Amit Monga

Employment

• Chitkara University - Himachal Pradesh Assistant Professor
  2011 - 2020
• Jan Nayak Ch Devi Lal Memorial College of Engineering Lecturer
  2008 - 2009

Education

• Indian Institute of Technology Roorkee Ph.D.
  2022 - Present
• University Institute of Engineering and Technology Master of Engineering
  2009 - 2011
• Jan Nayak Ch Devi Lal Memorial College of Engineering B.Tech
  2003 - 2007

Projects & Funding

Projects & funding information is unavailable.

Publications (12)

• ASM-DiffConvNet: Physics-Guided Difference Convolution Network for Single-Image Restoration
  Hemkant Nehete, Amit Monga, Tharun Kumar Reddy +1 more
  IEEE Signal Processing Letters 2026 DOI: 10.1109/LSP.2025.3646138
  +Save
• DAIRNet: Degradation-aware All-in-one Image Restoration Network with cross-channel feature interaction☆
  Amit Monga, Hemkant Nehete, Tharun Kumar Reddy +1 more
  JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION 2026 DOI: 10.1016/J.JVCIR.2025.104659
  +Save
• Hardware Architectures and Optimization Techniques for Convolutional Neural Network Accelerators
  Machine Learning in Nanoelectronics Devices Circuits and Systems 2026 DOI: 10.1002/9781394336203.ch5
  +Save
• MRAM-Based CiM Architecture for Backpropagation-free Training of Neural Networks using DFA and DRTP
  Hemkant Nehete, Amit Monga, Sandeep Soni +2 more
  IEEE Transactions on Magnetics 2026 DOI: 10.1109/TMAG.2026.3704393
  +Save
• Recent Trends in Deep Neural Networks and Their Hardware Implementation for Biomedical Applications
  Machine Learning in Nanoelectronics Devices Circuits and Systems 2026 DOI: 10.1002/9781394336203.ch12
  +Save
• Dairnet: Degradation-Aware All-in-One Image Restoration Network with Cross-Channel Feature Interaction
  Ssrn 2025 DOI: 10.2139/ssrn.5365629
  +Save
• Energy-efficient DSHE-MRAM-based in-memory computing for image segmentation
  Sandeep Soni, Hemkant Nehete, Amit Monga

  +3 more

  • Gaurav Verma
  • Alok Kumar Shukla
  • Tanmoy Pramanik
  APL Electronic Devices 2025 DOI: 10.1063/5.0271458
  +Save
• FCTFANet: A Fused CNN-Transformer Feature Aggregator Network for Image Restoration
  Amit Monga, Hemkant Nehete, Partha Kaushik

  +3 more

  • Tharun Kumar Reddy
  • Balasubramanian Raman
  • Gaurav Sharma A
  IEEE Conference on Computer Vision and Pattern Recognition 2025 DOI: 10.1109/CVPRW67362.2025.00092
  +Save
• SFCola-Net: Spatial-Frequency Collaborative Attention Network for Image Restoration
  Hemkant Nehete, Amit Monga, Tharun Kumar Reddy

  +1 more

  • Balasubramanian Raman
  Proceedings of the International Joint Conference on Neural Networks 2025 DOI: 10.1109/IJCNN64981.2025.11228769
  +Save
• Fourier Prior-Based Two-Stage Architecture for Image Restoration
  Hemkant Nehete, Amit Monga, Partha Kaushik

  +1 more

  • Brajesh Kumar Kaushik
  PROCEEDINGS IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS (CVPRW) 2024 DOI: 10.1109/CVPRW63382.2024.00608
  +Save
• Enhancing Image Segmentation Performance with MRAM based Processing-in-Memory Architecture
  Partha Kaushik, Amit Monga, Hemkant Nehete

  +1 more

  • Brajesh Kumar Kaushik
  IEEE Nanotechnology Materials and Devices Conference (NMDC) 2023 DOI: 10.1109/NMDC57951.2023.10344230
  +Save
• An Ultra Miniature MEMS Capacitor for Arterial Pressure Measurement
  Amit Monga, Renu Vig
  Journal of The Institution of Engineers (India): Series B 2012 DOI: 10.1007/s40031-012-0031-y
  +Save