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Awesome Remote Sensing Building Extraction Awesome

List of datasets, codes and contests related to remote sensing building extraction.The newest at the top of each category.

1. Dateset

  • Microsoft BuildingFootprints Canada & USA (Microsoft, Mar 2019)
    12.6mil (Canada) & 125.2mil (USA) building footprints, GeoJSON format, delineation based on Bing imagery using ResNet34 architecture.

  • Spacenet Challenge Round 4 - Off-nadir (CosmiQ Works, DigitalGlobe, Radiant Solutions, AWS, Dec 2018)
    126k building footprints (Atlanta), 27 WorldView 2 images (0.3m res.) from 7-54 degrees off-nadir angle. Bi-cubicly resampled to same number of pixels in each image to counter courser native resolution with higher off-nadir angles, Paper: Weir et al. 2019

  • Inria Aerial Image Labeling (inria.fr)
    Building footprint masks, RGB aerial imagery (0.3m res.), 5 cities

2. Code

3. Contest

  • xView 2 Building Damage Asessment Challenge (DIUx, Nov 2019)
    550k building footprints & 4 damage scale categories, 20 global locations and 7 disaster types (wildfire, landslides, dam collapses, volcanic eruptions, earthquakes/tsunamis, wind, flooding), Worldview-3 imagery (0.3m res.), pre-trained baseline model. Paper: Gupta et al. 2019

  • CrowdAI Mapping Challenge (Humanity & Inclusion NGO, May 2018)
    Buildings footprints, RGB satellite imagery, COCO data format

  • DEEPGLOBE - 2018 Satellite Challange (CVPR, Apr 2018)
    Three challenge tracks: Road Extraction, Building Detection, Land cover classification, Paper: Demir et al. 2018

  • 广东政务数据创新大赛—智能算法赛 (Alibaba et al.Nov 2017)
    使用2015年和2017年分别获取到的广东省某地的Quickbird卫星影像（包含蓝、绿、红和近红外四个波段），识别出两年之间新增的人工地上建筑物（不包括道路）。获胜团队的解决方案可以在天池官网上找到。

  • Spacenet Challenge Round 2 - Buildings (CosmiQ Works, Radiant Solutions, NVIDIA, May 2017)
    685k building footprints, 3/8band Worldview-3 imagery (0.3m res.), 5 cities, SpaceNet Challenge Asset Library

  • Spacenet Challenge Round 1 - Buildings (CosmiQ Works, Radiant Solutions, NVIDIA, Jan 2017)
    Building footprints (Rio de Janeiro), 3/8band Worldview-3 imagery (0.5m res.), SpaceNet Challenge Asset Library

Reference