Greg Cocks Weeds Detection In A Citrus Orchard Using Multispectral UAV Data And Machine Learning Algorithms - A Case Study From Souss-Massa Basin, Morocco
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https://doi.org/10.1016/j.rsase.2025.101553 <-- shared paper
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#GIS #spatial #mapping #seedsdetection #citrusorchard #unmannedaerialvehicle #UAV #multispectralsensors #machinelearning #AI #modeling #model #deeplearning #agriculture #orchard #SoussMassa #Morocco ##citrus #groundcontrol #pointcloud #DSM #imagery #NDVI #NDWI #MLC #data #production #food #management #water #hydrology #fertiliser
![photos - Moss-dominated ecosystems across the AP [Antarctic Peninsula]](https://files.techhub.social/media_attachments/files/113/632/134/957/769/502/original/1f811d2e1fe5b214.jpg "photos - Moss-dominated ecosystems across the AP [Antarctic Peninsula]")
![map - Forest cover classification agreement among the 18 sets of input variables. Pixels in red color were classified by all sets of input variables as coniferous, in green color as broadleaf forest, and in blue color as mixed forest. Black color indicates that no forest was predicted by any set of input variables. Two subsets A and B which are marked in white frames were zoomed in for a detailed map comparison in [another figure]](https://files.techhub.social/media_attachments/files/113/587/524/174/644/700/original/103e6bd0b3300ee4.jpg "map - Forest cover classification agreement among the 18 sets of input variables. Pixels in red color were classified by all sets of input variables as coniferous, in green color as broadleaf forest, and in blue color as mixed forest. Black color indicates that no forest was predicted by any set of input variables. Two subsets A and B which are marked in white frames were zoomed in for a detailed map comparison in [another figure]")
![work flow graphic - Phenology method flowchart. This flowchart is the overview of capturing the phenology training data for cheatgrass (BRTE [44]) and medusahead (TACA8)
(a) The methods for extracting high probability BRTE and TACA8 pixels
(b) the decision tree analysis development using exotic annual grass (EAG) training data from Benedict et al.
(c) developing the training data
(d) developing the phenology model.](https://files.techhub.social/media_attachments/files/113/556/787/746/346/628/original/181cfc9bb3710e94.jpg "work flow graphic - Phenology method flowchart. This flowchart is the overview of capturing the phenology training data for cheatgrass (BRTE [44]) and medusahead (TACA8)
(a) The methods for extracting high probability BRTE and TACA8 pixels
(b) the decision tree analysis development using exotic annual grass (EAG) training data from Benedict et al.
(c) developing the training data
(d) developing the phenology model.")
