80 citations · 221 across the 26 of their papers we have counts for
4 papers · 1 filter
Performance Comparison of Contemporary DNN Watermarking Techniques
Huili Chen, Bita Darvish Rouhani, Xinwei Fan +2
DNNs shall be considered as the intellectual property (IP) of the model builder due to the impeding cost of designing/training a highly accurate model. Research attempts have been…
DeepSigns: A Generic Watermarking Framework for IP Protection of Deep Learning Models
Bita Darvish Rouhani, Huili Chen, Farinaz Koushanfar
Deep Learning (DL) models have caused a paradigm shift in our ability to comprehend raw data in various important fields, ranging from intelligence warfare and healthcare to autono…
AgileNet: Lightweight Dictionary-based Few-shot Learning
Mohammad Ghasemzadeh, Fang Lin, Bita Darvish Rouhani +2
The success of deep learning models is heavily tied to the use of massive amount of labeled data and excessively long training time. With the emergence of intelligent edge applicat…
DeepMarks: A Digital Fingerprinting Framework for Deep Neural Networks
Huili Chen, Bita Darvish Rohani, Farinaz Koushanfar
This paper proposes DeepMarks, a novel end-to-end framework for systematic fingerprinting in the context of Deep Learning (DL). Remarkable progress has been made in the area of dee…