Decoding the city: harnessing machine learning to extract building attributes from street-view imagery

Decoding the city: harnessing machine learning to extract building attributes from street-view imagery

Building attribute data can be used to improve the accuracy of hazard risk models, but detailed per-building data is generally unavailable due to the difficulty of collecting and maintaining such data. Machine learning models could be used to automate part of the collection process, by analysing...

पूर्ण विवरण

ग्रंथसूची विवरण
मुख्य लेखक:	Chia, Zhi Yi
अन्य लेखक:	David Lallemant
स्वरूप:	Final Year Project (FYP)
भाषा:	English
प्रकाशित:	Nanyang Technological University 2024
विषय:	Computer and Information Science Earth and Environmental Sciences Machine learning Computer vision Object detection Image classification Attribute prediction Street-view imagery Multi-task learning Building attributes Faster- RCNN
ऑनलाइन पहुंच:	https://hdl.handle.net/10356/174813

समान संसाधन

Measuring cyclists’ subjective perceptions of the street riding environment using K-means SMOTE-RF model and street view imagery
द्वारा: Qisheng Zeng, और अन्य
प्रकाशित: (2024-04-01)

Robust Building Identification from Street Views Using Deep Convolutional Neural Networks
द्वारा: Robin Roussel, और अन्य
प्रकाशित: (2024-02-01)

Integrating street view imagery and taxi trajectory for identifying urban function of street space
द्वारा: Mianxin Gao, और अन्य
प्रकाशित: (2024-04-01)

Combining OpenStreetMap with Satellite Imagery to Enhance Cross-View Geo-Localization
द्वारा: Yuekun Hu, और अन्य
प्रकाशित: (2024-12-01)

Review of Application Progress of Panoramic Imagery in Urban Research
द्वारा: HOU Xin, WANG Yan, WANG Xuan, FAN Wei
प्रकाशित: (2024-07-01)

Analyzing Urban Crime Through Street View Imagery: Insights from Urban Micro Built Environment and Perceptions
द्वारा: Devin Yongzhao Wu, और अन्य
प्रकाशित: (2024-12-01)

Uncovering the drivers of gender inequality in perceptions of safety: An interdisciplinary approach combining street view imagery, socio-economic data and spatial statistical modelling
द्वारा: Yu Zhu, और अन्य
प्रकाशित: (2024-11-01)

Self-Supervised Learning with Trilateral Redundancy Reduction for Urban Functional Zone Identification Using Street-View Imagery
द्वारा: Kun Zhao, और अन्य
प्रकाशित: (2025-02-01)

Urban landscape pattern affects plant diversity in green spaces: Evidence from street view imagery
द्वारा: Yang Ye, और अन्य
प्रकाशित: (2025-01-01)

Assessing Climate Disaster Vulnerability in Peru and Colombia Using Street View Imagery: A Pilot Study
द्वारा: Chaofeng Wang, और अन्य
प्रकाशित: (2023-12-01)

Personalized icon design model based on improved Faster-RCNN
द्वारा: Zhikun Wang, और अन्य
प्रकाशित: (2025-12-01)

Urban tree species classification using multisource satellite remote sensing data and street view imagery
द्वारा: Shufan Wang, और अन्य
प्रकाशित: (2024-12-01)

Evaluating and Comparing Human Perceptions of Streets in Two Megacities by Integrating Street-View Images, Deep Learning, and Space Syntax
द्वारा: Yalun Lei, और अन्य
प्रकाशित: (2024-06-01)

Measuring solar radiation and spatio-temporal distribution in different street network direction through solar trajectories and street view images
द्वारा: Lei Wang, और अन्य
प्रकाशित: (2024-08-01)

Multi-Task CNN Model for Attribute Prediction
द्वारा: Abdulnabi, Abrar H., और अन्य
प्रकाशित: (2016)

MPAR-RCNN: a multi-task network for multiple person detection with attribute recognition
द्वारा: S. Raghavendra, और अन्य
प्रकाशित: (2025-02-01)

OBJECT DETECTION USING SEMI SUPERVISED LEARNING METHODS
द्वारा: Shymala Gowri Selvaganapathy, और अन्य
प्रकाशित: (2022-07-01)

DeepLeish: a deep learning based support system for the detection of Leishmaniasis parasite from Giemsa-stained microscope images
द्वारा: Eden Tekle, और अन्य
प्रकाशित: (2024-06-01)

