Hugging Face's logo

Datasets:
OBH30
/
IRRISIGHT

Tasks:
Image Segmentation
Image Classification
Object Detection
Modalities:
Text
Geospatial
Formats:
webdataset
Languages:
English
Size:
1M - 10M
Tags:
remote-sensing
irrigation
agriculture
earth-observation
Libraries:
Datasets
WebDataset
License:
Dataset card Data Studio Files Community
2
Dataset Viewer (First 5GB)
Auto-converted to Parquet
land_mask.npy
sequencelengths
1
1
meta.json
dict
synthetic_label.npy
sequencelengths
224
224
subirr_mask.npy
sequencelengths
224
224
label_confidence.npy
sequencelengths
224
224
rgb.npy
sequencelengths
3
3
crop_mask.npy
sequencelengths
1
1
agri_index.npy
sequencelengths
12
12
irr_mask.npy
sequencelengths
224
224
__key__
stringlengths
98
102
__url__
stringclasses
2 values
[[[0.5960784554481506,0.5960784554481506,0.5960784554481506,0.5960784554481506,0.5960784554481506,0.(...TRUNCATED)
{"crs":"EPSG:5070","id":"Arizona_2023_088a4be5-2054-480a-bcd8-dfdd4ce7cfb6_L2A_T12SVB_A033100_202307(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
[[0.9864093065261841,0.9921079277992249,0.9935867786407471,0.9943159222602844,0.9946883916854858,0.9(...TRUNCATED)
[[[0.3176470696926117,0.32549020648002625,0.32549020648002625,0.3333333432674408,0.3764705955982208,(...TRUNCATED)
[[[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0(...TRUNCATED)
[[[0.3167794346809387,0.33969956636428833,0.334685355424881,0.3145967423915863,0.3138441741466522,0.(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
"Arizona_2023_088a4be5-2054-480a-bcd8-dfdd4ce7cfb6_L2A_T12SVB_A033100_20230708T180712_patch_7616_560(...TRUNCATED)
hf://datasets/OBH30/IRRISIGHT@3c2acb936234aff6741d03d93f0d03bee14d1f79/Arizona/Arizona_0001.tar
[[[0.239215686917305,0.239215686917305,0.239215686917305,0.239215686917305,0.239215686917305,0.23921(...TRUNCATED)
{"crs":"EPSG:5070","id":"Arizona_2023_088a4be5-2054-480a-bcd8-dfdd4ce7cfb6_L2A_T12SVB_A033100_202307(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
[[0.9278510808944702,0.9299930334091187,0.9061004519462585,0.8874322772026062,0.8680198192596436,0.8(...TRUNCATED)
[[[0.8901960849761963,0.9098039269447327,0.8509804010391235,0.7843137383460999,0.7490196228027344,0.(...TRUNCATED)
[[[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0(...TRUNCATED)
[[[0.09913983941078186,0.09493138641119003,0.10687083750963211,0.12340638041496277,0.132442608475685(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
"Arizona_2023_088a4be5-2054-480a-bcd8-dfdd4ce7cfb6_L2A_T12SVB_A033100_20230708T180712_patch_7616_582(...TRUNCATED)
hf://datasets/OBH30/IRRISIGHT@3c2acb936234aff6741d03d93f0d03bee14d1f79/Arizona/Arizona_0001.tar
[[[0.6901960968971252,0.6901960968971252,0.6901960968971252,0.6901960968971252,0.5960784554481506,0.(...TRUNCATED)
{"crs":"EPSG:5070","id":"Arizona_2023_088a4be5-2054-480a-bcd8-dfdd4ce7cfb6_L2A_T12SVB_A033100_202307(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
[[0.9869024753570557,0.9935977458953857,0.994494616985321,0.9950272440910339,0.9953333735466003,0.99(...TRUNCATED)
[[[0.7803921699523926,0.7568627595901489,0.7686274647712708,0.7529411911964417,0.7450980544090271,0.(...TRUNCATED)
[[[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0(...TRUNCATED)
[[[0.16341595351696014,0.16029763221740723,0.15054698288440704,0.16083136200904846,0.160922661423683(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
"Arizona_2023_088a4be5-2054-480a-bcd8-dfdd4ce7cfb6_L2A_T12SVB_A033100_20230708T180712_patch_7840_358(...TRUNCATED)
hf://datasets/OBH30/IRRISIGHT@3c2acb936234aff6741d03d93f0d03bee14d1f79/Arizona/Arizona_0001.tar
[[[0.007843137718737125,0.007843137718737125,0.007843137718737125,0.007843137718737125,0.00784313771(...TRUNCATED)
{"crs":"EPSG:5070","id":"Arizona_2023_088a4be5-2054-480a-bcd8-dfdd4ce7cfb6_L2A_T12SVB_A033100_202307(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
[[0.8815568089485168,0.891623318195343,0.871343195438385,0.833271861076355,0.8124809265136719,0.8026(...TRUNCATED)
[[[0.5098039507865906,0.4470588266849518,0.3607843220233917,0.3294117748737335,0.3333333432674408,0.(...TRUNCATED)
[[[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0(...TRUNCATED)
[[[0.2831031382083893,0.4028305411338806,0.5716522336006165,0.6202934980392456,0.6158479452133179,0.(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
"Arizona_2023_088a4be5-2054-480a-bcd8-dfdd4ce7cfb6_L2A_T12SVB_A033100_20230708T180712_patch_7840_380(...TRUNCATED)
hf://datasets/OBH30/IRRISIGHT@3c2acb936234aff6741d03d93f0d03bee14d1f79/Arizona/Arizona_0001.tar
[[[0.239215686917305,0.239215686917305,0.239215686917305,0.239215686917305,0.239215686917305,0.23921(...TRUNCATED)
{"crs":"EPSG:5070","id":"Arizona_2023_088a4be5-2054-480a-bcd8-dfdd4ce7cfb6_L2A_T12SVB_A033100_202307(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
[[0.927251398563385,0.9326809644699097,0.9393782019615173,0.9401876330375671,0.9354586005210876,0.92(...TRUNCATED)
[[[0.43921568989753723,0.43921568989753723,0.43529412150382996,0.4313725531101227,0.4313725531101227(...TRUNCATED)
[[[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0(...TRUNCATED)
