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2026

Conference Publication

Side-View Lane Annotation via SAM3 Prompting and Mask Filtering

Penadés, Hector, Huynh, Dinh Quang, Wang, Yupeng, Perez, J. Stephany Berrio and Shan, Mao (2026). Side-View Lane Annotation via SAM3 Prompting and Mask Filtering. IEEE. doi: 10.1109/icras70064.2026.11717998

Side-View Lane Annotation via SAM3 Prompting and Mask Filtering

2026

Conference Publication

Blinking beyond EAR: a stable eyelid angle metric for driver drowsiness detection and data augmentation

Wolter, Mathis, Perez, Julie Stephany Berrio and Shan, Mao (2026). Blinking beyond EAR: a stable eyelid angle metric for driver drowsiness detection and data augmentation. 2026 IEEE Intelligent Vehicles Symposium (IV), Plymouth, MI, United States, 22-25 June 2026. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/iv66570.2026.11623903

Blinking beyond EAR: a stable eyelid angle metric for driver drowsiness detection and data augmentation

2026

Conference Publication

Been there, scanned that: nostalgia-driven point cloud compression for self-driving cars

Khalid, Ali, Mobin, Jaiaid, Appala, Sumanth Rao, Maurya, Avinash, Perez, Stephany Berrio, Rafique, M. Mustafa and Ahmad, Fawad (2026). Been There, Scanned That: Nostalgia-Driven Point Cloud Compression for Self-Driving Cars. New York, NY, USA: ACM. doi: 10.1145/3774906.3800467

Been there, scanned that: nostalgia-driven point cloud compression for self-driving cars

2026

Conference Publication

Panoptic-CUDAL: Rural Australia Point Cloud Dataset in Rainy Conditions

Tseng, Tzu-Yun, Nekrasov, Alexey, Burdorf, Malcolm, Leibe, Bastian, Berrio, Julie Stephany, Shan, Mao, Ming, Zhenxing and Worrall, Stewart (2026). Panoptic-CUDAL: Rural Australia Point Cloud Dataset in Rainy Conditions. 28th International Conference on Intelligent Transportation Systems (ITSC), Gold Coast, QLD Australia, 18-21 November 2025. Danvers, MA United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/ITSC60802.2025.11423256

Panoptic-CUDAL: Rural Australia Point Cloud Dataset in Rainy Conditions

2025

Conference Publication

Understanding pedestrian gesture misrecognition: insights from vision-language model reasoning

Tran, Tram Thi Minh, Yu, Xinyan, Parker, Callum, Perez, Julie Stephany Berrio, Worrall, Stewart and Tomitsch, Martin (2025). Understanding Pedestrian Gesture Misrecognition: Insights from Vision-Language Model Reasoning. 17th International Conference on Automotive User Interfaces and Interactive Vehicular Applications-AUTOMOTIVEUI, Brisbane Australia, Sep 22-25, 2025. NEW YORK: ASSOC COMPUTING MACHINERY. doi: 10.1145/3744335.3758495

Understanding pedestrian gesture misrecognition: insights from vision-language model reasoning

2025

Conference Publication

InterLoc: LiDAR-Based Intersection Localization Using Road Segmentation with Automated Evaluation Method

Tran, Nguyen Hoang Khoi, Berrio, Julie Stephany, Shan, Mao, Ming, Zhenxing and Worrall, Stewart (2025). InterLoc: LiDAR-Based Intersection Localization Using Road Segmentation with Automated Evaluation Method. Institute of Electrical and Electronics Engineers Inc.. doi: 10.1109/ITSC60802.2025.11423449

InterLoc: LiDAR-Based Intersection Localization Using Road Segmentation with Automated Evaluation Method

2025

Conference Publication

Animal interaction with autonomous mobility systems: designing for multi-species coexistence

Tram Thi Minh Tran, , Yu, Xinyan, Hoggenmueller, Marius, Parker, Callum, Schmitt, Paul, Perez, Julie Stephany Berrio, Worrall, Stewart and Tomitsch, Martin (2025). Animal Interaction with Autonomous Mobility Systems: Designing for Multi-Species Coexistence. 17th International Conference on Automotive User Interfaces and Interactive Vehicular Applications-AUTOMOTIVEUI, Brisbane Australia, Sep 22-25, 2025. NEW YORK: ASSOC COMPUTING MACHINERY. doi: 10.1145/3744333.3747834

