Tonmoy Saikia

University of Freiburg — Germany

Computer Science · Physical Sciences

9h-index3.9kcitations18works0.02yr avg
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Research Topics

Adversarial Robustness in Machine Learning(8), Domain Adaptation and Few-Shot Learning(6), Advanced Neural Network Applications(5), Advanced Vision and Imaging(5), Image Enhancement Techniques(5)

Publications18 total

Towards Understanding Adversarial Robustness of Optical Flow Networks
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)·2022· 14 cited
Improving robustness against common corruptions with frequency biased models
2021 IEEE/CVF International Conference on Computer Vision (ICCV)·2021· 2 citedOpen Access
Multi-headed Neural Ensemble Search
arXiv (Cornell University)·2021Open Access
Towards Understanding Adversarial Robustness of Optical Flow Networks
arXiv (Cornell University)·2021Open Access
What Causes Optical Flow Networks to be Vulnerable to Physical Adversarial Attacks.
arXiv (Cornell University)·2021· 3 citedOpen Access
Improving robustness against common corruptions with frequency biased\n models
arXiv (Cornell University)·2021Open Access
Towards improving robustness of compressed CNNs
MADOC (University of Mannheim)·2021Open Access
Understanding and Robustifying Differentiable Architecture Search
arXiv (Cornell University)·2020· 133 citedOpen Access
Optimized Generic Feature Learning for Few-shot Classification across Domains
arXiv (Cornell University)·2020· 29 citedOpen Access
AutoDispNet: Improving Disparity Estimation With AutoML
2019· 11 citedOpen Access
Understanding and Robustifying Differentiable Architecture Search
arXiv (Cornell University)·2019· 165 citedOpen Access
Occlusions, Motion and Depth Boundaries with a Generic Network for\n Disparity, Optical Flow or Scene Flow Estimation
arXiv (Cornell University)·2018· 8 citedOpen Access
Occlusions, Motion and Depth Boundaries with a Generic Network for Disparity, Optical Flow or Scene Flow Estimation
arXiv (Cornell University)·2018Open Access
Occlusions, Motion and Depth Boundaries with a Generic Network for Disparity, Optical Flow or Scene Flow Estimation
Lecture notes in computer science·2018· 198 cited
FlowNet 2.0: Evolution of Optical Flow Estimation with Deep Networks
2017· 3.3k cited
FlowNet 2.0: Evolution of Optical Flow Estimation with Deep Networks
arXiv (Cornell University)·2016· 49 citedOpen Access
An Anomaly Based Approach for HID Attack Detection Using Keystroke Dynamics
Lecture notes in computer science·2012· 9 cited
A Behaviour based Framework for Worm Detection
Procedia Technology·2012· 3 citedOpen Access

Frequent Co-authors

Thomas Brox(16), Eddy Ilg(5), Margret Keuper(5), Arber Zela(4), Frank Hutter(4), Yassine Marrakchi(3), Cordelia Schmid(3), Simon Schrodi(3), N. Michael Mayer(2), Alexey Dosovitskiy(2), Thomas Elsken(2), Ferdous Ahmed Barbhuiya(2), Sukumar Nandi(2), Ashwin Raaghav Narayanan(1), J. Hoffmann(1), Shantanu Agnihotri(1)