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 …

Omnidet: Surround view cameras based multi-task visual perception network for autonomous driving

VR Kumar, S Yogamani, H Rashed… - IEEE Robotics and …, 2021 - ieeexplore.ieee.org
Surround View fisheye cameras are commonly deployed in automated driving for 360 near-
field sensing around the vehicle. This work presents a multi-task visual perception network …

Near-field perception for low-speed vehicle automation using surround-view fisheye cameras

C Eising, J Horgan, S Yogamani - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Cameras are the primary sensor in automated driving systems. They provide high
information density and are optimal for detecting road infrastructure cues laid out for human …

Let's get dirty: Gan based data augmentation for camera lens soiling detection in autonomous driving

M Uricar, G Sistu, H Rashed… - Proceedings of the …, 2021 - openaccess.thecvf.com
Wide-angle fisheye cameras are commonly used in automated driving for parking and low-
speed navigation tasks. Four of such cameras form a surround-view system that provides a …

Red: A systematic real-time scheduling approach for robotic environmental dynamics

Z Li, T Ren, X He, C Liu - 2023 IEEE Real-Time Systems …, 2023 - ieeexplore.ieee.org
Intelligent robots are designed to effectively navigate dynamic and unpredictable
environments laden with moving mechanical elements and objects. Such environment …

Virtual validation of a multi-object tracker with intercamera tracking for automotive fisheye based surround view systems

G Delgado, M Garcia, M Nieto… - 2022 IEEE 14th …, 2022 - ieeexplore.ieee.org
Surround view systems are becoming more and more important in Autonomous Driving and
Advanced Driver Assistance Systems where multiple perception tasks have been developed …

Disentangling and vectorization: A 3d visual perception approach for autonomous driving based on surround-view fisheye cameras

Z Wu, W Zhang, J Wang, M Wang, Y Gan… - 2021 IEEE/RSJ …, 2021 - ieeexplore.ieee.org
The 3D visual perception for vehicles with the surround-view fisheye camera system is a
critical and challenging task for low-cost urban autonomous driving. While existing …

[PDF][PDF] Multi-task near-field perception for autonomous driving using surround-view fisheye cameras

VR Kumar - 2021 - researchgate.net
The formation of eyes led to the big bang of evolution. The dynamics changed from a
primitive organism waiting for the food to come into contact for eating food being sought after …

Ensemble-based semi-supervised learning to improve noisy soiling annotations in autonomous driving

M Uřičář, G Sistu, L Yahiaoui… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
Manual annotation of soiling on surround view cameras is a very challenging and expensive
task. The unclear boundary for various soiling categories like water drops or mud particles …

[PDF][PDF] Self-supervised domain adaptation of semantic segmentation through cross-domain depth guidance

VR Kumar, S Yogamani - researchgate.net
In this paper we present a self-supervised domain adaptation technique for semantic
segmentation, that is implemented by a cross-domain multi-task learning approach with self …