[[[0.1810869425535202,0.18187221884727478,0.17965789139270782,0.18272198736667633,0.1822452098131179(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
"Arizona_2023_088a4be5-2054-480a-bcd8-dfdd4ce7cfb6_L2A_T12SVB_A033100_20230708T180712_patch_7840_403(...TRUNCATED)
hf://datasets/OBH30/IRRISIGHT@3c2acb936234aff6741d03d93f0d03bee14d1f79/Arizona/Arizona_0001.tar
[[[0.6901960968971252,0.6901960968971252,0.6901960968971252,0.6901960968971252,0.6901960968971252,0.(...TRUNCATED)
{"crs":"EPSG:5070","id":"Arizona_2023_088a4be5-2054-480a-bcd8-dfdd4ce7cfb6_L2A_T12SVB_A033100_202307(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
[[0.9919087290763855,0.9940265417098999,0.9946234226226807,0.9952852129936218,0.9951475262641907,0.9(...TRUNCATED)
[[[0.7058823704719543,0.7254902124404907,0.729411780834198,0.729411780834198,0.729411780834198,0.725(...TRUNCATED)
[[[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0(...TRUNCATED)
[[[0.1383952647447586,0.1366390436887741,0.13587744534015656,0.13436554372310638,0.133099764585495,0(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
"Arizona_2023_088a4be5-2054-480a-bcd8-dfdd4ce7cfb6_L2A_T12SVB_A033100_20230708T180712_patch_7840_425(...TRUNCATED)
hf://datasets/OBH30/IRRISIGHT@3c2acb936234aff6741d03d93f0d03bee14d1f79/Arizona/Arizona_0001.tar
[[[0.5960784554481506,0.5960784554481506,0.6901960968971252,0.6901960968971252,0.6901960968971252,0.(...TRUNCATED)
{"crs":"EPSG:5070","id":"Arizona_2023_088a4be5-2054-480a-bcd8-dfdd4ce7cfb6_L2A_T12SVB_A033100_202307(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
[[0.9920444488525391,0.9923436045646667,0.9895824193954468,0.9905301928520203,0.9888733625411987,0.9(...TRUNCATED)
[[[0.7882353067398071,0.7843137383460999,0.7372549176216125,0.7019608020782471,0.7607843279838562,0.(...TRUNCATED)
[[[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0(...TRUNCATED)
[[[0.16308048367500305,0.16439667344093323,0.21038693189620972,0.24451091885566711,0.192716106772422(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
"Arizona_2023_088a4be5-2054-480a-bcd8-dfdd4ce7cfb6_L2A_T12SVB_A033100_20230708T180712_patch_7840_515(...TRUNCATED)
hf://datasets/OBH30/IRRISIGHT@3c2acb936234aff6741d03d93f0d03bee14d1f79/Arizona/Arizona_0001.tar
[[[0.007843137718737125,0.007843137718737125,0.007843137718737125,0.4745098054409027,0.4745098054409(...TRUNCATED)
{"crs":"EPSG:5070","id":"Arizona_2023_088a4be5-2054-480a-bcd8-dfdd4ce7cfb6_L2A_T12SVB_A033100_202307(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
[[0.9401636123657227,0.9556728601455688,0.9764444828033447,0.9883692264556885,0.9925423860549927,0.9(...TRUNCATED)
[[[0.3529411852359772,0.3960784375667572,0.6078431606292725,0.8039215803146362,0.8274509906768799,0.(...TRUNCATED)
[[[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0(...TRUNCATED)
[[[0.5239471197128296,0.48603174090385437,0.298453688621521,0.13498832285404205,0.11979923397302628,(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
"Arizona_2023_088a4be5-2054-480a-bcd8-dfdd4ce7cfb6_L2A_T12SVB_A033100_20230708T180712_patch_7840_537(...TRUNCATED)
hf://datasets/OBH30/IRRISIGHT@3c2acb936234aff6741d03d93f0d03bee14d1f79/Arizona/Arizona_0001.tar
[[[0.239215686917305,0.239215686917305,0.239215686917305,0.239215686917305,0.239215686917305,0.23921(...TRUNCATED)
{"crs":"EPSG:5070","id":"Arizona_2023_088a4be5-2054-480a-bcd8-dfdd4ce7cfb6_L2A_T12SVB_A033100_202307(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
[[0.9239187836647034,0.9286467432975769,0.9315502643585205,0.9406055212020874,0.940743625164032,0.93(...TRUNCATED)
[[[0.250980406999588,0.250980406999588,0.2705882489681244,0.29411765933036804,0.2980392277240753,0.2(...TRUNCATED)
[[[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0(...TRUNCATED)
[[[0.2107958048582077,0.21667325496673584,0.2168610394001007,0.21119675040245056,0.20756641030311584(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
"Arizona_2023_088a4be5-2054-480a-bcd8-dfdd4ce7cfb6_L2A_T12SVB_A033100_20230708T180712_patch_7840_560(...TRUNCATED)
hf://datasets/OBH30/IRRISIGHT@3c2acb936234aff6741d03d93f0d03bee14d1f79/Arizona/Arizona_0001.tar
[[[0.239215686917305,0.239215686917305,0.239215686917305,0.239215686917305,0.239215686917305,0.23921(...TRUNCATED)
{"crs":"EPSG:5070","id":"Arizona_2023_088a4be5-2054-480a-bcd8-dfdd4ce7cfb6_L2A_T12SVB_A033100_202307(...TRUNCATED)
[[0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
[[0.749453604221344,0.6432269811630249,0.6146478056907654,0.6154496073722839,0.5901945233345032,0.56(...TRUNCATED)
[[[0.5372549295425415,0.5254902243614197,0.5215686559677124,0.5176470875740051,0.501960813999176,0.4(...TRUNCATED)
[[[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0(...TRUNCATED)
[[[0.26756295561790466,0.28787508606910706,0.3047723174095154,0.30118125677108765,0.3054307401180267(...TRUNCATED)
[[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,(...TRUNCATED)
"Arizona_2023_088a4be5-2054-480a-bcd8-dfdd4ce7cfb6_L2A_T12SVB_A033100_20230708T180712_patch_7840_582(...TRUNCATED)
hf://datasets/OBH30/IRRISIGHT@3c2acb936234aff6741d03d93f0d03bee14d1f79/Arizona/Arizona_0001.tar
End of preview. Expand in Data Studio

