/awesome-building-detection

A curated list on building detection from remote sensing images

Awesome-Building-Detection

Resources for Building Detection from Remote Sensing Images

Workshops

Challenges

Papers

Reviews

Title Authors Venue Year Resources
DeepGlobe 2018: A Challenge to Parse the Earth Through Satellite Images Ilke Demir, et al. CVPR Workshop 2018 [PDF]

Segmentation Based

Title Authors Venue Year Resources
Building Detection From Satellite Imagery Using Ensemble of Size-Specific Detectors Ryuhei Hamaguchi, Shuhei Hikosaka CVPR Workshop 2018 [PDF]
Semantic Binary Segmentation Using Convolutional Networks Without Decoders Shubhra Aich et al. CVPR Workshop 2018 [PDF]
Residual Inception Skip Network for Binary Segmentation Jigar Doshi CVPR Workshop 2018 [PDF]
Building Detection From Satellite Imagery Using a Composite Loss Function Sergey Golovanov et al. CVPR Workshop 2018 [PDF]
TernausNetV2: Fully Convolutional Network for Instance Segmentation Vladimir Iglovikov et al. CVPR Workshop 2018 [PDF]
Semantic Segmentation Based Building Extraction Method Using Multi-Source GIS Map Datasets and Satellite Imagery Weijia Li et al. CVPR Workshop 2018 [PDF]
CNNs Fusion for Building Detection in Aerial Images for the Building Detection Challenge Remi Delassus et al. CVPR Workshop 2018 [PDF]
Building Extraction From Satellite Images Using Mask R-CNN With Building Boundary Regularization Kang Zhao et al. CVPR Workshop 2018 [PDF]
Multi-Task Learning for Segmentation of Building Footprints with Deep Neural Networks Benjamin Bischke el al. ICIP 2019 [PDF]

Footprint Regression

Title Authors Venue Year Resources
Rotated Rectangles for Symbolized Building Footprint Extraction Matt Dickenson et al. CVPR Workshop 2018 [PDF]

Active Contour Based

Title Authors Venue Year Resources
Learning deep structured active contours end-to-end Diego Marcos et al. CVPR 2018 [PDF]
DARNet: Deep Active Ray Network for Building Segmentation Dominic Cheng et al. CVPR 2019 [PDF]
End-to-End Deep Convolutional Active Contours for Image Segmentation Ali Hatamizadeh et al. arXiv 2019 [PDF]
Deep Snake for Real-Time Instance Segmentation Sida Peng et al. CVPR 2020 [PDF]

Polygon Based

Title Authors Venue Year Resources
Annotating Object Instances with a Polygon-RNN Agata Mosinska et al. CVPR 2017 [PDF]
Efficient Interactive Annotation of Segmentation Datasets with Polygon-RNN++ David Acuna et al. CVPR 2018 [PDF]
Fast Interactive Object Annotation With Curve-GCN Huan Ling et al. CVPR 2019 [PDF]
Topological Map Extraction From Overhead Images Zuoyue Li et al. ICCV 2019 [PDF]
Approximating shapes in images with low-complexity polygons Muxingzi Li et al. CVPR 2020 [PDF]

Topology-Aware Loss

Title Authors Venue Year Resources
Beyond the Pixel-Wise Loss for Topology-Aware Delineation Lluís Castrejón et al. CVPR 2018 [PDF]