dipti-mishra

Dipti Mishra

Assistant Professor
dipti.mishra@mahindrauniversity.edu.in

Dr. Dipti Mishra is an Assistant Professor in the Department of Computer Science and Engineering at École Centrale School of Engineering, Mahindra University.  She completed her Ph.D. in November 2021 under the supervision of Dr. Satish Kumar Singh and Dr. Rajat Kumar Singh at Indian Institute of Information Technology Allahabad, Prayagraj, India.

Her research interests lie in tackling intriguing and challenging interdisciplinary problems within the fields of image processing, medical image analysis, deep learning, computer vision, image compression, signal processing, Generative AI, and Explainable AI.

She actively seeks motivated researchers, including undergraduates, postgraduates, Ph.D. students, and faculty members, to collaborate on the research areas mentioned above and produce high-quality, impactful results.

2017 - 2021

  • Ph.D., Image Processing, Indian Institute of Information Technology Allahabad. (2017 – 2021)

2013 - 2015

  • M. Tech in Electronics and Communication Engineering, Jaypee Institute of Information Technology. (2013 – 2015)

2006 - 2010

  • B. Tech in Electronics and Communication Engineering, Pranveer Singh Institute of Technology (UPTU). (2006 – 2010)

2021-Present

  • Assistant Professor, Mahindra University, Hyderabad, India, August 2021-Present.

2017-2021

  • Teaching Assistant, Indian Institute of Information Technology Allahabad Prayagraj, India, July 2017-July 2021.

2015-2017

  • Assistant Professor, Pranveer Singh Institute of Technology Kanpur, India, August 2015-July 2017.

2015

  • Project Associate, Indian Institute of Technology Kanpur, India, June 2015 – August 2015.

2013-2015

  • Teaching Assistant, Jaypee Institute of Information Technology Noida, India, July 2013 – May 2015.

2010-2013

  • Lecturer, Pranveer Singh Institute of Technology Kanpur, India, September 2010 – June 2013.

Publications : Journals

2024

  • Dipti Mishra, Satish Kumar Singh, Rajat Kumar Singh, Mukul Sharad Sutaone, Edge-aware pre and post-processing for JPEG images using deep learning architectures, Digital Signal Processing, 2024, 104953, ISSN 1051-2004,https://doi.org/10.1016/j.dsp.2024.104953, (https://www.sciencedirect.com/science/article/pii/S1051200424005773) (IF 2.9)

2022

  • Dipti Mishra, S. K. Singh, R. K. Singh, “Deep CNN based Image Compression with Redundancy Minimization via Attention Guidance”, Neurocomputing, 2022, Volume 507, 1 October 2022, ages 397-411, (https://doi.org/10.1016/j.neucom.2022.08.009)  (IF 5.779).
  • Dipti Mishra, Satish Kumar Singh, Rajat Kumar Singh, Deep Architectures for Image Compression: A Critical Review, Signal Processing, Volume 191, 2022, 108346, ISSN 0165-1684, https://doi.org/10.1016/j.sigpro.2021.108346. (https://www.sciencedirect.com/science/article/pii/S0165168421003832) (IF 4.662)

2021

  • Dipti Mishra, Satish Kumar Singh, Rajat Kumar Singh, Divanshu Kedia, Multi-scale network (MsSG-CNN) for joint image and saliency map learning-based compression, Neurocomputing, Volume 460, 2021, Pages 95-105, ISSN 09252312, https://doi.org/10.1016/j.neucom.2021.07.012. (https://www.sciencedirect.com/science/article/pii/S0925231221010468) (IF 5.719)
  • Dipti Mishra, S. K. Singh and R. K. Singh, "Wavelet-Based Deep Auto Encoder-Decoder (WDAED)-Based Image Compression," in IEEE Transactions on Circuits and Systems for Video Technology, vol. 31, no. 4, pp. 1452-1462, April 2021, doi: 10.1109/TCSVT.2020.3010627.  (IF 4.133)

2016

  • Dipti Mishra, N. Pandey, M. H. Minver, B. Das, V. Jain, An Efficient Face Detection and Recognition for Video Surveillance, in Second International Conference on Recent Trends in Electronics and Computer Science, RTCSE-2016 DOI: 10.17485/ijst/2016/v9iS1/109672. (IF 2.678)

Conferences

2024

  • V. S. Adithya, R. Siddi, J. Bolla, K. Dupaguntla and D. Mishra, "Latent Anomalies: Advanced Detection in Industrial Machinery via Convolutional Autoencoder," 2024 IEEE International Conference on Computer Vision and Machine Intelligence (CVMI), Prayagraj, India, 2024, pp. 1-5, doi: 10.1109/CVMI61877.2024.10782753.
  • N. Singh, N. Singh and D. Mishra, "Early Detection of Diabetic Retinopathy Using Enhanced Transfer Learning Techniques," 2024 IEEE International Conference on Computer Vision and Machine Intelligence (CVMI), Prayagraj, India, 2024, pp. 1-6, doi: 10.1109/CVMI61877.2024.10782018.

