cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/wpacards-c8-138358
title: WPA household census for 1631 1/4 SOUTH WALL STREET, Los Angeles
DOI: 10.25549/wpacards-c8-138369
title: WPA household census for 1717 SOUTH WALL STREET, Los Angeles
DOI: 10.25549/wpacards-c8-138371
title: WPA household census for 1721 1/2 SOUTH WALL STREET, Los Angeles
DOI: 10.25549/wpacards-c8-138411
title: WPA household census for 1700 SOUTH MAPLE ST, Los Angeles
DOI: 10.25549/wpacards-c8-138415
title: WPA household census for 1640 1/2 SOUTH MAPLE ST, Los Angeles
DOI: 10.25549/wpacards-c8-138457
title: WPA household census for 522 EAST 15TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-138475
title: WPA household census for 535 1/2 EAST 16TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-138489
title: WPA household census for 445 EAST 16TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-138501
title: WPA household census for 411 EAST 16TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-138513
title: WPA household census for 1526 MAPLE AVE, Los Angeles
DOI: 10.25549/wpacards-c8-138534
title: WPA household census for 1617 TRINITY STREET, Los Angeles
DOI: 10.25549/wpacards-c8-138536
title: WPA household census for 1627 TRINITY STREET, Los Angeles
DOI: 10.25549/wpacards-c8-138542
title: WPA household census for 1639 TRINITY STREET, Los Angeles
DOI: 10.25549/wpacards-c8-138599
title: WPA household census for 538 EAST 16TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-138607
title: WPA household census for 562 3/4 EAST 16TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-138615
title: WPA household census for 645 EAST WASHINGTON BLVD, Los Angeles
DOI: 10.25549/wpacards-c8-138635
title: WPA household census for 645 EAST WASHINGTON BLVD, Los Angeles
DOI: 10.25549/wpacards-c8-138646
title: WPA household census for 625 EAST WASHINGTON BLVD, Los Angeles
DOI: 10.25549/wpacards-c8-138675
title: WPA household census for 605 EAST WASHINGTON BLVD, Los Angeles
DOI: 10.25549/wpacards-c8-138676
title: WPA household census for 605 EAST WASHINGTON BLVD, Los Angeles
DOI: 10.25549/wpacards-c8-138729
title: WPA household census for 1638 TRINITY STREET, Los Angeles
DOI: 10.25549/wpacards-c8-138736
title: WPA household census for 1638 TRINITY STREET, Los Angeles
DOI: 10.25549/wpacards-c8-138748
title: WPA household census for 1620 TRINITY STREET, Los Angeles
DOI: 10.25549/wpacards-c8-138757
title: WPA household census for 718 1/2 EAST PICO STREET, Los Angeles
DOI: 10.25549/wpacards-c8-138797
title: WPA household census for 738 EAST 14TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-138798
title: WPA household census for 738 EAST 14TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-138814
title: WPA household census for 1417 GRIFFITH AVE, Los Angeles
DOI: 10.25549/wpacards-c8-138816
title: WPA household census for 1417 GRIFFITH AVE, Los Angeles
DOI: 10.25549/wpacards-c8-138840
title: WPA household census for 767 CLANTON STREET, Los Angeles
DOI: 10.25549/wpacards-c8-138853
title: WPA household census for 731 CLANTON STREET, Los Angeles
DOI: 10.25549/wpacards-c8-139727
title: WPA household census for 809 1/2 CLANTON STREET, Los Angeles
DOI: 10.25549/wpacards-c8-139744
title: WPA household census for 764 CLANTON STREET, Los Angeles
DOI: 10.25549/wpacards-c8-139758
title: WPA household census for 1457 GRIFFITH AVE, Los Angeles
DOI: 10.25549/wpacards-c8-139781
title: WPA household census for 772 EAST 16TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-139791
title: WPA household census for 759 1/2 EAST 17TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-139792
title: WPA household census for 761 1/2 EAST 17TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-139823
title: WPA household census for 766 - 768 EAST 17TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-139845
title: WPA household census for 767 EAST 18TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-139856
title: WPA household census for 725 EAST 18TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-139875
title: WPA household census for 710 EAST 18TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-139896
title: WPA household census for 707 EAST WASHINGTON BLVD, Los Angeles
DOI: 10.25549/wpacards-c8-139898
title: WPA household census for 766 EAST 18TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-139918
title: WPA household census for 824 3/4 EAST 18TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-139922
title: WPA household census for 1801 1/2 SOUTH GRIFFITH AVE, Los Angeles
DOI: 10.25549/wpacards-c8-139949
title: WPA household census for 1012 1/2 EAST 14TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-139994
title: WPA household census for 1113 1/2 CLANTON STREET, Los Angeles
DOI: 10.25549/wpacards-c8-139996
title: WPA household census for 1109 CLANTON STREET, Los Angeles
DOI: 10.25549/wpacards-c8-140005
title: WPA household census for 1420 PALOMA STREET, Los Angeles
DOI: 10.25549/wpacards-c8-140017
