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Parsing Facades with Shape Grammars and Reinforcement Learning

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/ima.20181openalex-snapshot
Languages for constrained binary segmentation based on maximum a posteriori probability labeling
inferredcites →https://doi.org/10.1007/978-3-540-24670-1_33openalex-snapshot
Interactive Image Segmentation Using an Adaptive GMMRF Model
inferredcites →https://doi.org/10.1007/978-3-642-15555-0_26openalex-snapshot
SuperParsing: Scalable Nonparametric Image Parsing with Superpixels
inferredcites →https://doi.org/10.1007/978-3-642-19318-7_26openalex-snapshot
Translation-Symmetry-Based Perceptual Grouping with Applications to Urban Scenes
inferredcites →https://doi.org/10.1007/978-94-017-3217-8openalex-snapshot
Ten Lectures on Statistical and Structural Pattern Recognition
inferredcites →https://doi.org/10.1007/bfb0015565openalex-snapshot
Detecting, localizing and grouping repeated scene elements from an image
inferredcites →https://doi.org/10.1007/s10994-009-5110-1openalex-snapshot
Training parsers by inverse reinforcement learning
inferredcites →https://doi.org/10.1007/s11263-005-4639-0openalex-snapshot
The Promise and Perils of Near-Regular Texture
inferredcites →https://doi.org/10.1007/s11263-007-0109-1openalex-snapshot
TextonBoost for Image Understanding: Multi-Class Object Recognition and Segmentation by Jointly Modeling Texture, Layout, and Context
inferredcites →https://doi.org/10.1007/springerreference_179075openalex-snapshot
Hierarchical Reinforcement Learning
inferredcites →https://doi.org/10.1023/a:1010933404324openalex-snapshot
Random Forests
inferredcites →https://doi.org/10.1023/a:1022140919877openalex-snapshot
Recent Advances in Hierarchical Reinforcement Learning
inferredcites →https://doi.org/10.1023/a:1025696116075openalex-snapshot
Recent Advances in Hierarchical Reinforcement Learning
inferredcites →https://doi.org/10.1068/b050005openalex-snapshot
The Palladian Grammar
inferredcites →https://doi.org/10.1109/34.1000239openalex-snapshot
Image segmentation by data-driven markov chain monte carlo
inferredcites →https://doi.org/10.1109/cvpr.2000.855894openalex-snapshot
Integrating bottom-up/top-down for object recognition by data driven Markov chain Monte Carlo
inferredcites →https://doi.org/10.1109/cvpr.2004.1315152openalex-snapshot
Extraction and integration of window in a 3D building model from ground view images
inferredcites →https://doi.org/10.1109/cvpr.2010.5540068openalex-snapshot
Segmentation of building facades using procedural shape priors
inferredcites →https://doi.org/10.1109/cvpr.2012.6247716openalex-snapshot
Parameter-free/Pareto-driven procedural 3D reconstruction of buildings from ground-level sequences
inferredcites →https://doi.org/10.1109/iccv.2007.4409091openalex-snapshot
Parsing Images of Architectural Scenes
inferredcites →https://doi.org/10.1109/iccv.2009.5459400openalex-snapshot
Single view reconstruction using shape grammars for urban environments
inferredcites →https://doi.org/10.1109/iccvw.2011.6130302openalex-snapshot
Modeling symmetries for stochastic structural recognition
inferredcites →https://doi.org/10.1109/tnn.1998.712192openalex-snapshot
Reinforcement Learning: An Introduction
inferredcites →https://doi.org/10.1111/j.1467-8659.2009.01387.xopenalex-snapshot
Interactive Geometric Simulation of 4D Cities
inferredcites →https://doi.org/10.1111/j.1467-8659.2012.03045.xopenalex-snapshot
Interactive Coherence‐Based Façade Modeling
inferredcites →https://doi.org/10.1145/1141911.1141931openalex-snapshot
Procedural modeling of buildings
inferredcites →https://doi.org/10.1145/1201775.882324openalex-snapshot
Instant architecture
inferredcites →https://doi.org/10.1145/1275808.1276484openalex-snapshot
Image-based procedural modeling of facades
inferredcites →https://doi.org/10.1145/1276377.1276484openalex-snapshot
Image-based procedural modeling of facades
inferredcites →https://doi.org/10.1145/1618452.1618458openalex-snapshot
Procedural modeling of structurally-sound masonry buildings
inferredcites →https://doi.org/10.1145/2024156.2024218openalex-snapshot
Adaptive partitioning of urban facades
