Subrahmanyam and Dhall, Abhinav and Chaudhary, Sachin, MsEDNet: Multi-scale deep saliency learning for moving object detection, 2018 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2018, pp1670--1675Conference Paper, 2018
  • Mandal, Murari and Saxena, Prafulla and Vipparthi, Santosh Kumar and Murala, Subrahmanyam, CANDID: Robust change dynamics and deterministic update policy for dynamic background subtraction, 2018 24th international conference on pattern recognition (ICPR), 2018, pp2468--2473Conference Paper, 2018
  • Dudhane, Akshay and Murala, Subrahmanyam, C\, {, 2018 IEEE winter conference on applications of computer vision (WACV), 2018, pp1397--1404Conference Paper, 2018
  • Khalili, Naquid and Prasad, Chandan and Vedprakash, M and Chaudhary, Sachin and Murala, Subrahmanyam, Local auxiliary-color maximum vector pattern: A new feature descriptor for image indexing and retrieval, TENCON 2017-2017 IEEE Region 10 Conference, 2017, pp1201--1206Conference Paper, 2017
  • Galshetwar, Gajanan M and Waghmare, Laxman M and Gonde, Anil B and Murala, Subrahmanyam, Edgy salient local binary patterns in inter-plane relationship for image retrieval in diabetic retinopathy, Procedia computer science, 115, 2017, p440--447Journal Article, 2017
  • Vipparthi, Santosh Kumar and Murala, Subrahmanyam and Gonde, Anil Balaji and Jonathan Wu, QM, Local directional mask maximum edge patterns for image retrieval and face recognition, IET Computer Vision, 10, (3), 2016, p182--192Journal Article, 2016
  • Agarwal, Gitesh and Mishra, Satya Prakash and Maurya, Satyendra and Chaudhary, Sachin and Murala, Subrahmanyam, Local peak valley co-occurrence patterns: A new feature descriptor for image retrieval, 2016 International Conference on Signal and Information Processing (IConSIP), 2016, pp1--5Conference Paper, 2016
  • Gonde, Anil Balaji and Murala, Subrahmanyam and Vipparthi, Santosh Kumar and Maheshwari, Rudraprakash and Balasubramanian, R, 3D local transform patterns: a new feature descriptor for image retrieval, Proceedings of International Conference on Computer Vision and Image Processing: CVIP 2016, Volume 2, 2017, pp495--507Conference Paper, 2017
  • Vipparthi, Santosh Kumar and Murala, Subrahmanyam and Nagar, Shyam Krishna, Dual directional multi-motif XOR patterns: A new feature descriptor for image indexing and retrieval, Optik, 126, (15-16), 2015, p1467--1473Journal Article, 2015
  • Vipparthi, Santosh Kumar and Murala, Subrahmanyam and Nagar, Shyam Krishna and Gonde, Anil Balaji, Local Gabor maximum edge position octal patterns for image retrieval, Neurocomputing, 167, 2015, p336--345Journal Article, 2015
  • Verma, Manisha and Raman, Balasubramanian and Murala, Subrahmanyam, Local extrema co-occurrence pattern for color and texture image retrieval, Neurocomputing, 165, 2015, p255--269Journal Article, 2015
  • Murala, Subrahmanyam and Wu, QM Jonathan, Spherical symmetric 3D local ternary patterns for natural, texture and biomedical image indexing and retrieval, Neurocomputing, 149, 2015, p1502--1514Journal Article, 2015
  • Murala, Subrahmanyam and Wu, QM Jonathan, Expert content-based image retrieval system using robust local patterns, Journal of Visual Communication and Image Representation, 25, (6), 2014, p1324--1334Journal Article, 2014
  • Murala, Subrahmanyam and Wu, QM Jonathan, Local mesh patterns versus local binary patterns: biomedical image indexing and retrieval, IEEE journal of biomedical and health informatics, 18, (3), 2013, p929--938Journal Article, 2013
  • Murala, Subrahmanyam and Wu, QM Jonathan, MRI and CT image indexing and retrieval using local mesh peak valley edge patterns, Signal processing: image communication, 29, (3), 2014, p400--409Journal Article, 2014
  • Murala, Subrahmanyam and Wu, QM Jonathan, Local ternary co-occurrence patterns: a new feature descriptor for MRI and CT image retrieval, Neurocomputing, 119, 2013, p399--412Journal Article, 2013
