Fractional vegetation cover project for Machine Learning 292
Key:
- Green: Done
- Orange/Yellow: In Progress
- Default: To Do
flowchart TD
GT[/"<b>Ground Truth point data</b> <br/> <i>Point Data (.csv)</i>"/]
OP[/"<b>Orthophotos</b> <br/> <i>3 Band + α Band @ 5cm±10cm (.tiff; UTM Zone 10N)</i>"/]
PD[/"<b>Planet Data</b> <br/> <i>8 Band @ 3m (.tiff; UTM Zone 10N)</i>"/]
PPR["<b>Preprocess</b> <br/> Extent → Planet Data <br/> Resample to 10cm"]
BNC[[<b>Binary Classification Model</b>]]
GDLW[<b>GDAL Warp</b> <br/> to obtain properties]
VIS[<b>Calculate VIs</b>]
MFVC[[<b>Model for FVC</b>]]
CHOOSE{<b>Choose/Combine</b>}
FVC((("FVC <br> <i>1 Band @ 3m</i>")))
PD -->VIS
PD -->CHOOSE
VIS -->|"VIs + bands"|CHOOSE
CHOOSE -->|"Planet Data <br/> <i>3m (.tiff)</i>"|MFVC
OP -->PPR
PPR -->|"Fixed Orthophotos <br/> <i>3 Bands @ 10cm</i>"|BNC
BNC -->|"11 Orthophotos + Binary Classes <br> <i>1 Band (binary) @ 10cm</i> "|GDLW
GDLW -->|Ground Truth FVC <br/> <i>3m</i>|MFVC
MFVC -->FVC
GT -->BNC
style OP fill:#32a4a7,stroke:#1e7069,color:#000
style PD fill:#32a4a7,stroke:#1e7069,color:#000
style GT fill:#32a4a7,stroke:#1e7069,color:#000
style VIS fill:#32a4a7,stroke:#1e7069,color:#000
style PPR fill:#32a4a7,stroke:#1e7069,color:#000
style CHOOSE fill:#32a4a7,stroke:#1e7069,color:#000
style BNC fill:#32a4a7,stroke:#1e7069,color:#000
style GDLW fill:#32a4a7,stroke:#1e7069,color:#000
style MFVC fill:#f2c43d,stroke:#f17c37,color:#000