3 papers
cs.CV2019
Role of Spatial Context in Adversarial Robustness for Object Detection
Aniruddha Saha, Akshayvarun Subramanya, Koninika Patil +1
The benefits of utilizing spatial context in fast object detection algorithms have been studied extensively. Detectors increase inference speed by doing a single forward pass per i…
cs.CV2019
Hidden Trigger Backdoor Attacks
Aniruddha Saha, Akshayvarun Subramanya, Hamed Pirsiavash
With the success of deep learning algorithms in various domains, studying adversarial attacks to secure deep models in real world applications has become an important research topi…
cs.CV2019
Universal Litmus Patterns: Revealing Backdoor Attacks in CNNs
Soheil Kolouri, Aniruddha Saha, Hamed Pirsiavash +1
The unprecedented success of deep neural networks in many applications has made these networks a prime target for adversarial exploitation. In this paper, we introduce a benchmark…