Published July 24, 2026 | Version v1.0.0

Medicinal seed attribution-descriptor analysis

Description

Initial versioned release of the analysis code supporting the study 'Contextualizing CNN attribution maps using predefined image-derived descriptors in medicinal plant seed classification'.

This release includes:

  • preprocessing and manual-orientation correction workflows;
  • model training and independent-test evaluation code;
  • Integrated Gradients and Grad-CAM analysis code;
  • image-derived descriptor generation and association analysis;
  • descriptor-summary classification and manuscript table/figure generation;
  • reproducibility environment specifications, documentation, and automated repository validation.

The code is released under the MIT License. The companion image dataset is a separate research output and is not included in this software release.

Notes

Please cite this software repository and the associated manuscript.

Files

sgn08178-bit/medicinal-seed-attribution-descriptors-v1.0.0.zip

Files (163.2 kB)

Additional details