  • Subrahmanyam, M and Wu, QM Jonathan and Maheshwari, RP and Balasubramanian, R, Modified color motif co-occurrence matrix for image indexing and retrieval, Computers \& Electrical Engineering, 39, (3), 2013, p762--774Journal Article, 2013
  • Murala, Subrahmanyam and Wu, QM, Peak valley edge patterns: a new descriptor for biomedical image indexing and retrieval, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2013, pp444--449Conference Paper, 2013
  • Murala, Subrahmanyam and Wu, QM Jonathan and Balasubramanian, R and Maheshwari, RP, Joint histogram between color and local extrema patterns for object tracking, Video surveillance and transportation imaging applications, 8663, 2013, pp230--236Conference Paper, 2013
  • Murala, Subrahmanyam and Maheshwari, RP and Balasubramanian, R, Local tetra patterns: a new feature descriptor for content-based image retrieval, IEEE transactions on image processing, 21, (5), 2012, p2874--2886Journal Article, 2012
  • Subrahmanyam, M and Maheshwari, RP and Balasubramanian, R, Expert system design using wavelet and color vocabulary trees for image retrieval, Expert Systems with Applications, 39, (5), 2012, p5104--5114Journal Article, 2012
  • Subrahmanyam, Murala and Maheshwari, RP and Balasubramanian, R, Local maximum edge binary patterns: a new descriptor for image retrieval and object tracking, Signal Processing, 92, (6), 2012, p1467--1479Journal Article, 2012
  • Murala, Subrahmanyam and Maheshwari, RP and Balasubramanian, R, Directional binary wavelet patterns for biomedical image indexing and retrieval, Journal of Medical Systems, 36, 2012, p2865--2879Journal Article, 2012
  • Murala, Subrahmanyam and Maheshwari, RP and Balasubramanian, R, Directional local extrema patterns: a new descriptor for content based image retrieval, International journal of multimedia information retrieval, 1, (3), 2012, p191--203Journal Article, 2012
  • Devarapu, K Venkatrayudu and Murala, Subrahmanyam and Kumar, Vinod, Denoising of ultrasound images using curvelet transform, 2010 The 2nd International Conference on Computer and Automation Engineering (ICCAE), 3, 2010, pp447--451Conference Paper, 2010
  • Murala, Subrahmanyam and Gonde, Anil Balaji and Maheshwari, Rudra Prakash, Color and texture features for image indexing and retrieval, 2009 IEEE International Advance Computing Conference, 2009, pp1411--1416Conference Paper, 2009
  • Kulkarni, Ashutosh and Murala, Subrahmanyam, Aerial Image Dehazing with Attentive Deformable Transformers, Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2023, pp6305--6314Conference Paper, 2023
  • Phutke, Shruti S and Murala, Subrahmanyam, Nested Deformable Multi-head Attention for Facial Image Inpainting, Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2023, pp6078--6087Conference Paper, 2023
  • Kulkarni, Ashutosh and Patil, Prashant W and Murala, Subrahmanyam and Gupta, Sunil, Unified Multi-Weather Visibility Restoration, IEEE Transactions on Multimedia, 2022Journal Article, 2022
  • Mehta, Nancy and Murala, Subrahmanyam, Image Super-resolution with Content-Aware Feature Processing, IEEE Transactions on Artificial Intelligence, 2022Journal Article, 2022
  • Phutke, Shruti S and Murala, Subrahmanyam, Pseudo decoder guided light-weight architecture for image inpainting, IEEE Transactions on Image Processing, 31, 2022, p6577--6590Journal Article, 2022
  • Kulkarni, Ashutosh and Murala, Subrahmanyam, Wipernet: A lightweight multi-weather restoration network for enhanced surveillance, IEEE Transactions on Intelligent Transportation Systems, 23, (12), 2022, p24488--24498Journal Article, 2022
  • Phutke, Shruti S and Murala, Subrahmanyam, Image inpainting via spatial projections, Pattern Recognition, 133, 2023, p109040Journal Article, 2023
  • Mehta, Nancy and Murala, Subrahmanyam, Con-Net: a consolidated light-weight image restoration network, IEEE Transactions on Broadcasting, 68, (4), 2022, p862--875Journal Article, 2022