2023

  • Mishra D, Singh SK. ColCompNeT: Deep Learning-Based Colorization-Based Coding Network, In Machine Intelligence Techniques for Data Analysis and Signal Processing: Proceedings of the 4th International Conference MISP 2022, Volume 1 2023May 31 (pp. 151-160). Springer Nature Singapore, doi: https://doi.org/10.1007/978-981-99-0085-5_13.

2020

  • D. Mishra, S. K. Singh and R. K. Singh, "Lossy Medical Image Compression using Residual Learning-based Dual Autoencoder Model," 2020 IEEE 7th Uttar Pradesh Section International Conference on Electrical, Electronics and Computer Engineering (UPCON), 2020,pp. 1-5, doi: 10.1109/UPCON50219.2020.9376417.

2016

  • D. Mishra, A. Singh, D. M. Akbar Hussain, S. Dabas and M. Dhankar, "Interdigital transducer modeling through Mason equivalent circuit model: Design and simulation," 2016 3rd International Conference on Computing for Sustainable Global Development (INDIACom), 2016, pp. 1941-1946.

2015

  • D. Mishraand A. Singh, "Sensitivity of a surface acoustic wave-based gas sensor: Design and simulation," 2015 International Conference on Soft Computing Techniques and Implementations (ICSCTI), 2015, pp. 1-5, doi: 10.1109/ICSCTI.2015.7489558.
  • D. Mishra, "Modeling of Interdigital Transducer Surface Acoustic Wave Device - Design and Simulation," 2015 Fifth International Conference on Communication Systems and Network Technologies, 2015, pp. 1327-1331, doi: 10.1109/CSNT.2015.174.

Conferences/Workshops Organized/Attended

all

  • Worked as a Technical Committee Member and Reviewer in ICETCI 2022, ICETCI 2023 and ICETCI 2024.
  • Worked as a Technical Committee Member and Reviewer in CVMI 2023 and CVMI 2024.
  • Organized CVIP 2020 in IIIT Allahabad.
  • Organized CICT 2019 in IIIT Allahabad.
  • Organized Advanced Deep/ Architectures in Signal, Image and Vision Applications, (ADASIVA-2021), 6th-10th December, 2021, IIIT Allahabad.
  • Organized 5th IAPR International Conference on Computer Vision and Image Processing, (CVIP 2020), 4th-6th December 2020, IIIT Allahabad
  • Organized Advanced Deep Architectures in Signal, Image and Vision Applications, (ADASIVA-2020), 30th November-6th December, 2020, IIIT Allahabad
  • Organized 3rd IEEE International Conference on Information and Communication Technology, 2019, (CICT-2019), 6th-8th December 2019, IIIT Allahabad
  • Organized Advanced Deep Architectures in Signal, Image and Vision Applications, (ADASIVA-2019), 24th-30th June, 2019, IIIT Allahabad
  • Organized Advanced Deep Architectures in Signal, Image and Vision Applications, (ADASIVA-2018), 14th-28th July, 2018, IIIT Allahabad
  • Organized GIAN course on Probabilistic Graphical Models on Machine Learning, 26th December- 2017-05th January, 2018, IIIT Allahabad
  • Organized Cognition and Biometrics, 27th-28th October, 2017, IIIT Allahabad
  • Attended Advanced Optimized Techniques, IIIT Allahabad
  • Attended Digital Signal Processing Algorithms and their Implementation, PSIT Kanpur
  • Attended Virtual Labs, PSIT Kanpur
  • Attended Linear Integrated Circuits, AKTU, Lucknow
  • Attended Microcontroller and its Applications, 19th June 2017 - 24th June 2017 PSIT Kanpur

Research Interests:

Image Processing,  Medical Image Processing, Generative AI, Data and Image Compression, Signal Processing, Deep Learning, Machine Learning, Artificial Intelligence

Reviewer

Very active Reviewer in mentioned reputed Journals and Conferences namely,  IEEE Transactions on Circuit Systems and Video Technology, IEEE Transactions on Multimedia, Neural Computing and Applications, IET Image Processing, Neurocomputing, IEEE International Conference on Computer Vision and Machine Intelligence (CVMI 2024), IEEE International Conference on Emerging Techniques in Computational Intelligence (ICETCI 2024), IEEE International Conference on Emerging Techniques in Computational Intelligence (ICETCI 2023), IEEE International Conference on Emerging Techniques in Computational Intelligence (ICETCI 2022), IEEE International Conference on Information and Communication Technology (CICT 2020), IEEE International Conference on Information and Communication Technology (CICT 2019),  IEEE International Conference on Computer Vision and Image Processing (CVIP 2020)

Awards

  • 2017: Young Scientist Award, Got Young Scientist Award in RTCSE 2017 for one of the research paper.
  • 2016: NEPTEL Online Certification Course, Secured 73% in “Probability and Random Variables/Processes for Wireless Communications”.
  • 2007 – 2010: Stood 1st, Achieved 1st prize for branch Topper in 2007, 2008 (1st, 2nd, 3rd, 4th year).
  • 2008: University Topper in Mathematics, Got highest marks (96) in mathematics in 3rd semester in U.P.T.U.
  • 2008: Second Prize in Badminton, Achieved prize for runner up in Badminton.

Others

Memberships

  • IEEE (from 2018)
  • Lifetime IETE
  • Lifetime IAENG
  • Lifetime Gyancity Research Lab