inferredcites →https://doi.org/10.1145/2070781.2024218openalex-snapshot
Adaptive partitioning of urban facades
inferredcites →https://doi.org/10.1145/882262.882324openalex-snapshot
Instant architecture
inferredcites →https://doi.org/10.1561/0600000018openalex-snapshot
A Stochastic Grammar of Images
inferredcites →https://doi.org/10.1561/9781601980618openalex-snapshot
A Stochastic Grammar of Images
inferredcites →https://doi.org/10.1613/jair.639openalex-snapshot
Hierarchical Reinforcement Learning with the MAXQ Value Function Decomposition
inferredcites →https://doi.org/10.17863/cam.132164openalex-snapshot
Learning from Delayed Rewards
inferredcites →https://doi.org/10.20870/ijvr.2010.9.1.2757openalex-snapshot
Image-based Modeling of Haussmannian Facades
inferredcites →https://doi.org/10.2312/compaesth/compaesth09/017-024openalex-snapshot
Generalized Descriptions for the Procedural Modeling of Ancient East Asian Buildings
inferredcites →https://doi.org/10.24355/dbbs.084-200603150100-7openalex-snapshot
Generative Mesh Modeling
inferredcites →https://doi.org/10.7551/mitpress/7503.003.0207openalex-snapshot
Unsupervised Learning of a Probabilistic Grammar for Object Detection and Parsing

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-3-319-27863-6_17openalex-snapshot
Segmentation of Building Facade Towers
inferred← citeshttps://doi.org/10.1007/978-3-319-45886-1_13openalex-snapshot
Depth Map Based Facade Abstraction from Noisy Multi-View Stereo Point Clouds
inferred← citeshttps://doi.org/10.1007/978-3-319-46487-9_27openalex-snapshot
Large Scale Asset Extraction for Urban Images
inferred← citeshttps://doi.org/10.1007/978-3-642-33275-3_40openalex-snapshot
Segmentation of Building Facade Domes
inferred← citeshttps://doi.org/10.1007/s00371-017-1355-zopenalex-snapshot
Detecting and inferring repetitive elements with accurate locations and shapes from façades
inferred← citeshttps://doi.org/10.1007/s00371-024-03528-7openalex-snapshot
Learning to sculpt neural cityscapes
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Multiple Model Q-Learning for Stochastic Asynchronous Rewards
inferred← citeshttps://doi.org/10.1007/s11042-018-5846-3openalex-snapshot
Vision-based entrance detection in outdoor scenes
inferred← citeshttps://doi.org/10.1007/s11263-015-0868-zopenalex-snapshot
ATLAS: A Three-Layered Approach to Facade Parsing
inferred← citeshttps://doi.org/10.1007/s11263-016-0887-4openalex-snapshot
Learning Grammars for Architecture-Specific Facade Parsing
inferred← citeshttps://doi.org/10.1007/s12517-019-4431-zopenalex-snapshot
Building façade semantic segmentation based on K-means classification and graph analysis
inferred← citeshttps://doi.org/10.1016/j.aei.2025.103289openalex-snapshot
BFA-YOLO: A balanced multiscale object detection network for building façade elements detection
inferred← citeshttps://doi.org/10.1016/j.autcon.2021.104016openalex-snapshot
Deep learning for detecting building façade elements from images considering prior knowledge
inferred← citeshttps://doi.org/10.1016/j.autcon.2023.104936openalex-snapshot
From 3D point clouds to HBIM: Application of Artificial Intelligence in Cultural Heritage
inferred← citeshttps://doi.org/10.1016/j.autcon.2025.106449openalex-snapshot
Deep learning-based Scalable Image-to-3D Facade Parser for generating thermal 3D building models
inferred← citeshttps://doi.org/10.1016/j.buildenv.2017.07.018openalex-snapshot
Facade geometry generation from low-resolution aerial photographs for building energy modeling
inferred← citeshttps://doi.org/10.1016/j.buildenv.2021.107921openalex-snapshot
Residential building facade segmentation in the urban environment
inferred← citeshttps://doi.org/10.1016/j.buildenv.2021.108108openalex-snapshot
A method for using street view imagery to auto-extract window-to-wall ratios and its relevance for urban-level daylighting and energy simulations
inferred← citeshttps://doi.org/10.1016/j.buildenv.2024.112310openalex-snapshot
A review on artificial intelligence applications for facades
inferred← citeshttps://doi.org/10.1016/j.cag.2018.05.013openalex-snapshot
Guided proceduralization: Optimizing geometry processing and grammar extraction for architectural models
