4 papers
FINN-Tro: Exploiting Verification Gaps in Dataflow Inference Accelerators
Qazi Arbab Ahmed, Suraj Karki, Thorsten Jungeblut
The growing adoption of dataflow accelerators for neural network inference introduces new attack surfaces that existing verification methodologies fail to address. Inference ac- ce…
No Attention, No Problem: DPU-Aware Attention Approximation in Modern YOLO on FPGA
Suraj Karki, Qazi Arbab Ahmed, Thorsten Jungeblut
Edge-based Artificial Intelligence (AI) acceleration has recently improved progress in real-time object detection. Object detection on edge devices requires a balance between accur…
PMOF: A Dataset and Benchmark for Passenger Monitoring Using Overhead Fisheye Cameras
Stella Katharina Wermuth, Qazi Arbab Ahmed, Klaus Neumann +1
Autonomous staff-free public transport requires reliable in-vehicle passenger monitoring. However, perception inside moving vehicles is challenged by confined spaces, variable illu…
MALRIS: Malicious Hardware in RIS-Assisted Wireless Communications
Danish Mehmood Mughal, Daniyal Munir, Qazi Arbab Ahmed +4
Reconfigurable intelligent surfaces (RIS) enhance wireless communication by dynamically shaping the propagation environment, but their integration introduces hardware-level securit…