  • Phutke, Shruti S and Murala, Subrahmanyam, Fasnet: Feature aggregation and sharing network for image inpainting, IEEE Signal Processing Letters, 29, 2022, p1664--1668Journal Article, 2022
  • Mehta, Nancy and Murala, Subrahmanyam, (MLE $\, {, IEEE Transactions on Emerging Topics in Computational Intelligence, 7, (2), 2022, p523--536Journal Article, 2022
  • Kulkarni, Ashutosh and Patil, Prashant W and Murala, Subrahmanyam, Progressive subtractive recurrent lightweight network for video deraining, IEEE Signal Processing Letters, 29, 2021, p229--233Journal Article, 2021
  • Mehta, Nancy and Dudhane, Akshay and Murala, Subrahmanyam and Zamir, Syed Waqas and Khan, Salman and Khan, Fahad Shahbaz, Adaptive feature consolidation network for burst super-resolution, Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022, pp1279--1286Conference Paper, 2022
  • Kulkarni, Ashutosh and Phutke, Shruti S and Murala, Subrahmanyam, Unified Transformer Network for Multi-Weather Image Restoration, European Conference on Computer Vision, 2022, pp344--360Conference Paper, 2022
  • Chaudhary, Sachin and Patil, Prashant W and Dudhane, Akshay and Murala, Subrahmanyam, Deep Network for Extremely Low-Resolution Human Action Recognition, 2022 18th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS), 2022, pp1--8Conference Paper, 2022
  • Patil, Prashant and Singh, Jasdeep and Hambarde, Praful and Kulkarni, Ashutosh and Chaudhary, Sachin and Murala, Subrahmanyam, Robust Unseen Video Understanding for Various Surveillance Environments, 2022 18th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS), 2022, pp1--8Conference Paper, 2022
  • Patil, Prashant W and Dudhane, Akshay and Kulkarni, Ashutosh and Murala, Subrahmanyam and Gonde, Anil Balaji and Gupta, Sunil, An unified recurrent video object segmentation framework for various surveillance environments, IEEE Transactions on Image Processing, 30, 2021, p7889--7902Journal Article, 2021
  • Hambarde, Praful and Murala, Subrahmanyam and Dhall, Abhinav, UW-GAN: Single-image depth estimation and image enhancement for underwater images, IEEE Transactions on Instrumentation and Measurement, 70, 2021, p1--12Journal Article, 2021
  • Phutke, Shruti S and Murala, Subrahmanyam, Diverse receptive field based adversarial concurrent encoder network for image inpainting, IEEE Signal Processing Letters, 28, 2021, p1873--1877Journal Article, 2021
  • Patil, Prashant W and Dudhane, Akshay and Murala, Subrahmanyam and Gonde, Anil Balaji, Deep adversarial network for scene independent moving object segmentation, IEEE Signal Processing Letters, 28, 2021, p489--493Journal Article, 2021
  • Patil, Prashant W and Dudhane, Akshay and Chaudhary, Sachin and Murala, Subrahmanyam, Multi-frame based adversarial learning approach for video surveillance, Pattern Recognition, 122, 2022, p108350Journal Article, 2022
  • Mehta, Nancy and Murala, Subrahmanyam, MSAR-Net: Multi-scale attention based light-weight image super-resolution, Pattern Recognition Letters, 151, 2021, p215--221Journal Article, 2021
  • Chaudhary, Sachin and Dudhane, Akshay and Patil, Prashant W and Murala, Subrahmanyam and Talbar, Sanjay, Motion estimation in hazy videos, Pattern Recognition Letters, 150, 2021, p130--138Journal Article, 2021
  • Patil, Prashant W and Dudhane, Akshay and Murala, Subrahmanyam, Multi-frame recurrent adversarial network for moving object segmentation, Proceedings of the IEEE/CVF winter conference on applications of computer vision, 2021, pp2302--2311Conference Paper, 2021
  • Wadhwa, Gourav and Dhall, Abhinav and Murala, Subrahmanyam and Tariq, Usman, Hyperrealistic image inpainting with hypergraphs, Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2021, pp3912--3921Conference Paper, 2021
