Published June 13, 2025 | Version Data User Guide

SinoBF-1: satellite mapping of every building's function in 109 major cities in China reveals deep built environment disparities

  • 1. ROR icon Wuhan University
  • 2. EDMO icon Duke University
  • 3. ROR icon Nanjing University of Information Science and Technology
  • 4. ROR icon China University of Geosciences

Description

The vector files (.shp) of the SinoBF-1 product represent a national-scale, building-level functional map covering 109 major cities in China, created using the Paraformer mapping framework (Paper link), which is available at Paraformer. We processed over 69 TB of satellite data, including 1-meter Google Earth optical imagery, 10-meter nighttime lights (SGDSAT-1), and building height data (CNBH-10m).

The data, method, and analysis have been published by Nature Communications: https://www.nature.com/articles/s41467-026-69589-5 We strongly recommend that users consult the associated paper before downloading or using the SinoBF-1 dataset.

该数据发表于Nature Communications (点击查看), 使用数据前建议先查看论文与用户手册

NOTE: Additional related work can be found on the author’s homepage: https://lizhuohong.github.io/lzh/. If you have any questions or technical issues, contact us at zhuohong.li@duke.edu (Zhuohong Li, 李卓鸿).

User guide:

This version of the dataset includes building-level functional maps of 109 Chinese cities, organized in the ESRI Shapefile format. The .shp file for each city is stored in a “.zip” archive. Each city file is named G_P_C.zip, where:

  • G indicates the geographical region (South, Central, East, North, Northeast, Northwest, Southwest)

  • P indicates the provincial administrative region

  • C indicates the city name

For example, the building functional map for Wuhan City, Hubei Province, is named Central_Hubei_Wuhan.zip.

Furthermore, each shapefile contains building functional types stored in the attribute "Function", with the corresponding building functions listed below:

Value in "Function":

  • Residential building
  • Commercial building
  • Industrial building
  • Healthcare building
  • Sport and art building
  • Educational building
  • Public service building
  • Administrative building

Note: Due to Zenodo’s limit of 100 files, the cities in Hubei Province and Hainan Province were grouped into single compressed packages (i.e., Central_Hubei.zip and South_Hainan.zip).

使用数据需引用以下文章:

Cite the reference when using the data:

Li, Z., Li, L., Hu, T. et al. (2026). Satellite mapping of every building’s function in urban China reveals deep built environment disparities. Nature Communications, 17, 2827. https://doi.org/10.1038/s41467-026-69589-5
Li, Z., He, W., Cheng, M., Hu, J., Yang, G., & Zhang, H. (2023). SinoLC-1: The first 1 m resolution national-scale land-cover map of China created with a deep learning framework and open-access data. Earth system science data15(11), 4749-4780.

 

Files

01_SinoBF-1_User Guides.pdf

Files (7.8 GB)