title: WPA household census for 1421 1/2 CENTRAL AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140041
title: WPA household census for 1506 1/2 GRIFFITH AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140049
title: WPA household census for 1502 GRIFFITH AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140069
title: WPA household census for 1456 1/2 GRIFFITH AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140073
title: WPA household census for 1116 CLANTON AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140095
title: WPA household census for 1219 EAST 16TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-140113
title: WPA household census for 1633 PALOMA STREET, Los Angeles
DOI: 10.25549/wpacards-c8-140125
title: WPA household census for 1700 GRIFFITH AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140135
title: WPA household census for 1628 GRIFFITH AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140157
title: WPA household census for 1651 ESSEX STREET, Los Angeles
DOI: 10.25549/wpacards-c8-140189
title: WPA household census for 1020 EAST 18TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-140196
title: WPA household census for 1812 1/2 GRIFFITH AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140227
title: WPA household census for 1121 EAST WASHINGTON AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140234
title: WPA household census for 1214 EAST 18TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-140245
title: WPA household census for 900 EAST PICO BLVD, Los Angeles
DOI: 10.25549/wpacards-c8-140260
title: WPA household census for 900 EAST PICO BLVD, Los Angeles
DOI: 10.25549/wpacards-c8-140274
title: WPA household census for 1025 EAST 14TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-140288
title: WPA household census for 1320 STANFORD AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140313
title: WPA household census for 1133 3/4 EAST 14TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-140323
title: WPA household census for 752 EAST WASHINGTON BLVD, Los Angeles
DOI: 10.25549/wpacards-c8-140329
title: WPA household census for 1925 STANFORD, Los Angeles
DOI: 10.25549/wpacards-c8-140343
title: WPA household census for 757 EAST 20TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-140346
title: WPA household census for 741 1/2 EAST 20TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-140363
title: WPA household census for 1025 EAST 20TH STREET, Los Angeles
DOI: 10.25549/wpacards-c8-140399
title: WPA household census for 1476 STONER AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140410
title: WPA household census for 11620 OHIO AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140420
title: WPA household census for 1516 BARRY AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140456
title: WPA household census for 1555 WELLESLEY AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140473
title: WPA household census for 1521 AMHERST AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140474
title: WPA household census for 1519 1/2 AMHERST AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140489
title: WPA household census for 1556 WELLESLEY AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140490
title: WPA household census for 1550 WELLESLEY AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140501
title: WPA household census for 1533 BUNDY DR, Los Angeles
DOI: 10.25549/wpacards-c8-140539
title: WPA household census for 1516 1/2 BUNDY DR, Los Angeles
DOI: 10.25549/wpacards-c8-140548
title: WPA household census for 1545 BROCKTON AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140585
title: WPA household census for 1558 BROCKTON AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140591
title: WPA household census for 1516 BROCKTON AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140606
title: WPA household census for 1549 1/2  WESTGATE AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140620
title: WPA household census for 1525 GRANVILLE AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140630
title: WPA household census for 1538 WESTGATE AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140649
title: WPA household census for 1532 1/2 GRANVILLE AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140653
title: WPA household census for 1524 GRANVILLE AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140676
title: WPA household census for 11660 SANTA MONICA BLVD, Los Angeles
DOI: 10.25549/wpacards-c8-140695
title: WPA household census for 11626 1/8 SANTA MONICA BLVD, Los Angeles
DOI: 10.25549/wpacards-c8-140713
title: WPA household census for 1635 CARMELINA AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140719
title: WPA household census for 1620 CENTINELLA AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140741
title: WPA block face card for household census (block 199) in Los Angeles
DOI: 10.25549/wpacards-c8-140757
