Research graph
References from Zero-shot facade parsing for generating building energy modeling inputs using vision-language models and generative image editing. Local targets link to admitted publications; unresolved targets remain external evidence.
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Building information modelling based building energy modelling: a review
10.1016/j.apenergy.2019.01.032 · 2019 · External reference
A review of internal and external influencing factors on energy efficiency design of buildings
10.1016/j.enbuild.2020.109944 · 2020 · External reference
Automatic window detection in facade images
10.1016/j.autcon.2018.10.007 · 2018 · External reference
Using machine learning to enrich building databases—methods for tailored energy retrofits
10.3390/en13102574 · 2020 · External reference
Residential building facade segmentation in the urban environment
10.1016/j.buildenv.2021.107921 · 2021 · External reference
Understanding building energy efficiency with administrative and emerging urban big data by deep learning in glasgow
10.1016/j.enbuild.2022.112331 · 2022 · External reference
Framework for a UAS-based assessment of energy performance of buildings
10.1016/j.enbuild.2021.111266 · 2021 · External reference
UAV-BIM-BEM: an automatic unmanned aerial vehicles-based building energy model generation platform
10.1016/j.enbuild.2024.115120 · 2025 · External reference
Estimating building age from google street view images using deep learning
2018 · External reference
Automatic prediction of building age from photographs
2018 · External reference
Mapping facade materials utilizing zero-shot segmentation for applications in urban microclimate research
10.1038/s41598-025-86307-1 · 2025 · External reference
Prediction and analysis of heating energy demand for detached houses by computer vision
10.1016/j.enbuild.2019.03.036 · 2019 · External reference
Learning from other cities: transfer learning based multimodal residential energy prediction for cities with limited existing data
10.1016/j.enbuild.2025.115723 · 2025 · External reference
AI-powered automated building façade segmentation and BIPV system potential prediction using CycleGAN and PVGIS
10.1016/j.enbuild.2026.117020 · 2026 · External reference
Extracting principal building variables from automatically collected urban scale façade images for energy conservation through deep transfer learning
10.1016/j.apenergy.2023.121228 · 2023 · External reference
Enhancing building performance evaluation through Google street view: a multimodal transfer learning framework
10.1016/j.enbuild.2025.115968 · 2025 · External reference
Deep window detection in street scenes
2020 · External reference
DeepWindows: windows instance segmentation through an improved mask R-CNN using spatial attention and relation modules
10.3390/ijgi11030162 · 2022 · External reference
A method for using street view imagery to auto-extract window-to-wall ratios and its relevance for urban-level daylighting and energy simulations
10.1016/j.buildenv.2021.108108 · 2022 · External reference
Towards an automated image-based estimation of building age as input for building energy modeling (BEM)
10.1016/j.enbuild.2023.113166 · 2023 · External reference
Deep learning and remote sensing for scalable building age prediction in urban energy modeling
10.1016/j.enbuild.2025.116303 · 2025 · External reference
A review on artificial intelligence applications for facades
10.1016/j.buildenv.2024.112310 · 2025 · External reference
Efficient structured parsing of facades using dynamic programming
2014 · External reference
A MRF shape prior for facade parsing with occlusions
2015 · External reference
ATLAS: a three-layered approach to facade parsing
10.1007/s11263-015-0868-z · 2016 · External reference
A convolutional network for semantic facade segmentation and interpretation
2016 · External reference
Facade segmentation in the wild
2018 · External reference
DeepFacade: a deep learning approach to facade parsing with symmetric loss
10.1109/tmm.2020.2971431 · 2020 · External reference
Deep learning for detecting building façade elements from images considering prior knowledge
10.1016/j.autcon.2021.104016 · 2022 · External reference
A deep learning method for building façade parsing utilizing improved SOLOv2 instance segmentation
10.1016/j.enbuild.2023.113275 · 2023 · External reference
Improving facade parsing with vision transformers and line integration
10.1016/j.aei.2024.102463 · 2024 · External reference
Symmetry-aware façade parsing with occlusions
2017 · External reference
Irregular facades: a dataset for semantic segmentation of the free facade of modern buildings
10.3390/buildings14092602 · 2024 · External reference
A survey on deep learning-based semi-supervised semantic segmentation
10.1145/3806766 · 2026 · External reference
From superpixels to foundational models: an overview of unsupervised and generalizable image segmentation
10.1016/j.cag.2024.104014 · 2024 · External reference
