activity
20162025
most citedRethinking Semantic Segmentation Evaluation for Explainability and Model Selection

17 citations · 34 across the 11 of their papers we have counts for

collaborators

11 papers

cs.CV2025

iOSPointMapper: RealTime Pedestrian and Accessibility Mapping with Mobile AI

Himanshu Naidu, Yuxiang Zhang, Sachin Mehta +1

Accurate, up-to-date sidewalk data is essential for building accessible and inclusive pedestrian infrastructure, yet current approaches to data collection are often costly, fragmen…

cs.AI2025★ 1 cited

Can Large Language Models Integrate Spatial Data? Empirical Insights into Reasoning Strengths and Computational Weaknesses

Bin Han, Robert Wolfe, Anat Caspi +1

We explore the application of large language models (LLMs) to empower domain experts in integrating large, heterogeneous, and noisy urban spatial datasets. Traditional rule-based i…

cs.CV2024

Reliable, Routable, and Reproducible: Collection of Pedestrian Pathways at Statewide Scale

Yuxiang Zhang, Bill Howe, Anat Caspi

While advances in mobility technology including autonomous vehicles and multi-modal navigation systems can improve mobility equity for people with disabilities, these technologies…

cs.CV2024

Towards Zero-Shot Annotation of the Built Environment with Vision-Language Models (Vision Paper)

Bin Han, Yiwei Yang, Anat Caspi +1

Equitable urban transportation applications require high-fidelity digital representations of the built environment: not just streets and sidewalks, but bike lanes, marked and unmar…

cs.CV2024

PathwayBench: Assessing Routability of Pedestrian Pathway Networks Inferred from Multi-City Imagery

Yuxiang Zhang, Bill Howe, Sachin Mehta +2

Applications to support pedestrian mobility in urban areas require a complete, and routable graph representation of the built environment. Globally available information, including…

cs.CV2023★ 2 cited

APE: An Open and Shared Annotated Dataset for Learning Urban Pedestrian Path Networks

Yuxiang Zhang, Nicholas Bolten, Sachin Mehta +1

Inferring the full transportation network, including sidewalks and cycleways, is crucial for many automated systems, including autonomous driving, multi-modal navigation, trip plan…