inferred← citeshttps://doi.org/10.1016/j.cviu.2021.103185openalex-snapshot
Model-image registration of a building’s facade based on dense semantic segmentation
inferred← citeshttps://doi.org/10.1016/j.enbuild.2023.113275openalex-snapshot
A deep learning method for building façade parsing utilizing improved SOLOv2 instance segmentation
inferred← citeshttps://doi.org/10.1016/j.eswa.2023.120706openalex-snapshot
NeoDescriber: An image-to-text model for automatic style description of neoclassical architecture
inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2014.07.011openalex-snapshot
Detecting blind building façades from highly overlapping wide angle aerial imagery
inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2016.11.008openalex-snapshot
A hierarchical methodology for urban facade parsing from TLS point clouds
inferred← citeshttps://doi.org/10.1016/j.patcog.2018.07.027openalex-snapshot
Robust procedural model fitting with a new geometric similarity estimator
inferred← citeshttps://doi.org/10.1038/s41598-024-78774-9openalex-snapshot
Kangba Region of Sichuan based on swin transformer visual model research on the identification of facades of ethnic buildings
inferred← citeshttps://doi.org/10.1080/08839514.2024.2378274openalex-snapshot
Automatic Detection and 3D Reconstruction of Buildings from Historical Maps
inferred← citeshttps://doi.org/10.1080/10095020.2024.2381592openalex-snapshot
SemanticMesh: parameterized fusion of semantic components for photogrammetric meshes
inferred← citeshttps://doi.org/10.1080/13875868.2018.1490290openalex-snapshot
Spatial specification and reasoning using grammars: from theory to application
inferred← citeshttps://doi.org/10.1093/comjnl/bxaa019openalex-snapshot
Coordinate Graph Grammar for the Specification of Spatial Graphs
inferred← citeshttps://doi.org/10.1109/3dv.2014.26openalex-snapshot
Hierarchical Co-Segmentation of Building Facades
inferred← citeshttps://doi.org/10.1109/access.2023.3280639openalex-snapshot
Digital Restoration of Cultural Heritage With Data-Driven Computing: A Survey
inferred← citeshttps://doi.org/10.1109/apsipa.2017.8282119openalex-snapshot
Detection of sculpted faces on building facades
inferred← citeshttps://doi.org/10.1109/cvpr.2015.7299075openalex-snapshot
3D all the way: Semantic segmentation of urban scenes from start to end in 3D
inferred← citeshttps://doi.org/10.1109/icip.2015.7351135openalex-snapshot
Detecting repetitive elements with accurate locations and shapes from urban façade
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Timesharing-tracking framework for decentralized reinforcement learning in fully cooperative multi-agent system
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A Spatial Lexical Analyzer and 3D Grammars that Recognize Voxel Based Structures Using Linear Positional Grammars in Minecraft
inferred← citeshttps://doi.org/10.1109/tgrs.2023.3348492openalex-snapshot
StructuredMesh: 3-D Structured Optimization of Façade Components on Photogrammetric Mesh Models Using Binary Integer Programming
inferred← citeshttps://doi.org/10.1109/tpami.2024.3367245openalex-snapshot
Multi-Derivational Parsing of Vague Languages— The New Paradigm of Syntactic Pattern Recognition
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Automatic Constraint Detection for 2D Layout Regularization
inferred← citeshttps://doi.org/10.1109/wacv.2016.7477638openalex-snapshot
Semantic segmentation of modular furniture
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3D Semantic Segmentation of Modular Furniture Using rjMCMC
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A Survey of Urban Reconstruction
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Template Assembly for Detailed Urban Reconstruction
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Enhancing Urban Façades via LiDAR‐Based Sculpting
inferred← citeshttps://doi.org/10.1145/2601097.2601162openalex-snapshot
Inverse procedural modeling of facade layouts
inferred← citeshttps://doi.org/10.1145/2661229.2661243openalex-snapshot
Creating consistent scene graphs using a probabilistic grammar
inferred← citeshttps://doi.org/10.1145/2661229.2661265openalex-snapshot
Structure completion for facade layouts
