DaF-BEVSeg: Distortion-aware Fisheye Camera based Bird's Eye View Segmentation with Occlusion Reasoning

S Yogamani, D Unger, V Narayanan… - arXiv preprint arXiv …, 2024 - arxiv.org
Semantic segmentation is an effective way to perform scene understanding. Recently,
segmentation in 3D Bird's Eye View (BEV) space has become popular as its directly used by …

Unified Local and Global Attention Interaction Modeling for Vision Transformers

T Nguyen, CD Heldermon, C Toler-Franklin - arXiv preprint arXiv …, 2024 - arxiv.org
We present a novel method that extends the self-attention mechanism of a vision transformer
(ViT) for more accurate object detection across diverse datasets. ViTs show strong capability …

SSE: Multimodal Semantic Data Selection and Enrichment for Industrial-scale Data Assimilation

M Shen, N Chang, S Liu, JM Alvarez - arXiv preprint arXiv:2409.13860, 2024 - arxiv.org
In recent years, the data collected for artificial intelligence has grown to an unmanageable
amount. Particularly within industrial applications, such as autonomous vehicles, model …

Augmented Reality based Simulated Data (ARSim) with multi-view consistency for AV perception networks

A Anwar, TE Choe, Z Wang, S Fidler, M Park - arXiv preprint arXiv …, 2024 - arxiv.org
Detecting a diverse range of objects under various driving scenarios is essential for the
effectiveness of autonomous driving systems. However, the real-world data collected often …

Enhanced parking perception by multi-task fisheye cross-view transformers

A Musabini, I Novikov, S Soula, C Leonet, L Wang… - IET Conference …, 2024 - IET
Current parking area perception algorithms primarily focus on detecting vacant slots within a
limited range, relying on error-prone homographic projection for both labeling and inference …

Label Management for Multi-Object Estimates via Labelled Multi-Bernoulli Filters

H Van Nguyen, TTD Nguyen, C Shim… - 2024 13th …, 2024 - ieeexplore.ieee.org
This work addresses the challenging problem of online managing labels from a sequence of
unlabelled multi-object estimates, which is a crucial task in multi-object tracking, particularly …

Cloud-Assisted 360-Degree 3D Perception for Autonomous Vehicles Using V2X Communication and Hybrid Computing

F Hawlader, F Robinet, G Elghazaly… - 2025 20th Wireless On …, 2025 - orbilu.uni.lu
A key challenge for autonomous driving lies in maintaining real-time situational awareness,
particularly in complex urban settings. This study introduces an innovative cloud-driven …