Sadaf Gulshad
Scholar

Sadaf Gulshad

Google Scholar ID: 2GCPK34AAAAJ
Computer Vision Researcher @ AAIT
Computer visionMachine Learning
Citations & Impact
All-time
Citations
169
 
H-index
7
 
i10-index
5
 
Publications
20
 
Co-authors
9
list available
Resume (English only)
Academic Achievements
  • Paper 'Hierarchical Explanations for Video Action Recognition' accepted to XAI workshop at CVPR 2023 with a spotlight presentation.
  • Paper 'Impact of Imperfection in Medical Imaging Data on Deep Learning Models' published in Medical Physics journal.
  • PhD thesis 'Explainable Robustness for Visual Classification' (2022) explores explainable robustness of neural networks for visual classification.
  • Co-authored preprint 'Wiggling Weights to Improve the Robustness of Classifiers' (2021), proposing architectural perturbations for improved robustness.
  • Co-authored preprint 'Built-in Elastic Transformations for Improved Robustness' (2021), introducing elastically-augmented convolutions (EAConv).
  • Contributed to 'Uncertainty estimation for deep learning-based automated analysis of 12-lead electrocardiograms', published in European Heart Journal-Digital Health.