Awesome-Building-Detection

Resources for Building Detection from Remote Sensing Images

Workshops

• DeepGlobe - CVPR 2018
• EarthVision - CVPR 2019

Challenges

• Mapping Challenge by crowdAI

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]