Animal interaction with autonomous mobility systems: designing for multi-species coexistence

2025

Conference Publication

Occcylindrical: Multi-Modal Fusion with Cylindrical Representation for 3D Semantic Occupancy Prediction

Ming, Zhenxing, Berrio, Julie Stephany, Shan, Mao, Huang, Yaoqi, Lyu, Hongyu, Tran, Nguyen Hoang Khoi, Tseng, Tzu-Yun and Worrall, Stewart (2025). Occcylindrical: Multi-Modal Fusion with Cylindrical Representation for 3D Semantic Occupancy Prediction. Institute of Electrical and Electronics Engineers Inc.. doi: 10.1109/ITSC60802.2025.11423837

Occcylindrical: Multi-Modal Fusion with Cylindrical Representation for 3D Semantic Occupancy Prediction

2025

Conference Publication

Towards adaptive external communication in autonomous vehicles: a conceptual design framework

Tran, Tram Thi Minh, Kay, Judy, Worrall, Stewart, Hoggenmueller, Marius, Parker, Callum, Yu, Xinyan, Perez, Julie Stephany Berrio, Shan, Mao and Tomitsch, Martin (2025). Towards Adaptive External Communication in Autonomous Vehicles: A Conceptual Design Framework. 17th International Conference on Automotive User Interfaces and Interactive Vehicular Applications-AUTOMOTIVEUI, Brisbane Australia, Sep 22-25, 2025. NEW YORK: ASSOC COMPUTING MACHINERY. doi: 10.1145/3744335.3758494

Towards adaptive external communication in autonomous vehicles: a conceptual design framework

2025

Conference Publication

Spotting the Unexpected (STU): A 3D LiDAR dataset for anomaly segmentation in autonomous driving

Nekrasov, Alexey, Burdorf, Malcolm, Worrall, Stewart, Leibe, Bastian and Perez, Julie Stephany Berrio (2025). Spotting the Unexpected (STU): A 3D LiDAR Dataset for Anomaly Segmentation in Autonomous Driving. 2025 Conference on Computer Vision and Pattern Recognition-CVPR-Annual, Nashville Tn, Jun 10-17, 2025. LOS ALAMITOS: IEEE COMPUTER SOC. doi: 10.1109/CVPR52734.2025.01109

Spotting the Unexpected (STU): A 3D LiDAR dataset for anomaly segmentation in autonomous driving

2025

Conference Publication

The UnScripted Trip: fostering policy discussion on future human-vehicle collaboration in autonomous driving through design-oriented methods

Yu, Xinyan, Perez, Julie Stephany Berrio, Hoggenmuller, Marius, Tomitsch, Martin, Tran, Tram Thi Minh, Worrall, Stewart and Ju, Wendy (2025). The UnScripted Trip: Fostering Policy Discussion on Future Human-Vehicle Collaboration in Autonomous Driving Through Design-Oriented Methods. 17th International Conference on Automotive User Interfaces and Interactive Vehicular Applications-AUTOMOTIVEUI, Brisbane Australia, Sep 22-25, 2025. NEW YORK: ASSOC COMPUTING MACHINERY. doi: 10.1145/3744335.3749144

The UnScripted Trip: fostering policy discussion on future human-vehicle collaboration in autonomous driving through design-oriented methods

2024

Conference Publication

Label-efficient 3D object detection for road-side units

Dao, Minh-Quan, Caesar, Holger, Berrio, Julie Stephany, Shan, Mao, Worrall, Stewart, Fremont, Vincent and Malis, Ezio (2024). Label-Efficient 3D Object Detection For Road-Side Units. IEEE Intelligent Vehicles Symposium (IV), Jeju South Korea, Jun 02-05, 2024. NEW YORK: IEEE. doi: 10.1109/IV55156.2024.10588666

Label-efficient 3D object detection for road-side units

2024

Conference Publication

Safety driver attention on autonomous vehicle operation based on head pose and vehicle perception

Konrad, Santiago Gerling, Berrio, Julie Stephany, Shan, Mao, Masson, Favio, Nebot, Eduardo and Worrall, Stewart (2024). Safety Driver Attention on Autonomous Vehicle Operation Based on Head Pose and Vehicle Perception. IEEE Intelligent Vehicles Symposium (IV), Jeju South Korea, Jun 02-05, 2024. NEW YORK: IEEE. doi: 10.1109/IV55156.2024.10588436

