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Emotion recognition plays a pivotal role in enhancing human-computer interaction, particularly in movie recommendation systems where understanding emotional content is essential. While multimodal approaches combining audio and video have…

声音 · 计算机科学 2025-11-25 Xiangrui Xiong , Zhou Zhou , Guocai Nong , Junlin Deng , Ning Wu

This work tackles scene understanding for outdoor robotic navigation, solely relying on images captured by an on-board camera. Conventional visual scene understanding interprets the environment based on specific descriptive categories.…

机器人学 · 计算机科学 2022-02-07 Galadrielle Humblot-Renaux , Letizia Marchegiani , Thomas B. Moeslund , Rikke Gade

In vehicles with partial or conditional driving automation (SAE Levels 2-3), the driver remains responsible for supervising the system and responding to take-over requests. Therefore, reliable driver monitoring is essential for safe…

人机交互 · 计算机科学 2026-04-14 David Puertas-Ramirez , Raul Fernandez-Matellan , David Martin Gomez , Jesus G. Boticario

Deep neural perception and control networks are likely to be a key component of self-driving vehicles. These models need to be explainable - they should provide easy-to-interpret rationales for their behavior - so that passengers, insurance…

计算机视觉与模式识别 · 计算机科学 2017-04-03 Jinkyu Kim , John Canny

Affective technology offers exciting opportunities to improve road safety by catering to human emotions. Modern car interiors enable the contactless detection of user states, paving the way for a systematic promotion of safe driver behavior…

人机交互 · 计算机科学 2021-10-29 Michael Braun , Florian Weber , Florian Alt

Autonomous vehicle (AV) planners must undergo rigorous evaluation before widespread deployment on public roads, particularly to assess their robustness against the uncertainty of human behaviors. While recent advancements in data-driven…

人工智能 · 计算机科学 2025-06-06 Augusto Mondelli , Yueshan Li , Alessandro Zanardi , Emilio Frazzoli

In this work we aim to predict the driver's focus of attention. The goal is to estimate what a person would pay attention to while driving, and which part of the scene around the vehicle is more critical for the task. To this end we propose…

计算机视觉与模式识别 · 计算机科学 2018-06-07 Andrea Palazzi , Davide Abati , Simone Calderara , Francesco Solera , Rita Cucchiara

One core challenge in the development of automated vehicles is their capability to deal with a multitude of complex trafficscenarios with many, hard to predict traffic participants. As part of the iterative development process, it is…

图形学 · 计算机科学 2025-11-25 Lars Töttel , Maximilian Zipfl , Daniel Bogdoll , Marc René Zofka , J. Marius Zöllner

About 30% of all traffic crash fatalities in the United States involve drunk drivers, making the prevention of drunk driving paramount to vehicle safety in the US and other locations which have a high prevalence of driving while under the…

计算机视觉与模式识别 · 计算机科学 2023-10-11 Ross Greer , Akshay Gopalkrishnan , Sumega Mandadi , Pujitha Gunaratne , Mohan M. Trivedi , Thomas D. Marcotte

Ensuring the safety of autonomous vehicles (AVs) is of utmost importance and testing them in simulated environments is a safer option than conducting in-field operational tests. However, generating an exhaustive test suite to identify…

软件工程 · 计算机科学 2023-11-30 Neelofar , Aldeida Aleti

Environment perception is crucial for autonomous vehicle (AV) safety. Most existing AV perception algorithms have not studied the surrounding environment complexity and failed to include the environment complexity parameter. This paper…

机器学习 · 计算机科学 2021-06-22 Ce Zhang , Azim Eskandarian , Xuelai Du

We present a multi-modal stress dataset that uses digital job interviews to induce stress. The dataset provides multi-modal data of 40 participants including audio, video (motion capturing, facial recognition, eye tracking) as well as…

Safe path planning in autonomous driving is a complex task due to the interplay of static scene elements and uncertain surrounding agents. While all static scene elements are a source of information, there is asymmetric importance to the…

计算机视觉与模式识别 · 计算机科学 2021-12-03 Ross Greer , Jason Isa , Nachiket Deo , Akshay Rangesh , Mohan M. Trivedi

Precise measurement of physiological signals is critical for the effective monitoring of human vital signs. Recent developments in computer vision have demonstrated that signals such as pulse rate and respiration rate can be extracted from…

This work has as main objective the development of a soft-sensor to classify, in real time, the behaviors of drivers when they are at the controls of a vehicle. Efficient classification of drivers' behavior while driving, using only the…

系统与控制 · 电气工程与系统科学 2025-01-22 Juan Manuel Escaño , Miguel A. Ridao-Olivar , Carmelina Ierardi , Adolfo J. Sánchez , Kumars Rouzbehi

This research explores the fusion of graphology and artificial intelligence to quantify psychological stress levels in students by analyzing their handwritten examination scripts. By leveraging Optical Character Recognition and transformer…

计算机视觉与模式识别 · 计算机科学 2025-11-18 Abhijeet Kumar , Chetan Agarwal , Pronoy B. Neogi , Mayank Goswami

By observing their environment as well as other traffic participants, humans are enabled to drive road vehicles safely. Vehicle passengers, however, perceive a notable difference between non-experienced and experienced drivers. In…

机器学习 · 计算机科学 2020-06-11 Florian Wirthmüller , Julian Schlechtriemen , Jochen Hipp , Manfred Reichert

This study examines stress levels in roadway workers utilizing AR-assisted multi-sensory warning systems under varying work intensities. A high-fidelity Virtual Reality environment was used to replicate real-world scenarios, allowing safe…

人机交互 · 计算机科学 2025-05-16 Fatemeh Banani Ardecani , Omidreza Shoghli

This work explores scene graphs as a distilled representation of high-level information for autonomous driving, applied to future driver-action prediction. Given the scarcity and strong imbalance of data samples, we propose a…

计算机视觉与模式识别 · 计算机科学 2023-02-08 Pawit Kochakarn , Daniele De Martini , Daniel Omeiza , Lars Kunze

Daily monitoring of stress is a critical component of maintaining optimal physical and mental health. Physiological signals and contextual information have recently emerged as promising indicators for detecting instances of heightened…