USMA NIYAZ

Employment

• Indian Institute of Technology Ropar

Education

• Indian Institute of Technology Ropar Ph.D
  2021 - Present

Projects & Funding

Projects & funding information is unavailable.

Publications (9)

• SHAPER: SHape-Aware Parameter-Efficient Representation learning for medical image segmentation
  Knowledge-Based Systems 2026 DOI: 10.1016/j.knosys.2026.115477
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• Prototypical aggregate network - boosting few-shot learning for medical image classification
  Multimedia Tools and Applications 2026 DOI: 10.1007/s11042-026-21358-8
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• Wavelet-Based Feature Compression for Improved Knowledge Distillation
  2024 IEEE International Symposium on Biomedical Imaging (ISBI) 2024 DOI: 10.1109/isbi56570.2024.10635879
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• Leveraging different learning styles for improved knowledge distillation in biomedical imaging
  Computers in Biology and Medicine 2024 DOI: 10.1016/j.compbiomed.2023.107764
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• LS+: Informed Label Smoothing for Improving Calibration in Medical Image Classification
  Lecture Notes in Computer Science 2024 DOI: 10.1007/978-3-031-72117-5_48
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• Understanding calibration of deep neural networks for medical image classification
  Abhishek Singh Sambyal, Usma Niyaz, Narayanan Chatapuram Krishnan

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  • Deepti R. Bathula
  Computer Methods and Programs in Biomedicine 2023 DOI: 10.1016/j.cmpb.2023.107816
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• Augmenting Knowledge Distillation with Peer-to-Peer Mutual Learning for Model Compression
  2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI) 2022 DOI: 10.1109/isbi52829.2022.9761511
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• Evaluation of Deep Learning Model with Optimizing and Satisficing Metrics for Lung Segmentation
  Advances in Intelligent Systems and Computing 2020 DOI: 10.1007/978-981-15-0035-0_6
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• Advances in Deep Learning Techniques for Medical Image Analysis
  2018 Fifth International Conference on Parallel, Distributed and Grid Computing (PDGC) 2018 DOI: 10.1109/pdgc.2018.8745790
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