title: WPA household census for 12118 IDAHO AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140788
title: WPA household census for 11966 1/2 IDAHO AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140789
title: WPA household census for 11966 1/4 IDAHO AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140796
title: WPA household census for 1603 BROCKTON AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140812
title: WPA household census for 11969 IOWA AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140819
title: WPA household census for 1620 BUNDY DRIVE, Los Angeles
DOI: 10.25549/wpacards-c8-140844
title: WPA household census for 1638 BROCKTON AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140885
title: WPA household census for 1604 1/2 ARMACOST AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140891
title: WPA household census for 1615 1/2 GRANVILLE AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140903
title: WPA household census for 1620 WESTGATE AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140904
title: WPA household census for 1616 WESTGATE AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140919
title: WPA household census for 11771 IOWA AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140928
title: WPA household census for 1612R GRANVILLE AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140962
title: WPA household census for 1627 BARRY AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140967
title: WPA household census for 11659 IOWA AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140979
title: WPA household census for 11624 IDAHO AVE, Los Angeles
DOI: 10.25549/wpacards-c8-140995
title: WPA block face card for household census (block 224) in Los Angeles
DOI: 10.25549/wpacards-c8-141005
title: WPA household census for 1745 GRANVILLE AVE, Los Angeles
DOI: 10.25549/wpacards-c8-141021
title: WPA household census for 1728 1/2 GRANVILLE AVE, Los Angeles
DOI: 10.25549/wpacards-c8-141035
title: WPA household census for 1709 WESTGATE AVE, Los Angeles
DOI: 10.25549/wpacards-c8-141053
title: WPA household census for 11970 WALNUT LANE, Los Angeles
DOI: 10.25549/wpacards-c8-141070
title: WPA household census for 1736 BROCKTON AVE, Los Angeles
DOI: 10.25549/wpacards-c8-141072
title: WPA household census for 1738 1/2 BROCKTON AVE, Los Angeles
DOI: 10.25549/wpacards-c8-141113
title: WPA household census for 1752 1/2 SOUTH CARMELINA AVE, Los Angeles
DOI: 10.25549/wpacards-c8-141124
title: WPA household census for 1756 SOUTH WELLESLEY AVE, Los Angeles
DOI: 10.25549/wpacards-c8-141131
title: WPA household census for 1636 1/2 BARRY AVE, Los Angeles
DOI: 10.25549/wpacards-c8-141135
title: WPA household census for 1622 BARRY AVE, Los Angeles
DOI: 10.25549/wpacards-c8-141154
title: WPA household census for 1675 FEDERAL AVE, Los Angeles
DOI: 10.25549/wpacards-c8-133255
title: WPA household census for 206 1/2 WEST 52ND PLACE, Los Angeles County
DOI: 10.25549/wpacards-c8-133581
title: WPA household census for 160 WEST 50TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-133586
title: WPA household census for 148 R WEST 50TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-133615
title: WPA household census for 139 WEST 51ST STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-133637
title: WPA household census for 212 WEST 49TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-133658
title: WPA household census for 123 WEST 50TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-133673
title: WPA household census for 207 WEST 50TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-133674
title: WPA household census for 211 WEST 50TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-133721
title: WPA household census for 253 WEST 49TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-133741
title: WPA household census for 119 WEST 49TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-133753
title: WPA household census for 203 WEST 49TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-133756
title: WPA household census for 216 WEST 49TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-133777
title: WPA household census for 232 WEST 48TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-133807
title: WPA household census for 1718 WEST 83RD STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-133814
title: WPA household census for 8315 SOUTH HARVARD BLVD, Los Angeles County
DOI: 10.25549/wpacards-c8-133819
title: WPA household census for 1733 1/2 WEST 84TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-133821
title: WPA household census for 1660-1658 WEST 83RD STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-133849
title: WPA household census for 2148 WEST 84TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-133850
title: WPA household census for 2144 WEST 84TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-133852
title: WPA household census for 2136 WEST 84TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-133892