Name Size
md5:f5821f34c4f5f376182523167e1d5250
1.6 MB Preview Download
md5:2212c9cbf35720b52a12d9ad4576b66b
30.9 MB Preview Download
md5:4216b7429c0c065debfd0c01c16fde13
46.9 MB Preview Download
md5:02f86006bb74cbe6a5f567f7b8c6a2d7
31.0 MB Preview Download
md5:6716bdf7d04603965819233b30e56d6e
72.8 MB Preview Download
md5:a01df354892d4ec215dc22e8d524e338
57.7 MB Preview Download
md5:238d609d17e3a9b01441cbf30a80e616
272.7 MB Preview Download
md5:812d27ee215b06454d29f66106b0867d
182.0 MB Preview Download
md5:abcb7be6cba5f657bbad8ef0bb11bfd8
96.4 MB Preview Download
md5:6d76889378affb586f46b9693aab79ed
40.5 MB Preview Download
md5:de3ee51ddceff3cb8b71ee6f3427f29a
35.1 MB Preview Download
md5:161c3f964223dc19ca177a436843a57e
69.8 MB Preview Download
md5:6c0c6fefcb3a496ef382494107b80f06
89.0 MB Preview Download
md5:a65fcd1e3c89b1500d8f48a6c21c7fef
25.4 MB Preview Download
md5:9141b4ee97ff9d1917327ec33827f4da
32.6 MB Preview Download
md5:93da92807b91d2b4091cb3e7a00f40cf
49.1 MB Preview Download
md5:245d017993be72693e47357450b410ce
63.6 MB Preview Download
md5:d82e4a9998f0465258afa837402112be
102.9 MB Preview Download
md5:ae5be535549290642b4d349fc554d10b
137.4 MB Preview Download
md5:ba3b785d9d8cf53665bd1d92e2337ff0
778.5 kB Preview Download
md5:6b2ec2fb81bebeb2c5330125ffc463d4
48.3 MB Preview Download
md5:d48b152eada4c01eb0fe5e1b286adeb5
54.4 MB Preview Download
md5:f0f837aba5de0e392fd3fa45c8d34be4
34.4 MB Preview Download
md5:74fc0cbe43268896f723db0b2d96884a
15.2 MB Preview Download
md5:8ed7efa7cf31eaf01fae53f9dfb6a232
78.3 MB Preview Download
md5:e04470ff81e769b410ae754c0cf8e947
60.6 MB Preview Download
md5:fe6367acb117036d91c73cdab2d19330
5.6 MB Preview Download
md5:b4f5093cb05a3ad08fb223376f91969a
30.2 MB Preview Download
md5:13c5130f51dbd61e7de618140595f972
168.1 MB Preview Download
md5:6462d3c7a1edcab3be979ed291f40a6e
238.8 MB Preview Download
md5:c4949123503138206cf2e66bd65172dd
166.3 MB Preview Download
md5:6e4e01cd0cd9791c3355f0d5001766c8
266.7 MB Preview Download
md5:17ce400fed22a6c9a7bf9ab1d96a4378
31.2 MB Preview Download
md5:d0020958a0cf1780ba202902aeb418da
112.9 MB Preview Download
md5:d24e77b1e947db3663e30c39be7d6f95
72.0 MB Preview Download
md5:15ee80fb9aee00058563994c692beaf5
89.5 MB Preview Download
md5:5c56ed73c157fc4fb8ae86e24e7133db
126.3 MB Preview Download
md5:f27d51918ef125c7743947e45f4b1e0d
8.2 MB Preview Download
md5:a034302db0299041097c7926e35e7ffe
122.0 MB Preview Download
md5:8fdbf2be29a04f031e5beed9715268ad
33.7 MB Preview Download
md5:71a9fc9bb86a840d3bea10a6cdd1ddf0
43.1 MB Preview Download
md5:693910f08a2d7c54cf87f689ae2339c2
58.8 MB Preview Download
md5:14ff6cf95419d995456df495e7c07367
121.9 MB Preview Download
md5:fe7bb66d3c16eed6d159750c36c05a51
55.8 MB Preview Download
md5:df1a9913801e7a40ce9599224975d0c0
81.4 MB Preview Download
md5:6ce26c4aacdf2ea4e57f605860de0966
157.6 MB Preview Download
md5:f41e2338096ed227988183dc5d92bf60
149.1 MB Preview Download
md5:6740d51fd3cffcd5b557692777f92bc5
99.1 MB Preview Download
md5:1f9dec57809787b81d0a476de85ca64e
223.6 MB Preview Download
md5:849ec51e8255c0d842ddb85fa3b47219
197.4 MB Preview Download
md5:f759fa044594d65de9fc514200f23d61
59.0 MB Preview Download
md5:8f07ec4541061cd56733fa5eaea470ea
26.0 MB Preview Download
md5:7e7e252e28e382098ac94d3a4cbd289c
42.7 MB Preview Download
md5:ebe49075b2d6175cbf3bcb94ea93e93a
11.5 MB Preview Download
md5:2aa8667f186961e220f5aa23781b4008
122.1 MB Preview Download
md5:4ef85d81db3256fa65c62d2549200d32
