Efficient Building Roof Type Classification: A Domain-Specific Self-Supervised Approach
Fuente:
arXiv
Saved in:
| Main Authors: | Mutreja, Guneet, Bittner, Ksenia |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
HiRes-FusedMIM: A High-Resolution RGB-DSM Pre-trained Model for Building-Level Remote Sensing Applications
by: Mutreja, Guneet, et al.
Published: (2025)
by: Mutreja, Guneet, et al.
Published: (2025)
PolyRoof: Precision Roof Polygonization in Urban Residential Building with Graph Neural Networks
by: Amrullah, Chaikal, et al.
Published: (2025)
by: Amrullah, Chaikal, et al.
Published: (2025)
Can Location Embeddings Enhance Super-Resolution of Satellite Imagery?
by: Panangian, Daniel, et al.
Published: (2025)
by: Panangian, Daniel, et al.
Published: (2025)
Dfilled: Repurposing Edge-Enhancing Diffusion for Guided DSM Void Filling
by: Panangian, Daniel, et al.
Published: (2025)
by: Panangian, Daniel, et al.
Published: (2025)
AIM2PC: Aerial Image to 3D Building Point Cloud Reconstruction
by: Turki, Soulaimene, et al.
Published: (2025)
by: Turki, Soulaimene, et al.
Published: (2025)
Real-GDSR: Real-World Guided DSM Super-Resolution via Edge-Enhancing Residual Network
by: Panangian, Daniel, et al.
Published: (2024)
by: Panangian, Daniel, et al.
Published: (2024)
SyntStereo2Real: Edge-Aware GAN for Remote Sensing Image-to-Image Translation while Maintaining Stereo Constraint
by: Venkatesan, Vasudha, et al.
Published: (2024)
by: Venkatesan, Vasudha, et al.
Published: (2024)
Self-Supervised Learning for Building Robust Pediatric Chest X-ray Classification Models
by: Cheng, Sheng, et al.
Published: (2024)
by: Cheng, Sheng, et al.
Published: (2024)
In-Domain Self-Supervised Learning Improves Remote Sensing Image Scene Classification
by: Dimitrovski, Ivica, et al.
Published: (2023)
by: Dimitrovski, Ivica, et al.
Published: (2023)
Cross-Domain Transfer with Self-Supervised Spectral-Spatial Modeling for Hyperspectral Image Classification
by: Chao, Jianshu, et al.
Published: (2026)
by: Chao, Jianshu, et al.
Published: (2026)
Mine-JEPA: In-Domain Self-Supervised Learning for Mine-Like Object Classification in Side-Scan Sonar
by: Kwon, Taeyoun, et al.
Published: (2026)
by: Kwon, Taeyoun, et al.
Published: (2026)
Ranking-Guided Semi-Supervised Domain Adaptation for Severity Classification
by: Harada, Shota, et al.
Published: (2026)
by: Harada, Shota, et al.
Published: (2026)
PMT-MAE: Dual-Branch Self-Supervised Learning with Distillation for Efficient Point Cloud Classification
by: Zheng, Qiang, et al.
Published: (2024)
by: Zheng, Qiang, et al.
Published: (2024)
You Don't Need Domain-Specific Data Augmentations When Scaling Self-Supervised Learning
by: Moutakanni, Théo, et al.
Published: (2024)
by: Moutakanni, Théo, et al.
Published: (2024)
Edge Prediction for Roof Wireframe Reconstruction with Transformers
by: Hanning, Gustav, et al.
Published: (2026)
by: Hanning, Gustav, et al.
Published: (2026)
Virtual Classification: Modulating Domain-Specific Knowledge for Multidomain Crowd Counting
by: Guo, Mingyue, et al.
Published: (2024)
by: Guo, Mingyue, et al.
Published: (2024)
Self-Supervised Learning of Synapse Types from EM Images
by: Shetty, Aarav, et al.
Published: (2025)
by: Shetty, Aarav, et al.
Published: (2025)
Nacala-Roof-Material: Drone Imagery for Roof Detection, Classification, and Segmentation to Support Mosquito-borne Disease Risk Assessment
by: Guthula, Venkanna Babu, et al.
Published: (2024)
by: Guthula, Venkanna Babu, et al.
Published: (2024)
Supervised and Contrastive Self-Supervised In-Domain Representation Learning for Dense Prediction Problems in Remote Sensing
by: Ghanbarzade, Ali, et al.
Published: (2023)
by: Ghanbarzade, Ali, et al.
Published: (2023)
Self-Classification Enhancement and Correction for Weakly Supervised Object Detection
by: Yin, Yufei, et al.
Published: (2025)
by: Yin, Yufei, et al.
Published: (2025)
Attention-Based Chaotic Self-Supervision for Medical Image Classification
by: Florindo, Joao Batista, et al.
Published: (2026)
by: Florindo, Joao Batista, et al.
Published: (2026)
A Closer Look at Benchmarking Self-Supervised Pre-training with Image Classification
by: Marks, Markus, et al.