Vision-language models for vision tasks: a survey
10.1109/tpami.2024.3369699 · 2024 · External reference
Learning transferable visual models from natural language supervision
2021 · External reference
Scaling up visual and vision-language representation learning with noisy text supervision
2021 · External reference
BLIP: bootstrapping language-image pre-training for unified vision-language understanding and generation
2022 · External reference
Detecting twenty-thousand classes using image-level supervision
2022 · External reference
Grounded language-image pre-training
2022 · External reference
Simple open-vocabulary object detection
2022 · External reference
Open-vocabulary semantic segmentation with mask-adapted CLIP
2023 · External reference
Segment anything
2023 · External reference
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RemoteCLIP: a vision language foundation model for remote sensing
2024 · External reference
RT-2: vision-language-action models transfer web knowledge to robotic control
2023 · External reference
MedCLIP: contrastive learning from unpaired medical images and text
2022 · External reference
Zero-shot building attribute extraction from large-scale vision and language models
2024 · External reference
OccFaçade: enabling precise building façade parsing in large urban scenes with occlusion
10.1080/01431161.2024.2391589 · 2024 · External reference
Distinctive learning of latent space feature for occlusion-aware facade parsing
10.1016/j.buildenv.2025.112955 · 2025 · External reference
Generative adversarial networks
10.1145/3422622 · 2020 · External reference
Unpaired image-to-image translation using cycle-consistent adversarial networks
2017 · External reference
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Denoising diffusion probabilistic models
2020 · External reference
Variational diffusion models
2021 · External reference
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High-resolution image synthesis with latent diffusion models
2022 · External reference
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Perceptual enhancement for autonomous vehicles: restoring visually degraded images for context prediction via adversarial training
10.1109/tits.2021.3120075 · 2021 · External reference
Sine: single image editing with text-to-image diffusion models
2023 · External reference
EditGAN: high-precision semantic image editing
2021 · External reference
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Image inpainting methods: a review of deep learning approaches
10.3390/sym18010094 · 2026 · External reference
CVAE-GAN: fine-grained image generation through asymmetric training
2017 · External reference
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10.1007/978-3-031-72970-6_3
10.1007/978-3-031-72970-6_3 · External reference
eTRIMS image database for interpreting images of man-made scenes
2009 · External reference
Spatial pattern templates for recognition of objects with regular structure
2013 · External reference
Learning grammars for architecture-specific facade parsing
10.1007/s11263-016-0887-4 · 2016 · External reference
Vorstudie zu wertbeeinflussenden parametern hinsichtlich der klimaeffizienz von wohngebäuden
10.25368/2025.371 · 2022 · External reference
Deep learning-based localisation of combine harvester components in thermal images
2024 · External reference
Land use and land cover classification on high-resolution UAV images for heavy rainfall hazard maps using deep neural networks
2025 · External reference
Fully convolutional networks for semantic segmentation
2015 · External reference
U-Net: convolutional networks for biomedical image segmentation
2015 · External reference
Encoder-decoder with atrous separable convolution for semantic image segmentation
2018 · External reference
Co-occurrent features in semantic segmentation
2019 · External reference
ACFNet: attentional class feature network for semantic segmentation
2019 · External reference
Dual attention network for scene segmentation
2019 · External reference
OCNet: object context for semantic segmentation
10.1007/s11263-021-01465-9 · 2021 · External reference
EfficientNet: rethinking model scaling for convolutional neural networks
2019 · External reference
SegFormer: simple and efficient design for semantic segmentation with transformers
2021 · External reference
FhGenie: a custom, confidentiality-preserving chat AI for corporate and scientific use
2024 · External reference
10.1007/978-3-031-72970-6_3
10.1007/978-3-031-72970-6_3 · ExternalCitation · doi-reference
ATLAS: a three-layered approach to facade parsing
10.1007/s11263-015-0868-z · ExternalCitation · doi-reference
Learning grammars for architecture-specific facade parsing
10.1007/s11263-016-0887-4 · ExternalCitation · doi-reference
OCNet: object context for semantic segmentation
10.1007/s11263-021-01465-9 · ExternalCitation · doi-reference
Improving facade parsing with vision transformers and line integration
