Surround-view fisheye camera perception for automated driving: Overview, survey & challenges

VR Kumar, C Eising, C Witt… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Surround-view fisheye cameras are commonly used for near-field sensing in automated
driving. Four fisheye cameras on four sides of the vehicle are sufficient to cover 360° around …

SynWoodScape: Synthetic surround-view fisheye camera dataset for autonomous driving

AR Sekkat, Y Dupuis, VR Kumar… - IEEE Robotics and …, 2022 - ieeexplore.ieee.org
Surround-view cameras are a primary sensor for automated driving, used for near-field
perception. It is one of the most commonly used sensors in commercial vehicles primarily …

X-Align: Cross-Modal Cross-View Alignment for Bird's-Eye-View Segmentation

S Borse, M Klingner, VR Kumar, H Cai… - Proceedings of the …, 2023 - openaccess.thecvf.com
Abstract Bird's-eye-view (BEV) grid is a common representation for the perception of road
components, eg, drivable area, in autonomous driving. Most existing approaches rely on …

Robust data augmentation and ensemble method for object detection in fisheye camera images

VH Duong, DQ Nguyen, T Van Luong… - Proceedings of the …, 2024 - openaccess.thecvf.com
In recent years traffic surveillance systems have begun leveraging fisheye lenses to
minimize the requisite number of cameras for comprehensive coverage of streets and …

Optical flow for autonomous driving: Applications, challenges and improvements

S Shen, L Kerofsky, S Yogamani - arxiv preprint arxiv:2301.04422, 2023 - arxiv.org
Optical flow estimation is a well-studied topic for automated driving applications. Many
outstanding optical flow estimation methods have been proposed, but they become …

Adversarial attacks on multi-task visual perception for autonomous driving

I Sobh, A Hamed, VR Kumar, S Yogamani - arxiv preprint arxiv …, 2021 - arxiv.org
Deep neural networks (DNNs) have accomplished impressive success in various
applications, including autonomous driving perception tasks, in recent years. On the other …

Improved wearable devices for dietary assessment using a new camera system

M Sun, W Jia, G Chen, M Hou, J Chen, ZH Mao - Sensors, 2022 - mdpi.com
An unhealthy diet is strongly linked to obesity and numerous chronic diseases. Currently,
over two-thirds of American adults are overweight or obese. Although dietary assessment …

An online learning system for wireless charging alignment using surround-view fisheye cameras

A Dahal, VR Kumar, S Yogamani… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Electric Vehicles are increasingly common, with inductive chargepads being considered a
convenient and efficient means of charging electric vehicles. However, drivers are typically …

Resilience of Spatial Environment Perception Towards Fully Automated Driving: A Review

M Kahlert, H Peitzmeier, D Evans, K Talits… - IEEE Sensors …, 2024 - ieeexplore.ieee.org
Advanced driver assistance systems (ADASs) rely heavily on the resilient spatial perception
of the surrounding environment of vehicles enabled by sensor systems, such as radio …

Impact of Video Compression Artifacts on Fisheye Camera Visual Perception Tasks

M Sakthi, L Kerofsky, VR Kumar… - Proceedings of the …, 2024 - openaccess.thecvf.com
Autonomous driving systems require extensive data collection schemes to cover the diverse
scenarios needed for building a robust and safe system. The data volumes are in the order …