Published: (2024)
by: Marks, Markus, et al.
Published: (2024)
Self-Supervised Visual Prompting for Cross-Domain Road Damage Detection
by: Xiao, Xi, et al.
Published: (2025)
by: Xiao, Xi, et al.
Published: (2025)
Explorations in Self-Supervised Learning: Dataset Composition Testing for Object Classification
by: Chavez, Raynor Kirkson E., et al.
Published: (2024)
by: Chavez, Raynor Kirkson E., et al.
Published: (2024)
Shifting to Machine Supervision: Annotation-Efficient Semi and Self-Supervised Learning for Automatic Medical Image Segmentation and Classification
by: Singh, Pranav, et al.
Published: (2023)
by: Singh, Pranav, et al.
Published: (2023)
Domain-Adaptive Pre-training of Self-Supervised Foundation Models for Medical Image Classification in Gastrointestinal Endoscopy
by: Roth, Marcel, et al.
Published: (2024)
by: Roth, Marcel, et al.
Published: (2024)
Efficient Self-Supervised Grading of Prostate Cancer Pathology
by: Bhattacharyya, Riddhasree, et al.
Published: (2025)
by: Bhattacharyya, Riddhasree, et al.
Published: (2025)
Efficient Self-Supervised Adaptation for Medical Image Analysis
by: Sorkhei, Moein, et al.
Published: (2025)
by: Sorkhei, Moein, et al.
Published: (2025)
Investigating Self-Supervised Methods for Label-Efficient Learning
by: Nandam, Srinivasa Rao, et al.
Published: (2024)
by: Nandam, Srinivasa Rao, et al.
Published: (2024)
Self-Supervised Learning in Deep Networks: A Pathway to Robust Few-Shot Classification
by: Xiao, Yuyang
Published: (2024)
by: Xiao, Yuyang
Published: (2024)
Large Self-Supervised Models Bridge the Gap in Domain Adaptive Object Detection
by: Lavoie, Marc-Antoine, et al.
Published: (2025)
by: Lavoie, Marc-Antoine, et al.
Published: (2025)
Generalization of Self-Supervised Vision Transformers for Protein Localization Across Microscopy Domains
by: Isselmann, Ben, et al.
Published: (2026)
by: Isselmann, Ben, et al.
Published: (2026)
DragOSM: Extract Building Roofs and Footprints from Aerial Images by Aligning Historical Labels
by: Li, Kai, et al.
Published: (2025)
by: Li, Kai, et al.
Published: (2025)
RoofDiffusion: Constructing Roofs from Severely Corrupted Point Data via Diffusion
by: Lo, Kyle Shih-Huang, et al.
Published: (2024)
by: Lo, Kyle Shih-Huang, et al.
Published: (2024)
Spectral-Spatial Self-Supervised Learning for Few-Shot Hyperspectral Image Classification
by: Chen, Wenchen, et al.
Published: (2025)
by: Chen, Wenchen, et al.
Published: (2025)
Joint-Embedding Predictive Architecture for Self-Supervised Learning of Mask Classification Architecture
by: Kim, Dong-Hee, et al.
Published: (2024)
by: Kim, Dong-Hee, et al.
Published: (2024)
Fusion from Decomposition: A Self-Supervised Approach for Image Fusion and Beyond
by: Liang, Pengwei, et al.
Published: (2024)
by: Liang, Pengwei, et al.
Published: (2024)
Bridging Domain Gap of Point Cloud Representations via Self-Supervised Geometric Augmentation
by: Yu, Li, et al.
Published: (2024)
by: Yu, Li, et al.
Published: (2024)
Dual-Domain Masked Image Modeling: A Self-Supervised Pretraining Strategy Using Spatial and Frequency Domain Masking for Hyperspectral Data
by: Mohamed, Shaheer, et al.
Published: (2025)
by: Mohamed, Shaheer, et al.
Published: (2025)
Domain-Specific Self-Supervised Pre-training for Agricultural Disease Classification: A Hierarchical Vision Transformer Study
by: Sonavane, Arnav S.
Published: (2026)
by: Sonavane, Arnav S.
Published: (2026)
Similar Items
-
HiRes-FusedMIM: A High-Resolution RGB-DSM Pre-trained Model for Building-Level Remote Sensing Applications
by: Mutreja, Guneet, et al.
Published: (2025) -
PolyRoof: Precision Roof Polygonization in Urban Residential Building with Graph Neural Networks
by: Amrullah, Chaikal, et al.
Published: (2025) -
Can Location Embeddings Enhance Super-Resolution of Satellite Imagery?
by: Panangian, Daniel, et al.
Published: (2025) -
Dfilled: Repurposing Edge-Enhancing Diffusion for Guided DSM Void Filling
by: Panangian, Daniel, et al.
Published: (2025) -
AIM2PC: Aerial Image to 3D Building Point Cloud Reconstruction
by: Turki, Soulaimene, et al.
Published: (2025)