FINAL_MASKS
Description
Masks for more than 24,900 segmented grapevine leaves represented as RGBA arrays, where the background is transparent and segmented pixels in RGB. The png_masks.zip file contains png images for each mask and the master_masks.h5 file is a collection of npy arrays. The master_mask_datasheet.csv contains all associated metadata for each mask.
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/
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The following is a summary showing the relationship of this data to other models:
Segmentation of RGB leaf masks
LEAF_SEGMENTATION: https://zenodo.org/records/16883916FINAL_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