10.1016/j.aei.2024.102463 · ExternalCitation · doi-reference
Building information modelling based building energy modelling: a review
10.1016/j.apenergy.2019.01.032 · ExternalCitation · doi-reference
Extracting principal building variables from automatically collected urban scale façade images for energy conservation through deep transfer learning
10.1016/j.apenergy.2023.121228 · ExternalCitation · doi-reference
Automatic window detection in facade images
10.1016/j.autcon.2018.10.007 · ExternalCitation · doi-reference
Deep learning for detecting building façade elements from images considering prior knowledge
10.1016/j.autcon.2021.104016 · ExternalCitation · doi-reference
Residential building facade segmentation in the urban environment
10.1016/j.buildenv.2021.107921 · ExternalCitation · doi-reference
A method for using street view imagery to auto-extract window-to-wall ratios and its relevance for urban-level daylighting and energy simulations
10.1016/j.buildenv.2021.108108 · ExternalCitation · doi-reference
A review on artificial intelligence applications for facades
10.1016/j.buildenv.2024.112310 · ExternalCitation · doi-reference
Distinctive learning of latent space feature for occlusion-aware facade parsing
10.1016/j.buildenv.2025.112955 · ExternalCitation · doi-reference
From superpixels to foundational models: an overview of unsupervised and generalizable image segmentation
10.1016/j.cag.2024.104014 · ExternalCitation · doi-reference
Prediction and analysis of heating energy demand for detached houses by computer vision
10.1016/j.enbuild.2019.03.036 · ExternalCitation · doi-reference
A review of internal and external influencing factors on energy efficiency design of buildings
10.1016/j.enbuild.2020.109944 · ExternalCitation · doi-reference
Framework for a UAS-based assessment of energy performance of buildings
10.1016/j.enbuild.2021.111266 · ExternalCitation · doi-reference
Understanding building energy efficiency with administrative and emerging urban big data by deep learning in glasgow
10.1016/j.enbuild.2022.112331 · ExternalCitation · doi-reference
Towards an automated image-based estimation of building age as input for building energy modeling (BEM)
10.1016/j.enbuild.2023.113166 · ExternalCitation · doi-reference
A deep learning method for building façade parsing utilizing improved SOLOv2 instance segmentation
10.1016/j.enbuild.2023.113275 · ExternalCitation · doi-reference
UAV-BIM-BEM: an automatic unmanned aerial vehicles-based building energy model generation platform
10.1016/j.enbuild.2024.115120 · ExternalCitation · doi-reference
Learning from other cities: transfer learning based multimodal residential energy prediction for cities with limited existing data
10.1016/j.enbuild.2025.115723 · ExternalCitation · doi-reference
Enhancing building performance evaluation through Google street view: a multimodal transfer learning framework
10.1016/j.enbuild.2025.115968 · ExternalCitation · doi-reference
Deep learning and remote sensing for scalable building age prediction in urban energy modeling
10.1016/j.enbuild.2025.116303 · ExternalCitation · doi-reference
AI-powered automated building façade segmentation and BIPV system potential prediction using CycleGAN and PVGIS
10.1016/j.enbuild.2026.117020 · ExternalCitation · doi-reference
Mapping facade materials utilizing zero-shot segmentation for applications in urban microclimate research
10.1038/s41598-025-86307-1 · ExternalCitation · doi-reference
OccFaçade: enabling precise building façade parsing in large urban scenes with occlusion
10.1080/01431161.2024.2391589 · ExternalCitation · doi-reference
Perceptual enhancement for autonomous vehicles: restoring visually degraded images for context prediction via adversarial training
10.1109/tits.2021.3120075 · ExternalCitation · doi-reference
DeepFacade: a deep learning approach to facade parsing with symmetric loss
10.1109/tmm.2020.2971431 · ExternalCitation · doi-reference
Vision-language models for vision tasks: a survey
10.1109/tpami.2024.3369699 · ExternalCitation · doi-reference
Generative adversarial networks
10.1145/3422622 · ExternalCitation · doi-reference
A survey on deep learning-based semi-supervised semantic segmentation
10.1145/3806766 · ExternalCitation · doi-reference
Vorstudie zu wertbeeinflussenden parametern hinsichtlich der klimaeffizienz von wohngebäuden
10.25368/2025.371 · ExternalCitation · doi-reference
Irregular facades: a dataset for semantic segmentation of the free facade of modern buildings
10.3390/buildings14092602 · ExternalCitation · doi-reference
Using machine learning to enrich building databases—methods for tailored energy retrofits
10.3390/en13102574 · ExternalCitation · doi-reference
DeepWindows: windows instance segmentation through an improved mask R-CNN using spatial attention and relation modules
10.3390/ijgi11030162 · ExternalCitation · doi-reference
Image inpainting methods: a review of deep learning approaches
10.3390/sym18010094 · ExternalCitation · doi-reference