  • Patil, Prashant W and Dudhane, Akshay and Murala, Subrahmanyam, End-to-end recurrent generative adversarial network for traffic and surveillance applications, IEEE Transactions on Vehicular Technology, 69, (12), 2020, p14550--14562Journal Article, 2020
  • Hambarde, Praful and Murala, Subrahmanyam, S2DNet: Depth estimation from single image and sparse samples, IEEE Transactions on Computational Imaging, 6, 2020, p806--817Journal Article, 2020
  • Dudhane, Akshay and Hambarde, Praful and Patil, Prashant and Murala, Subrahmanyam, Deep underwater image restoration and beyond, IEEE Signal Processing Letters, 27, 2020, p675--679Journal Article, 2020
  • Dudhane, Akshay and Patil, Prashant W and Murala, Subrahmanyam, An end-to-end network for image de-hazing and beyond, IEEE Transactions on Emerging Topics in Computational Intelligence, 6, (1), 2020, p159--170Journal Article, 2020
  • Dudhane, Akshay and Biradar, Kuldeep M and Patil, Prashant W and Hambarde, Praful and Murala, Subrahmanyam, Varicolored image de-hazing, proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020, pp4564--4573Conference Paper, 2020
  • Patil, Prashant W and Biradar, Kuldeep M and Dudhane, Akshay and Murala, Subrahmanyam, An end-to-end edge aggregation network for moving object segmentation, proceedings of the IEEE/CVF conference on computer vision and pattern recognition, 2020, pp8149--8158Conference Paper, 2020
  • Hambarde, Praful and Dudhane, Akshay and Patil, Prashant W and Murala, Subrahmanyam and Dhall, Abhinav, Depth estimation from single image and semantic prior, 2020 IEEE International Conference on Image Processing (ICIP), 2020, pp1441--1445Conference Paper, 2020
  • Dudhane, Akshay and Murala, Subrahmanyam, RYF-Net: Deep fusion network for single image haze removal, IEEE Transactions on Image Processing, 29, 2019, p628--640Journal Article, 2019
  • Verma, Monu and Vipparthi, Santosh Kumar and Singh, Girdhari and Murala, Subrahmanyam, LEARNet: Dynamic imaging network for micro expression recognition, IEEE Transactions on Image Processing, 29, 2019, p1618--1627Journal Article, 2019
  • Patil, Prashant W and Murala, Subrahmanyam, MSFgNet: A novel compact end-to-end deep network for moving object detection, IEEE Transactions on Intelligent Transportation Systems, 20, (11), 2018, p4066--4077Journal Article, 2018
  • Mandal, Murari and Verma, Monu and Mathur, Sonakshi and Vipparthi, Santosh Kumar and Murala, Subrahmanyam and Kranthi Kumar, Deveerasetty, Regional adaptive affinitive patterns (RADAP) with logical operators for facial expression recognition, IET Image Processing, 13, (5), 2019, p850--861Journal Article, 2019
  • Dudhane, Akshay and Murala, Subrahmanyam, Cardinal color fusion network for single image haze removal, Machine Vision and Applications, 30, 2019, p231--242Journal Article, 2019
  • Dudhane, Akshay and Murala, Subrahmanyam, Cdnet: Single image de-hazing using unpaired adversarial training, 2019 IEEE Winter conference on applications of computer vision (WACV), 2019, pp1147--1155Conference Paper, 2019
  • Patil, Prashant and Murala, Subrahmanyam, Fggan: A cascaded unpaired learning for background estimation and foreground segmentation, 2019 IEEE Winter Conference on Applications of Computer Vision (WACV), 2019, pp1770--1778Conference Paper, 2019
  • Dudhane, Akshay and Singh Aulakh, Harshjeet and Murala, Subrahmanyam, Ri-gan: An end-to-end network for single image haze removal, Proceedings of the IEEE/CVF conference on computer vision and pattern recognition workshops, 2019, pp0--0Conference Paper, 2019
  • Patil, Prashant W and Thawakar, Omkar and Dudhane, Akshay and Murala, Subrahmanyam, Motion saliency based generative adversarial network for underwater moving object segmentation, 2019 IEEE international conference on image processing (ICIP), 2019, pp1565--1569Conference Paper, 2019
  • Hambarde, Praful and Dudhane, Akshay and Murala, Subrahmanyam, Single image depth estimation using deep adversarial training, 2019 IEEE International Conference on Image Processing (ICIP), 2019, pp989--993Conference Paper, 2019
