|
View: |
Part 1: Document Description
|
|
Citation |
|
|---|---|
|
Title: |
A high resolution urban and rural settlement map of Africa |
|
Identification Number: |
doi:10.7910/DVN/YFRECD |
|
Distributor: |
Harvard Dataverse |
|
Date of Distribution: |
2025-12-22 |
|
Version: |
1 |
|
Bibliographic Citation: |
Kakooei, Mohammad; Bailie, James; B. Pettersson, Markus; Söderberg, Albin; Becevic, Albin; Daoud, Adel, 2025, "A high resolution urban and rural settlement map of Africa", https://doi.org/10.7910/DVN/YFRECD, Harvard Dataverse, V1 |
|
Citation |
|
|
Title: |
A high resolution urban and rural settlement map of Africa |
|
Identification Number: |
doi:10.7910/DVN/YFRECD |
|
Authoring Entity: |
Kakooei, Mohammad (https://ror.org/05ynxx418) |
|
Bailie, James (Harvard University) |
|
|
B. Pettersson, Markus (https://ror.org/040wg7k59) |
|
|
Söderberg, Albin (Chalmers University of technology) |
|
|
Becevic, Albin (https://ror.org/040wg7k59) |
|
|
Daoud, Adel (Linköping University) |
|
|
Distributor: |
Harvard Dataverse |
|
Access Authority: |
Kakooei, Mohammad |
|
Depositor: |
Kakooei, Mohammad |
|
Date of Deposit: |
2024-11-04 |
|
Holdings Information: |
https://doi.org/10.7910/DVN/YFRECD |
|
Study Scope |
|
|
Keywords: |
Earth and Environmental Sciences |
|
Abstract: |
This study introduces a high-resolution rural-urban maps for Africa by integrating land cover and human settlement data using deep learning. The model, based on the DeepLabV3 architecture, classifies land into urban, rural, and non-settlement areas at a 10-meter resolution, improving accuracy in distinguishing these regions. This enhanced rural-urban map provides valuable insights to support more informed decisions for urban planning, sustainable development, and environmental management in Africa. To identify the relevant patch ID, refer to the file AfricaGeometry.PNG. Each image contains 7 bands (b1 to b7), corresponding to the years 2016 through 2022. You can use the GEE app below to surf the map and get the download link. https://kakooeimohammd.users.earthengine.app/view/rural-urban-africa |
|
Kind of Data: |
GeoTiff |
|
Methodology and Processing |
|
|
Sources Statement |
|
|
Data Access |
|
|
Notes: |
<a href="http://creativecommons.org/licenses/by/4.0">CC BY 4.0</a> |
|
Other Study Description Materials |
|
|
Label: |
AfricaGeometry.png |
|
Notes: |
image/png |
|
Label: |
RuralUrban_0_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_10_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_11_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_12_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_13_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_14_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_15_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_16_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_17_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_18_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_19_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_1_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_20_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_21_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_22_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_23_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_24_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_25_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_26_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_27_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_28_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_29_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_2_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_30_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_31_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_32_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_33_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_34_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_35_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_36_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_37_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_38_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_39_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_3_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_40_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_41_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_42_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_43_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_44_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_45_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_46_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_47_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_48_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_49_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_4_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_50_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_51_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_52_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_53_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_54_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_55_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_56_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_57_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_58_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_59_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_5_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_60_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_61_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_62_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_63_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_64_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_65_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_66_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_67_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_68_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_69_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_6_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_70_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_71_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_72_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_73_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_74_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_75_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_76_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_77_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_78_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_79_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_7_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_80_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_81_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_82_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_83_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_84_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_85_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_86_COG.tif |
|
Notes: |
image/tiff |
|
Label: |
RuralUrban_9_COG.tif |
|
Notes: |
image/tiff |