{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "\n# Natural colors and textures\n\nReplication of Madhusudana et al., 2022\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "collapsed": false
      },
      "outputs": [],
      "source": [
        "from deadleaves import LeafGeometryGenerator, LeafAppearanceSampler, ImageRenderer\n\nmodel = LeafGeometryGenerator(\n    leaf_shape=\"circular\",\n    shape_param_distributions={\n        \"area\": {\"powerlaw\": {\"low\": 1000.0, \"high\": 10000.0, \"k\": 1.5}},\n    },\n    image_shape=(512, 731),\n)\nleaf_table, segmentation_map = model.generate_segmentation()\n\ncolormodel = LeafAppearanceSampler(leaf_table=leaf_table)\ncolormodel.sample_color(\n    color_param_distributions={\"source\": {\"image\": {\"dir\": \"../../examples/images\"}}}\n)\ncolormodel.sample_texture(\n    texture_param_distributions={\n        \"source\": {\"image\": {\"dir\": \"../../examples/textures/brodatz\"}},\n        \"alpha\": {\"normal\": {\"loc\": 0.0, \"scale\": 0.4}},\n    }\n)\n\nrenderer = ImageRenderer(\n    leaf_table=colormodel.leaf_table, segmentation_map=segmentation_map\n)\nrenderer.render_image()\nrenderer.show()"
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.12.3"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}