Advancing Explainable Autonomous Vehicle Systems: A Comprehensive Review and Research Roadmap

S Tekkesinoglu, A Habibovic, L Kunze - arXiv preprint arXiv:2404.00019, 2024 - arxiv.org
Given the uncertainty surrounding how existing explainability methods for autonomous
vehicles (AVs) meet the diverse needs of stakeholders, a thorough investigation is …

Rs2g: Data-driven scene-graph extraction and embedding for robust autonomous perception and scenario understanding

J Wang, AV Malawade, J Zhou, SY Yu… - arXiv preprint arXiv …, 2023 - arxiv.org
Effectively capturing intricate interactions among road users is of critical importance to
achieving safe navigation for autonomous vehicles. While graph learning (GL) has emerged …

Action Scene Graphs for Long-Form Understanding of Egocentric Videos

I Rodin, A Furnari, K Min, S Tripathi… - Proceedings of the …, 2024 - openaccess.thecvf.com
Abstract We present Egocentric Action Scene Graphs (EASGs) a new representation for long-
form understanding of egocentric videos. EASGs extend standard manually-annotated …

Explainable AI for Safe and Trustworthy Autonomous Driving: A Systematic Review

A Kuznietsov, B Gyevnar, C Wang, S Peters… - arXiv preprint arXiv …, 2024 - arxiv.org
Artificial Intelligence (AI) shows promising applications for the perception and planning tasks
in autonomous driving (AD) due to its superior performance compared to conventional …

RS2G: Data-Driven Scene-Graph Extraction and Embedding for Robust Autonomous Perception and Scenario Understanding

J Wang, AV Malawade, J Zhou, SY Yu… - Proceedings of the …, 2024 - openaccess.thecvf.com
Effectively capturing intricate interactions among road users is of critical importance to
achieving safe navigation for autonomous vehicles. While graph learning (GL) has emerged …

Temporal DINO: A Self-supervised Video Strategy to Enhance Action Prediction

I Teeti, RS Bhargav, V Singh, A Bradley… - 2023 IEEE/CVF …, 2023 - ieeexplore.ieee.org
The emerging field of action prediction-the task of forecasting action in a video sequence-
plays a vital role in various computer vision applications such as autonomous driving …

Classificazione e Anticipazione di azioni basate su Reti Neurali su grafi

C Mouawad - 2023 - unire.unige.it
Action recognition plays a pivotal role in understanding and interpreting human behavior
within videos, finding applications across various domains such as surveillance, human …