Cover Image

An Integrated Causal Inference Framework for Traffic Safety Modeling with Semantic Street-View Visual Features

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Sun, Lishan, Cheng, Yujia, Cui, Pengfei, Han, Lei, Abdel-Aty, Mohamed, Zheng, Yunhan, Zhang, Xingchen
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Arterial Network Traffic State Prediction with Connected Vehicle Data: An Abnormality-Aware Spatiotemporal Network
by: Han, Lei, et al.
Published: (2026)

Enhancing Traffic Safety with Parallel Dense Video Captioning for End-to-End Event Analysis
by: Shoman, Maged, et al.
Published: (2024)

Real-time Secondary Crash Likelihood Prediction Excluding Post Primary Crash Features
by: Han, Lei, et al.
Published: (2026)

MMCAformer: Macro-Micro Cross-Attention Transformer for Traffic Speed Prediction with Microscopic Connected Vehicle Driving Behavior
by: Han, Lei, et al.
Published: (2026)

Semantic4Safety: Causal Insights from Zero-shot Street View Imagery Segmentation for Urban Road Safety
by: Chen, Huan, et al.
Published: (2025)

VRU-CIPI: Crossing Intention Prediction at Intersections for Improving Vulnerable Road Users Safety
by: Abdelrahman, Ahmed S., et al.
Published: (2025)

Advanced Crash Causation Analysis for Freeway Safety: A Large Language Model Approach to Identifying Key Contributing Factors
by: Abdelrahman, Ahmed S., et al.
Published: (2025)

Towards Connected Smart Work Zones: Advancing Work Zone Management through Improved Connectivity
by: Nour, Mariam, et al.
Published: (2025)

Video-to-Text Pedestrian Monitoring (VTPM): Leveraging Computer Vision and Large Language Models for Privacy-Preserve Pedestrian Activity Monitoring at Intersections
by: Abdelrahman, Ahmed S., et al.
Published: (2024)

VRU-Accident: A Vision-Language Benchmark for Video Question Answering and Dense Captioning for Accident Scene Understanding
by: Kim, Younggun, et al.
Published: (2025)

Enhancing the Understanding of Urban Street Perception With LLM s and Street View Imagery
by: Xin Han, et al.
Published: (2026)

Physics-Informed Teacher-Student Ensemble Learning for Traffic State Estimation with a Varying Speed Limit Scenario
by: Huang, Archie J., et al.
Published: (2026)

A Contrastive Learning Framework Empowered by Attention-based Feature Adaptation for Street-View Image Classification
by: You, Qi, et al.
Published: (2026)

Ensuring Traffic Safety on Highways and City Streets of Our Republic
by: Baxromjonova Dilnoza, et al.
Published: (2025)

Diagnosing Urban Street Vitality via a Visual-Semantic and Spatiotemporal Framework for Street-Level Economics
by: Zhuo, Xinxin, et al.
Published: (2026)

SAVeD: A First-Person Social Media Video Dataset for ADAS-equipped vehicle Near-Miss and Crash Event Analyses
by: Zhai, Shaoyan, et al.
Published: (2025)

Urban Safety Perception Assessments via Integrating Multimodal Large Language Models with Street View Images
by: Zhang, Jiaxin, et al.
Published: (2024)

GeoGuess: Multimodal Reasoning based on Hierarchy of Visual Information in Street View
by: Cheng, Fenghua, et al.
Published: (2025)

Exploratory analysis of injury severity under different levels of driving automation (SAE Level 2-5) using multi-source data
by: Ding, Shengxuan, et al.
Published: (2023)

Visualizing Routes with AI-Discovered Street-View Patterns
by: Wu, Tsung Heng, et al.
Published: (2024)

Semantic-Aware Label Placement for Augmented Reality in Street View
by: Jia, Jianqing, et al.
Published: (2019)

Orthogonal splitting of the Riemann curvature tensor and its implications in modeling compact stellar structures
by: Rehman, A., et al.
Published: (2025)

Multi-view Structural Convolution Network for Domain-Invariant Point Cloud Recognition of Autonomous Vehicles
by: Kim, Younggun, et al.
Published: (2025)

Vehicle-group-based Crash Risk Prediction and Interpretation on Highways
by: Zhu, Tianheng, et al.
Published: (2024)

Nonreciprocal photon blockade in a spinning microwave magnomechanical system through kerr-magnon and optical parametric amplifier
by: Singh, S. K., et al.
Published: (2025)

Optimal multiparameter quantum estimation in accelerating Unruh-DeWitt detectors
by: Bachain, Omar, et al.
Published: (2026)

Automated Construction of Time-Space Diagrams for Traffic Analysis Using Street-View Video Sequence
by: Rastogi, Tanay, et al.
Published: (2023)

Toward Reliable VLM: A Fine-Grained Benchmark and Framework for Exposure, Bias, and Inference in Korean Street Views
by: Wang, Xiaonan, et al.
Published: (2025)

Reimagining Urban Science: Scaling Causal Inference with Large Language Models
by: Xia, Yutong, et al.
Published: (2025)

From Street Views to Urban Science: Discovering Road Safety Factors with Multimodal Large Language Models
by: Tang, Yihong, et al.
Published: (2025)

Entanglement and Quantum Coherence in Coupled Double Quantum Dots under Markovian and Non-Markovian Noisy Channels
by: Bachain, Omar, et al.
Published: (2026)

STAR: Semantic-Traffic Alignment and Retrieval for Zero-Shot HTTPS Website Fingerprinting
by: Cheng, Yifei, et al.
Published: (2025)

STRIDE: Street View-based Environmental Feature Detection and Pedestrian Collision Prediction
by: González, Cristina, et al.
Published: (2023)

Seeing through Satellite Images at Street Views
by: Qian, Ming, et al.
Published: (2025)

Characterizing quantum correlations and quantum teleportation in $gg \to t\bar{t}$ and $q\bar{q} \to t\bar{t}$ processes under noisy channels
by: Jaloum, Elhabib, et al.
Published: (2026)

StreetForward: Perceiving Dynamic Street with Feedforward Causal Attention
by: Yu, Zhongrui, et al.
Published: (2026)

Spatially-Weighted CLIP for Street-View Geo-localization
by: Han, Ting, et al.
Published: (2026)

Visualizing the Street
Published: (2025)

Semantic Parallelism: Redefining Efficient MoE Inference via Model-Data Co-Scheduling
by: Li, Yan, et al.
Published: (2025)

The Traffic Safety Assessment Model for Mixed Urban Traffic Based on Driving Safety Field and ICVs
by: Renjie Wang, et al.
Published: (2025)