Publications

2024

1. 

   Towards Robust Vision Models

   Harshitha Machiraju

   École Polytechnique Fédérale de Lausanne (EPFL) , 2024

   Bib

   @phdthesis{thesis,
     title = {Towards Robust Vision Models},
     author = {Machiraju, Harshitha},
     school = {École Polytechnique Fédérale de Lausanne (EPFL)},
     year = {2024},
   }

2. 

   EREN: Enhancing deep learning robustness through image pre-processing

   Harshitha Machiraju , Michael H Herzog , and Pascal Frossard

   (Under Submission), 2024

   Bib

   @article{eren,
     title = {EREN: Enhancing deep learning robustness through image pre-processing},
     author = {Machiraju, Harshitha and Herzog, Michael H and Frossard, Pascal},
     journal = {(Under Submission)},
     year = {2024}
   }

2023

1. 

   Frequency-Based Vulnerability Analysis of Deep Learning Models against Image Corruptions

   Harshitha Machiraju , Michael H Herzog , and Pascal Frossard

   (Under Submission), 2023

   arXiv

2022

1. 

   CLAD: A Contrastive Learning based Approach for Background Debiasing

   Ke Wang , Harshitha Machiraju , Oh-Hyeon Choung , and 2 more authors

   BMVC, 2022

   arXiv

2. 

   Empirical advocacy of bio-inspired models for robust image recognition

   Harshitha Machiraju , Oh-Hyeon Choung , Michael H Herzog , and 1 more author

   CVPR NeuroVision Workshop, 2022

   arXiv

2020

1. 

   A Little Fog for a Large Turn

   Harshitha Machiraju , and Vineeth N Balasubramanian

   WACV, 2020

   arXiv

2019

1. 

   Harnessing the Vulnerability of Latent Layers in Adversarially Trained Models

   Abhishek Sinha , Mayank Singh , Nupur Kumari , and 3 more authors

   IJCAI, 2019

   arXiv

2018

1. 

   An Evaluation Metric for Object Detection Algorithms in Autonomous Navigation Systems and its Application to a Real-Time Alerting System

   Harshitha Machiraju , and Sumohana S. Channappayya

   ICIP, 2018