title: WPA household census for 2019 WEST 84TH PLACE, Los Angeles County
DOI: 10.25549/wpacards-c8-133916
title: WPA household census for 1919 WEST 84TH PLACE, Los Angeles County
DOI: 10.25549/wpacards-c8-133925
title: WPA block face card for household census (block 1338) in Los Angeles County
DOI: 10.25549/wpacards-c8-133952
title: WPA household census for 1714 WEST 84TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-133953
title: WPA household census for 1700 WEST 84TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-133959
title: WPA household census for 1719 WEST 84TH PLACE, Los Angeles County
DOI: 10.25549/wpacards-c8-133961
title: WPA household census for 1729 WEST 84TH PLACE, Los Angeles County
DOI: 10.25549/wpacards-c8-133964
title: WPA household census for 1735 WEST 84TH PLACE, Los Angeles County
DOI: 10.25549/wpacards-c8-133971
title: WPA household census for 1652 WEST 84TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-133994
title: WPA household census for 1617 WEST 84TH PLACE, Los Angeles County
DOI: 10.25549/wpacards-c8-133999
title: WPA household census for 1639 WEST 84TH PLACE, Los Angeles County
DOI: 10.25549/wpacards-c8-134015
title: WPA household census for 2114 WEST 84TH PLACE, Los Angeles County
DOI: 10.25549/wpacards-c8-134025
title: WPA household census for 2133 WEST 85TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-134033
title: WPA household census for 2140 WEST 85TH PLACE, Los Angeles County
DOI: 10.6084/m9.figshare.18093890
title: UAV-based solar photovoltaic detection dataset

description: This dataset contains unmanned aerial vehicle (UAV) imagery (a.k.a. drone imagery) and annotations of solar panel locations captured from controlled flights at various altitudes and speeds across two sites at Duke Forest (Couch field and Blackwood field). In total there are 423 stationary images and corresponding annotations of solar panels within sight, along with 60 videos taken from flying the UAV roughly at either 8 m/s or 14 m/s. In total there are 2,019 solar panel instances annotated.<b><br></b>Associated publication:<b><br></b>“Utilizing geospatial data for assessing energy security: Mapping small solar home systems using unmanned aerial vehicles and deep learning” [https://arxiv.org/abs/2201.05548]<b><br></b>Data processing:<b><br></b>Please refer to this Github repository for further details on data management and preprocessing: https://github.com/BensonRen/Drone_based_solar_PV_detection. The two scripts included enable the user to reproduce the experiments in the paper above.<b><br></b>Contents:<b><br></b>After unzipping the package, there will be 3 directories:<b><br></b>1. Train_val_set: Stationary UAV images (.JPG) taken at various altitudes in the Couch field of Duke Forest for training and validation purposes, along with their solar PV annotations (.png)<b><br></b>2. Test_set: Stationary UAV images (.JPG) taken at various altitudes in the Blackwood field of Duke Forest for test purposes, along with their solar PV annotations (.png)<b><br></b>3. Moving_labeled: Images (img/*.png) capture from videos moving with two speed modes (Sport: 14m/s, Norma: 8m/s) at various altitudes and their solar PV annotations (labels/*.png)<b><br><br><br></b>For additional details of this dataset, please refer to REAMDE.docx enclosed.<b><br><br></b>Acknowledgments: This dataset was created at the Duke University Energy Initiative in collaboration with the Energy Access Project at Duke and RTI International. We thank the Duke University Energy Data Analytics Ph.D. Student Fellowship Program for their support. We also thank Duke Forest for use of the flight zones for data collection.<br>
DOI: 10.25549/wpacards-c8-134037
title: WPA household census for 2118 WEST 85TH PLACE, Los Angeles County
DOI: 10.25549/wpacards-c8-134050
title: WPA household census for 2007 WEST 85TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-134060
title: WPA block face card for household census (block 1366) in Los Angeles County
DOI: 10.25549/wpacards-c8-134095
title: WPA household census for 1956 WEST 85TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-134136
title: WPA household census for 1732 WEST 84TH PLACE, Los Angeles County
DOI: 10.25549/wpacards-c8-134141
title: WPA household census for 1712 WEST 84TH PLACE, Los Angeles County
DOI: 10.25549/wpacards-c8-134155
title: WPA household census for 1735 1/2-1735 WEST 85TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-134156
title: WPA household census for 1733R WEST 85TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-134160
title: WPA household census for 1728 WEST 85TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-134169
title: WPA household census for 1648 WEST 84TH PLACE, Los Angeles County
DOI: 10.25549/wpacards-c8-134181
title: WPA household census for 1606 WEST 84TH PLACE, Los Angeles County
DOI: 10.25549/wpacards-c8-134213
title: WPA household census for 1601 WEST MANCHESTER AVE, Los Angeles County
DOI: 10.25549/wpacards-c8-142249
