Search Results for author: Fabio Miranda

Found 7 papers, 4 papers with code

Towards Global-Scale Crowd+AI Techniques to Map and Assess Sidewalks for People with Disabilities

no code implementations28 Jun 2022 Maryam Hosseini, Mikey Saugstad, Fabio Miranda, Andres Sevtsuk, Claudio T. Silva, Jon E. Froehlich

There is a lack of data on the location, condition, and accessibility of sidewalks across the world, which not only impacts where and how people travel but also fundamentally limits interactive mapping tools and urban analytics.

Active Learning Semantic Segmentation

CitySurfaces: City-Scale Semantic Segmentation of Sidewalk Materials

1 code implementation6 Jan 2022 Maryam Hosseini, Fabio Miranda, Jianzhe Lin, Claudio Silva

While designing sustainable and resilient urban built environment is increasingly promoted around the world, significant data gaps have made research on pressing sustainability issues challenging to carry out.

Active Learning Management +1

Sidewalk Measurements from Satellite Images: Preliminary Findings

no code implementations12 Dec 2021 Maryam Hosseini, Iago B. Araujo, Hamed Yazdanpanah, Eric K. Tokuda, Fabio Miranda, Claudio T. Silva, Roberto M. Cesar Jr

Large-scale analysis of pedestrian infrastructures, particularly sidewalks, is critical to human-centric urban planning and design.

Transportation Scenario Planning with Graph Neural Networks

no code implementations25 Oct 2021 Ana Alice Peregrino, Soham Pradhan, Zhicheng Liu, Nivan Ferreira, Fabio Miranda

Providing efficient human mobility services and infrastructure is one of the major concerns of most mid-sized to large cities around the world.

Learning Geo-Contextual Embeddings for Commuting Flow Prediction

1 code implementation4 May 2020 Zhicheng Liu, Fabio Miranda, Weiting Xiong, Junyan Yang, Qiao Wang, Claudio T. Silva

Then, an attention mechanism is proposed based on the framework of graph attention network (GAT) to capture the spatial correlations and encode geographic contextual information to embedding space.

Graph Attention Graph Embedding

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