IRRISIGHT

IRRISIGHT is a large-scale multimodal dataset to address water availability problems in agriculture. It is designed to support supervised and semi-supervised learning tasks related to agricultural water use monitoring. Due to the space constraints, we uploaded the files across multiple repositories as follows: To download Pennsylvania and Maryland, use the current repository (OBH30/IRRISIGHT). To download Arizona, Arkansas, Florida, Georgia, New Jersey, North Carolina, Ohio, Oregon, and South Carolina, use "NibirMandal/IRRISIGHT".

Dataset Structure

Each sample is stored in an HDF5 file within the Data/ directory and contains:

  • rgb: Sentinel-2 RGB image
  • agri_index: Multiband vegetation indices (e.g., NDVI, NDWI, EVI)
  • land_mask, crop_mask, irr_mask, subirr_mask: Label and context masks
  • Metadata attributes:
    • image_path
    • polygon (WKT geometry)
    • crs (spatial reference)
    • split (train/test)
    • text_prompt (structured soil/environmental description)

Tasks Supported

  • Irrigation classification and segmentation
  • Remote sensing-based object detection
  • Multimodal learning with image + text
  • Visual question answering on geospatial prompts

License

This dataset is licensed under CC BY 4.0.

check

Downloads last month
1,537
Size of the auto-converted Parquet files (First 5GB):
3.21 GB
Number of rows (First 5GB):
1,200
Estimated number of rows:
1,346,935