133.9 MB Preview Download
md5:7d24d96b8c435be2ab1729488caeab4f
220.9 MB Preview Download
md5:6129404e3c049fdbcf1dc124e2f6f9b2
169.2 MB Preview Download
md5:2a47f6eb3ab938b75fb663a9edee109f
91.6 MB Preview Download
md5:a1e7cebc07cdf22fe2590b5a8f7024da
9.7 MB Preview Download
md5:eaaefb981e929e21bc6d07396f311992
67.4 MB Preview Download
md5:5443e7758049ec5759d1595682555f24
144.3 MB Preview Download
md5:f5796e0df8b8827910bdd65cfc4f8935
19.5 MB Preview Download
md5:2a9562fbc9255dce3876aeb42b1a9bbd
132.9 MB Preview Download
md5:0a7e507e8ff6ba7afa7f803432d0a8ee
4.9 MB Preview Download
md5:21c53dcae30f03a620bbd5c2d2142483
57.0 MB Preview Download
md5:0b93c5d741c7828c0e591e33e1ca2460
45.5 MB Preview Download
md5:cb7afaaad276fecca334799ec45810c8
33.4 MB Preview Download
md5:b1dbbd5e471a686de0325fa46eae8575
7.3 MB Preview Download
md5:04b6868e0d2827cd768485ecc48484f9
122.0 MB Preview Download
md5:bf598e26fa34ea1eefe8cffc826d74b1
82.2 MB Preview Download
md5:28d12ec32749337be7031c932b63e620
34.1 MB Preview Download
md5:a5c708de4281336e9dc65b6b8ae2a634
21.3 MB Preview Download
md5:719f7e7d3292dc8627b7eefcfe3630a1
38.2 MB Preview Download
md5:f8f07f481938368101dd6508d034edb5
130.4 MB Preview Download
md5:1db4cb2c44c89fa0e7f2879420dea497
78.4 MB Preview Download
md5:6b0ceeeb8318f806d6a168168c7d35e6
94.8 MB Preview Download
md5:4b8a2dfaa444ff12b551fd832cf69e91
45.0 MB Preview Download
md5:5d01b708d0c87013b0d6473970273a53
52.2 MB Preview Download
md5:cdc7bf3bcd3e1873483a9c5fb7bc345f
31.3 MB Preview Download
md5:4dc7187b0fddc6e26270fc7a61c5a09b
23.8 MB Preview Download
md5:284c2c5fbd64b16994655b51d8ce40ec
92.9 MB Preview Download
md5:5518ed7a6c85a887d2539f6ea31f0653
34.0 MB Preview Download
md5:6b5f5cac62e10d07c2a3596c7dd976ca
14.7 MB Preview Download
md5:29038bcdb23385293e1c338d413f2eb5
17.7 MB Preview Download
md5:84a73fc447c1e4e463b6126b5f904db1
47.6 MB Preview Download
md5:6172ef88cc3fef7a02b2b8d5d757562b
126.9 MB Preview Download
md5:6b0d2fe649b0e1bbf3f3c6cc754b4d24
57.0 MB Preview Download
md5:1340aa25019a2c5dfdd7b1fc1030d70b
15.7 MB Preview Download
md5:a85a2d98bbdb5ad5070209ee97a64bda
1.0 MB Preview Download
md5:51bc6a7eaac2d1582c5bed85ca377b65
393.2 MB Preview Download
md5:8933ead0bb4418cefadca24ba7653f4a
50.9 MB Preview Download
md5:d2a820033b753a5d4bf9c69275880a46
29.2 MB Preview Download
md5:fb015838f1be386ad2e9ed905cbd5ec8
138.7 MB Preview Download
md5:880d2f65abbd4390a3dd37415b086274
84.5 MB Preview Download
md5:67cb12cc3e594206d6f074adda20da09
9.4 MB Preview Download
md5:038fff63dd3b96ba6b5bbc359046a0d1
7.6 MB Preview Download
md5:d287580010b8779f5e2324dfd80896bf
37.2 MB Preview Download
md5:bdb7aca456ee106bface204459f2a649
105.3 MB Preview Download
md5:783ab9767af2620365fb051bf9daffd7
43.6 MB Preview Download

Additional details

Related works

Is source of
Publication: https://openaccess.thecvf.com/content/CVPR2024/html/Li_Learning_without_Exact_Guidance_Updating_Large-scale_High-resolution_Land_Cover_Maps_CVPR_2024_paper.html (Other)
Is supplement to
Publication: 10.5194/essd-15-4749-2023 (DOI)
Is supplemented by
Publication: 10.1016/j.isprsjprs.2022.08.008 (DOI)

Dates

Accepted
2025-11-30
Created
2025-06-12

References

  • Li, Z., Li, L., Hu, T., Cheng, M., He, W., Qiu, T., Zhang, L., & Zhang, H. (2025). SinoBF-1: Satellite mapping of every building's function in 109 major cities in China reveals deep built environment disparities (Version 1.0) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.17844789