title: WPA block face card for household census (block 378) in Los Angeles County
DOI: 10.25549/wpacards-c8-142250
title: WPA household census for 1227 VANCOUVER AVE, Los Angeles County
DOI: 10.25549/wpacards-c8-142290
title: WPA household census for 1318 KERN AVE, Los Angeles County
DOI: 10.25549/wpacards-c8-142315
title: WPA household census for 1308 SOUTH FERRIS AVE, Los Angeles County
DOI: 10.25549/wpacards-c8-142325
title: WPA household census for 1444 SOUTH WOODS PLACE, Los Angeles County
DOI: 10.25549/wpacards-c8-142350
title: WPA household census for 1437 SOUTH WOODS AVE, Los Angeles County
DOI: 10.25549/wpacards-c8-142355
title: WPA household census for 1310 SOUTH WOODS AVE, Los Angeles County
DOI: 10.25549/wpacards-c8-142386
title: WPA household census for 1332 HERBERT AVE, Los Angeles County
DOI: 10.25549/wpacards-c8-142397
title: WPA household census for 1321 BONNIE BEACH PLACE, Los Angeles County
DOI: 10.25549/wpacards-c8-142401
title: WPA household census for 1333 BONNIE BEACH PLACE, Los Angeles County
DOI: 10.25549/wpacards-c8-142421
title: WPA household census for 1460 DUNCAN AVE, Los Angeles County
DOI: 10.6084/m9.figshare.18094043
title: Solar photovoltaic annotations for computer vision related to the "Classification Training Dataset for Crop Types in Rwanda" drone imagery dataset

description: This dataset contains annotations (i.e. polygons) for solar photovoltaic (PV) objects in the previously published dataset "Classification Training Dataset for Crop Types in Rwanda" published by RTI International (DOI: 10.34911/rdnt.r4p1fr [1]). These polygons are intended to enable the use of this dataset as a machine learning training dataset for solar PV identification in drone imagery. Note that this dataset contains ONLY the solar panel polygon labels and needs to be used with the original RGB UAV imagery “Drone Imagery Classification Training Dataset for Crop Types in Rwanda” (https://mlhub.earth/data/rti_rwanda_crop_type). The original dataset contains UAV imagery (RGB) in .tiff format in six provinces in Rwanda, each with three phases imaged and our solar PV annotation dataset follows the same data structure with province and phase label in each subfolder.<b><br></b>Data processing:Please refer to this Github repository for further details: https://github.com/BensonRen/Drone_based_solar_PV_detection. The original dataset is divided into 8000x8000 pixel image tiles and manually labeled with polygons (mainly rectangles) to indicate the presence of solar PV. These polygons are converted into pixel-wise, binary class annotations.<b><br></b>Other information:1. The six provinces that UAV imagery came from are: (1) Cyampirita (2) Kabarama (3) Kaberege (4) Kinyaga (5) Ngarama (6) Rwakigarati. These original data collections were staged across 18 phases, each collected a set of imagery from a given Province (each provinces had 3 phases of collection). We have annotated 15 out of 18 phases, with the missing ones being: Kabarama-Phase2, Kaberege-Phase3, and Kinyaga-Phase3 due to data compatibility issues of the unused phases.2. The annotated polygons are transformed into binary maps the size of the image tiles but where each pixel is either 0 or 1. In this case, 0 represents background and 1 represents solar PV pixels. These binary maps are in .png format and each Province/phase set has between 9 and 49 annotation patches. Using the code provided in the above repository, the same image patches can be cropped from the original RGB imagery.3. Solar PV densities vary across the image patches. In total, there were 214 solar PV instances labeled in the 15 phase.<b><br></b>Associated publications:“Utilizing geospatial data for assessing energy security: Mapping small solar home systems using unmanned aerial vehicles and deep learning” [https://arxiv.org/abs/2201.05548]<br>This dataset is published under CC-BY-NC-SA-4.0 license. (https://creativecommons.org/licenses/by-nc-sa/4.0/)
DOI: 10.25549/wpacards-c8-142431
title: WPA household census for 1410 DUNCAN AVE, Los Angeles County
DOI: 10.25549/wpacards-c8-142434
title: WPA household census for 1551 MCBRIDE AVE, Los Angeles County
DOI: 10.25549/wpacards-c8-135727
title: WPA household census for 416 WEST IMPERIAL STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-135760
title: WPA household census for 11423 BROADWAY, Los Angeles County
DOI: 10.25549/wpacards-c8-135779
title: WPA household census for 148 WEST IMPERIAL HWY, Los Angeles County
DOI: 10.25549/wpacards-c8-135789
title: WPA household census for 149 WEST 115TH STREET, Los Angeles County
DOI: 10.25549/wpacards-c8-135811
title: WPA household census for 326 EAST IMPERIAL BLVD, Los Angeles County
DOI: 10.25549/wpacards-c8-135865
title: WPA bock face card for household census (block 2147) in Los Angeles County
DOI: 10.25549/wpacards-c8-135866
title: WPA household census for 712 EAST IMPERIAL HWY, Los Angeles County
DOI: 10.25549/wpacards-c8-135874
title: WPA bock face card for household census (block 2149) in Los Angeles County