Impact of Physical Features on Visual Walkability Perception in Urban Commercial Streets by Using Street-View Images and Deep Learning
द्वारा: Gonghu Huang, और अन्य
प्रकाशित: (2024-12-01)

Urban Visual Localization of Block-Wise Monocular Images with Google Street Views
द्वारा: Zhixin Li, और अन्य
प्रकाशित: (2024-02-01)

Urban Function Recognition at Street Level by Integrating Taxi Trajectory and Street-Level Imagery
द्वारा: Guo Haijing, और अन्य
प्रकाशित: (2024-05-01)

Spatial Sense of Safety for Seniors in Living Streets Based on Street View Image Data
द्वारा: Xuyang Sun, और अन्य
प्रकाशित: (2024-12-01)

A Visual Preference Analysis of Building Façades in Street View Images: A Case Study of Nanshan District, Shenzhen
द्वारा: Chia-Chen Lee, और अन्य
प्रकाशित: (2025-02-01)

Day-to-Night Street View Image Generation for 24-Hour Urban Scene Auditing Using Generative AI
द्वारा: Zhiyi Liu, और अन्य
प्रकाशित: (2024-05-01)

MRG-T: Mask-Relation-Guided Transformer for Remote Vision-Based Pedestrian Attribute Recognition in Aerial Imagery
द्वारा: Shun Zhang, और अन्य
प्रकाशित: (2024-03-01)

An automated metaheuristic tunicate swarm algorithm based deep convolutional neural network for bone age assessment model
द्वारा: Thangam Palaniswamy
प्रकाशित: (2024-10-01)

Machine Learning Models for Artist Classification of Cultural Heritage Sketches
द्वारा: Gianina Chirosca, और अन्य
प्रकाशित: (2024-12-01)

Attribute annotation and bias evaluation in visual datasets for autonomous driving
द्वारा: David Fernández Llorca, और अन्य
प्रकाशित: (2024-09-01)

Semantic learning from keyframe demonstration using object attribute constraints
द्वारा: Busra Sen, और अन्य
प्रकाशित: (2024-07-01)

Multimodal Fusion and Cutting-Edge AI-Based Smart Vending Machines for Electronic Component Management
द्वारा: M. Karthiga, और अन्य
प्रकाशित: (2025-01-01)

Urban Street Greening in a Developed City: The Influence of COVID-19 and Socio-Economic Dynamics in Beijing
द्वारा: Liu Cui, और अन्य
प्रकाशित: (2025-01-01)

Customer-perceived importance of restaurant attributes for casual dining, fast food and coffee shops
द्वारा: Rachel Dyah Wiastuti, और अन्य
प्रकाशित: (2024-07-01)

Urban Perception Evaluation and Street Refinement Governance Supported by Street View Visual Elements Analysis
द्वारा: Fengliang Tang, और अन्य
प्रकाशित: (2024-10-01)

Visual Route Recognition in Urban Spaces: A Scalable Approach Using Open Street View Data
द्वारा: Menglin Wu, और अन्य
प्रकाशित: (2025-01-01)

Trends of alcohol-attributable deaths in Lithuania 2001–2021: epidemiology and policy conclusions
द्वारा: Jürgen Rehm, और अन्य
प्रकाशित: (2024-03-01)

CORRELATION OF THE TERMS "CLASSIFICATION ATTRIBUTE", "MOTIVATIONAL ATTRIBUTE", "SEMANTIC ATTRIBUTE"
द्वारा: Nataliia A. Petrova
प्रकाशित: (2024-06-01)

Image Augmentation Approaches for Building Dimension Estimation in Street View Images Using Object Detection and Instance Segmentation Based on Deep Learning
द्वारा: Dongjin Hwang, और अन्य
प्रकाशित: (2025-02-01)

New Approach to Clustering Random Attributes
द्वारा: Zenon Gniazdowski
प्रकाशित: (2024-12-01)

Analysing the Spatio-Temporal Variations of Urban Street Summer Solar Radiation through Historical Street View Images: A Case Study of Shanghai, China
द्वारा: Lei Wang, और अन्य
प्रकाशित: (2024-06-01)

AS-Faster-RCNN: An Improved Object Detection Algorithm for Airport Scene Based on Faster R-CNN
द्वारा: Zhige He, और अन्य
प्रकाशित: (2025-01-01)