Safety driver attention on autonomous vehicle operation based on head pose and vehicle perception

2024

Conference Publication

CyberPotholes: Pothole defect detection using synthetic depth-maps

Kiran, K. C., Worrall, Stewart, Berrio, Julie Stephany and Balamurali, Mehala (2024). CyberPotholes: Pothole defect detection using synthetic depth-maps. 27th Intelligent Transportation Systems Conference, Edmonton, Canada, 24-27 September 2024. New York, NY, United States: IEEE. doi: 10.1109/ITSC58415.2024.10920234

CyberPotholes: Pothole defect detection using synthetic depth-maps

2024

Conference Publication

Evaluating Floor Tiling Robots Compared to Traditional Construction Methods

Ghani, Saiful Anwar Che, Haron, Ahmad Tarmizi, Berrio, Julie Stephany, Shan, Mao, Worrall, Stewart and Ghazali, Shahreen (2024). Evaluating Floor Tiling Robots Compared to Traditional Construction Methods. Australasian Robotics and Automation Association.

Evaluating Floor Tiling Robots Compared to Traditional Construction Methods

2024

Conference Publication

Practical collaborative perception: a framework for asynchronous and multi-agent 3d object detection

Do, Minh-Qu, Berrio, Julie Stephany, Fremont, Vincent, Shan, Mao, Hery, Elwan and Worrall, Stewart (2024). Practical Collaborative Perception: A Framework for Asynchronous and Multi-Agent 3D Object Detection. IEEE Intelligent Vehicles Symposium (IV), Jeju South Korea, Jun 02-05, 2024. NEW YORK: IEEE. doi: 10.1109/IV55156.2024.10588658

Practical collaborative perception: a framework for asynchronous and multi-agent 3d object detection

2024

Conference Publication

InverseMatrixVT3D: an efficient projection matrix-based approach for 3D occupancy prediction

Ming, Zhenxing, Berrio, Julie Stephany, Shan, Mao and Worrall, Stewart (2024). InverseMatrixVT3D: an efficient projection matrix-based approach for 3D occupancy prediction. 2024 International Conference on Intelligent Robots and Systems, Abu Dhabi, United Arab Emirates, 14-18 October 2024. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/IROS58592.2024.10802434

InverseMatrixVT3D: an efficient projection matrix-based approach for 3D occupancy prediction

2024

Conference Publication

M2S-RoAD: Multi-Modal Semantic Segmentation for Road Damage Using Camera and LiDAR Data

Tseng, Tzu-Yun, Lyu, Hongyu, Li, Josephine, Berrio, Julie Stephany, Shan, Mao and Worrall, Stewart (2024). M2S-RoAD: Multi-Modal Semantic Segmentation for Road Damage Using Camera and LiDAR Data. Australasian Robotics and Automation Association.

M2S-RoAD: Multi-Modal Semantic Segmentation for Road Damage Using Camera and LiDAR Data

2024

Conference Publication

SydneyScapes: Image Segmentation for Australian Environments

Lyu, Hongyu, Berrio, Julie Stephany, Shan, Mao and Worrall, Stewart (2024). SydneyScapes: Image Segmentation for Australian Environments. Australasian Robotics and Automation Association.

SydneyScapes: Image Segmentation for Australian Environments

2023

Conference Publication

Robots in the wild: contextually-adaptive human-robot interactions in urban public environments

Yu, Xinyan, Wang, Yiyuan, Tram Thi Minh Tran, , Zhao, Yi, Perez, Julie Stephany Berrio, Hoggenmuller, Marius, Humphry, Justine, Loke, Lian, Masuda, Lynn, Paker, Callum, Tomitsch, Martin and Worrall, Stewart (2023). Robots in the Wild: Contextually-Adaptive Human-Robot Interactions in Urban Public Environments. 35th Australasian Conference on Human-Computer Interaction-OzCHI, Wellington New Zealand, Dec 02-04, 2023. NEW YORK: ASSOC COMPUTING MACHINERY. doi: 10.1145/3638380.3638440

Robots in the wild: contextually-adaptive human-robot interactions in urban public environments