LEAF_SEGMENTATION

Code to reproduce the segmentation of grapevine leaves. All models and scripts are included but intermediary outputs have been excluded due to size limitations. Project Overview This collection represents the complete, fully reproducible pipeline for a single project focused on the instance and pixel segmentation of grapevine leaves. It includes a total of 8,993 original images and the corresponding 24,940 segmented leaf masks. The collection also contains the instance and pixel segmentation CNN models used to produce these masks. The individual Zenodo uploads correspond to the major project directories and their first-level contents. Project File Structure . ├── LEAF_DATA/ │ ├── ALGERIA/ │ ├── CALIFORNIA/ │ ├── GENEVA/ │ ├── UCDAVIS/ │ ├── VITIS_CROSSES/ │ └── WOLFSKILL/ | ├── FINAL_MASKS/ │ ├── png_masks/ │ ├── master_masks.h5 │ └── master_mask_datasheet.csv | └── LEAF_SEGMENTATION/ ├── models/ └── scripts/___________________________________ The following is a summary showing the relationship of this model to others: Segmentation of RGB leaf masks LEAF_SEGMENTATION: https://zenodo.org/records/16883916 FINAL_MASKS: https://zenodo.org/records/16883403 Segmentation of full vein mask Vein segmentation of pre-segmented grapevine leaves using the radial Euler Characteristic Transform: https://zenodo.org/records/17741713 Segmentation of primary veins Primary vein segmentation in grapevine leaves: https://zenodo.org/records/17881166 Segmentation of midvein Midvein segmentation of grapevine leaves: https://zenodo.org/records/18005383 Gaussian heatmap estimation of petiolar junction coordinate Grapevine leaf petiolar junction detection: https://zenodo.org/records/17922822 Segmentation of midvein, distal, and proximal lobes Grapevine leaf lobe detection model: https://zenodo.org/records/18004938