  • Thawakar, Omkar and Patil, Prashant W and Dudhane, Akshay and Murala, Subrahmanyam and Kulkarni, Uday, Image and video super resolution using recurrent generative adversarial network, 2019 16th IEEE international conference on advanced video and signal based surveillance (AVSS), 2019, pp1--8Conference Paper, 2019
  • Chaudhary, Sachin and Dudhane, Akshay and Patil, Prashant and Murala, Subrahmanyam, Pose guided dynamic image network for human action recognition in person centric videos, 2019 16th IEEE international conference on advanced video and signal based surveillance (AVSS), 2019, pp1--8Conference Paper, 2019
  • Mandal, Murari and Chaudhary, Mallika and Vipparthi, Santosh Kumar and Murala, Subrahmanyam and Gonde, Anil Balaji and Nagar, Shyam Krishna, ANTIC: ANTithetic isomeric cluster patterns for medical image retrieval and change detection, IET Computer Vision, 13, (1), 2019, p31--43Journal Article, 2019
  • Chaudhary, Sachin and Murala, Subrahmanyam, Depth-based end-to-end deep network for human action recognition, IET Computer Vision, 13, (1), 2019, p15--22Journal Article, 2019
  • Dudhane, Akshay and Murala, Subrahmanyam and Dhall, Abhinav, LEDNet: Deep Network for Single Image Haze Removal, Proceedings of the 11th Indian Conference on Computer Vision, Graphics and Image Processing, 2018, pp1--7Conference Paper, 2018
  • Dudhane, Akshay and Murala, Subrahmanyam and Dhall, Abhinav, LEDNet: Deep Network for Single Image Haze Removal, Proceedings of the 11th Indian Conference on Computer Vision, Graphics and Image Processing, 2018, pp1--7Conference Paper, 2018
  • Singh, Jasdeep and Murala, Subrahmanyam and Kosuru, G Sankara Raju, KL-DNAS: Knowledge Distillation-Based Latency Aware-Differentiable Architecture Search for Video Motion Magnification, IEEE Transactions on Neural Networks and Learning Systems, 2024Journal Article, 2024
  • Hambarde, Praful and Wadhwa, Gourav and Vipparthi, Santosh Kumar and Murala, Subrahmanyam and Dhall, Abhinav, Occlusion Boundary Prediction and Transformer Based Depth-Map Refinement From Single Image, ACM Transactions on Multimedia Computing, Communications and Applications, 2024Journal Article, 2024
  • Kulkarni, Ashutosh and Phutke, Shruti S and Vipparthi, Santosh Kumar and Murala, Subrahmanyam, C2AIR: Consolidated Compact Aerial Image Haze Removal, Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2024, pp749--758Conference Paper, 2024
  • Khan, Raqib and Mishra, Priyanka and Mehta, Nancy and Phutke, Shruti S and Vipparthi, Santosh Kumar and Nandi, Sukumar and Murala, Subrahmanyam, Spectroformer: Multi-Domain Query Cascaded Transformer Network for Underwater Image Enhancement, Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2024, pp1454--1463Conference Paper, 2024
  • Phutke, Shruti S and Murala, Subrahmanyam, Image Inpainting via Correlated Multi-resolution Feature Projection, IEEE Transactions on Visualization and Computer Graphics, 2023Journal Article, 2023
  • , Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)Conference Paper
  • Singh, Jasdeep and Murala, Subrahmanyam and Kosuru, G, Multi Domain Learning for Motion Magnification, Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023, pp13914--13923Conference Paper, 2023
  • Singh, Jasdeep and Murala, Subrahmanyam and Kosuru, G, Lightweight network for video motion magnification, Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2023, pp2041--2050Conference Paper, 2023
  • Khan, MD Raqib and Kulkarni, Ashutosh and Phutke, Shruti S and Murala, Subrahmanyam, Underwater Image Enhancement with Phase Transfer and Attention, 2023 International Joint Conference on Neural Networks (IJCNN), 2023, pp1--8Conference Paper, 2023

Research Expertise

Computer Vision, Medical Image Processing, Deep Learning and Object Detection

Recognition

  • Senior Member, IEEE