inferred← citeshttps://doi.org/10.1145/3130800.3130823openalex-snapshot
BigSUR
inferred← citeshttps://doi.org/10.1145/3191801.3191803openalex-snapshot
Quantitative spatial semantics in a graph grammar formalism
inferred← citeshttps://doi.org/10.1145/3272127.3275065openalex-snapshot
FrankenGAN
inferred← citeshttps://doi.org/10.1145/3447241openalex-snapshot
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inferred← citeshttps://doi.org/10.1145/3680528.3687657openalex-snapshot
FaçAID: A Transformer Model for Neuro-Symbolic Facade Reconstruction
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Recursive Neural Networks Based on PSO for Image Parsing
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Geometric Multi-Model Fitting by Deep Reinforcement Learning
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Automated Point Cloud Semantic Segmentation of Ancient Timber Architecture Components Using a Global Attention Network
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Research on Analytic Algorithm of Building Structure Appearance Based on Improved Learning Grammar
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Multiple Model Reinforcement Learning for Environments with Poissonian Time Delays
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Inverse-Procedural Methods for Urban Models
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Evolutionary Generation of Primitive-Based Mesh Abstractions
inferred← citeshttps://doi.org/10.25781/kaust-iyp0xopenalex-snapshot
Facade Segmentation in the Wild
inferred← citeshttps://doi.org/10.3390/ijgi11100531openalex-snapshot
GIS Based Procedural Modeling in 3D Urban Design
inferred← citeshttps://doi.org/10.3390/rs14112579openalex-snapshot
Detailed Three-Dimensional Building Façade Reconstruction: A Review on Applications, Data and Technologies
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Intelligent Recognition of Building Facade Defects: A Multilevel Review from Visual Perception to Engineering Operations and Maintenance
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Deep Learning-Based Building Image Information Extraction and Design Similarity Pre-Review Framework for Sustainable Architectural Design Decision Support
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Partial Procedural Geometric Model Fitting for Point Clouds
inferred← citeshttps://doi.org/10.48550/arxiv.1811.10048openalex-snapshot
Joint Facade Registration and Segmentation for Urban Localization
inferred← citeshttps://doi.org/10.48550/arxiv.2109.10217openalex-snapshot
Shape Inference and Grammar Induction for Example-based Procedural Generation
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Transfer learning and performance enhancement techniques for deep semantic segmentation of built heritage point clouds
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BETWEEN IMAGES AND BUILT FORM: AUTOMATING THE RECOGNITION OF STANDARDISED BUILDING COMPONENTS USING DEEP LEARNING
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AUTOMATIC GENERATION OF BUILDING MODELS WITH LEVELS OF DETAIL 1-3
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APPLICATION OF MACHINE AND DEEP LEARNING STRATEGIES FOR THE CLASSIFICATION OF HERITAGE POINT CLOUDS
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A BENCHMARK FOR LARGE-SCALE HERITAGE POINT CLOUD SEMANTIC SEGMENTATION
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TUM-FAÇADE: REVIEWING AND ENRICHING POINT CLOUD BENCHMARKS FOR FAÇADE SEGMENTATION
inferred← citeshttps://doi.org/10.5194/isprs-archives-xlviii-2-w4-2024-445-2024openalex-snapshot
AN INNOVATIVE APPROACH FOR THE SEMANTIC SEGMENTATION OF SURVEYED BUILDING FACADES LEVERAGING ON ARCHITECTURAL DRAWINGS
inferred← citeshttps://doi.org/10.5194/isprsannals-ii-3-w4-33-2015openalex-snapshot
THE POTENTIAL OF SPECULAR REFLECTIONS FOR FAÇADE IMAGE ANALYSIS
inferred← citeshttps://doi.org/10.5194/isprsarchives-xl-1-w4-293-2015openalex-snapshot
MODEL-BASED BUILDING DETECTION FROM LOW-COST OPTICAL SENSORS ONBOARD UNMANNED AERIAL VEHICLES
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Localisation par l'image en milieu urbain : application à la réalité augmentée
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