no code implementations • 4 Sep 2022 • Ayoosh Bansal, Simon Yu, Hunmin Kim, Bo Li, Naira Hovakimyan, Marco Caccamo, Lui Sha
The synergistic safety layer uses only verifiable and logically analyzable software to fulfill its tasks.
1 code implementation • 30 Aug 2022 • Ayoosh Bansal, Hunmin Kim, Simon Yu, Bo Li, Naira Hovakimyan, Marco Caccamo, Lui Sha
Perception of obstacles remains a critical safety concern for autonomous vehicles.
no code implementations • 18 Nov 2021 • Jiyang Chen, Simon Yu, Rohan Tabish, Ayoosh Bansal, Shengzhong Liu, Tarek Abdelzaher, Lui Sha
Object detection in state-of-the-art Autonomous Vehicles (AV) framework relies heavily on deep neural networks.
no code implementations • 8 Jun 2021 • Ayoosh Bansal, Jayati Singh, Micaela Verucchi, Marco Caccamo, Lui Sha
Commonly used metrics for evaluation of object detection systems (precision, recall, mAP) do not give complete information about their suitability of use in safety critical tasks, like obstacle detection for collision avoidance in Autonomous Vehicles (AV).