{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 3. Understanding the Image Class: Data Components and Accessors\n", "\n", "This tutorial provides a comprehensive guide to the PhenoTypic `Image` class architecture, focusing on its main data components and how they interact with detection and analysis modules.\n", "\n", "---\n", "\n", "## Learning Objectives\n", "\n", "By the end of this tutorial, you will understand:\n", "- The Image class hierarchy and accessor pattern\n", "- The six main data components: `rgb`, `gray`, `enh_gray`, `objmask`, `objmap`, and `metadata`\n", "- How these components interact during image processing workflows\n", "- When and how to use each component in your analysis\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2025-11-20T02:26:17.380458Z", "start_time": "2025-11-20T02:26:16.196315Z" } }, "outputs": [], "source": [ "# Import required libraries\n", "import phenotypic as pht\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading an Image and Basic Properties\n", "\n", "Let's start by loading a sample plate image from the built-in dataset. We'll use an image of bacterial colonies growing on agar media.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2025-11-20T02:26:17.394578Z", "start_time": "2025-11-20T02:26:17.384366Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Image name: later_colony\n", "Image shape: (200, 162, 3)\n", "Bit depth: 8\n", "Data type: \n" ] } ], "source": [ "# Load a sample plate image (12 hours of growth)\n", "image = pht.data.load_colony(mode=\"Image\")\n", "\n", "# Display basic properties\n", "print(f\"Image name: {image.name}\")\n", "print(f\"Image shape: {image.shape}\")\n", "print(f\"Bit depth: {image.bit_depth}\")\n", "print(f\"Data type: {type(image)}\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2025-11-20T02:26:17.484205Z", "start_time": "2025-11-20T02:26:17.398047Z" } }, "outputs": [ { "data": { "text/plain": [ "(
, )" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "jetTransient": { "display_id": null }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize the original image\n", "image.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": "`Image.show()` will show the original input (either rgb or grayscale)" }, { "cell_type": "markdown", "metadata": {}, "source": [ "## RGB Component: Multichannel Color Data\n", "\n", "The **`rgb`** accessor provides access to the multichannel RGB representation of the image.\n", "\n", "### Key Characteristics:\n", "- **Data type**: uint8 (for 8-bit) or uint16 (for 16-bit images)\n", "- **Shape**: `(height, width, 3)` - three channels for Red, Green, Blue\n", "- **Access pattern**: Use bracket notation `image.rgb[:]` to get the array\n", "- **Automatically set**: When loading a color image\n", "- **Empty for grayscale**: If you load a 2D array, RGB remains empty\n", "\n", "### Related Operations:\n", "- `ImageCorrector`: Can apply different types of corrections to this layer\n", "- `MeasureFeature`: Color measurements are extracted from this component" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2025-11-20T02:26:17.490911Z", "start_time": "2025-11-20T02:26:17.488726Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RGB shape: (200, 162, 3)\n", "RGB dtype: uint8\n", "RGB value range: [55, 127]\n", "\n", "Is RGB empty? False\n" ] } ], "source": [ "# Access the RGB data\n", "rgb_data = image.rgb[:]\n", "\n", "print(f\"RGB shape: {rgb_data.shape}\")\n", "print(f\"RGB dtype: {rgb_data.dtype}\")\n", "print(f\"RGB value range: [{rgb_data.min()}, {rgb_data.max()}]\")\n", "print(f\"\\nIs RGB empty? {image.rgb.isempty()}\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2025-11-20T02:26:17.538740Z", "start_time": "2025-11-20T02:26:17.496858Z" } }, "outputs": [ { "data": { "text/plain": [ "(
, )" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "jetTransient": { "display_id": null }, "metadata": {}, "output_type": "display_data" } ], "source": [ "image.rgb.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Gray Component: Grayscale Representation\n", "\n", "The **`gray`** accessor provides the grayscale representation of the image using weighted luminance conversion.\n", "\n", "### Key Characteristics:\n", "- **Data type**: float32 with values in [0, 1] range\n", "- **Shape**: `(height, width)` - single channel\n", "- **Conversion**: Automatically created from RGB using `skimage.color.rgb2gray`\n", "- **Weighted formula**: `0.2125*R + 0.7154*G + 0.0721*B` (ITU-R BT.709)\n", "- **Read-only**: Changes to gray won't modify RGB (use `enh_gray` for modifications)\n", "- **Always present**: Even for grayscale-loaded images\n", "\n", "The grayscale information is also the intensity information. Certain corrections like flat-field operate on this layer, but don't affect the RGB information. Thus, we keep it loaded in memory.\n", "\n", "### Related Operations:\n", "- `ImageCorrector`'s: can apply different corrections to this component\n", "- `MeasureFeature`'s: measure different object features such as intensity from this layer" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2025-11-20T02:26:17.544424Z", "start_time": "2025-11-20T02:26:17.542710Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Gray shape: (200, 162)\n", "Gray dtype: float64\n", "Gray value range: [0.2269, 0.4574]\n", "\n", "Is gray empty? False\n" ] } ], "source": [ "# Access the grayscale data\n", "gray_data = image.gray[:]\n", "\n", "print(f\"Gray shape: {image.gray.shape}\")\n", "print(f\"Gray dtype: {image.gray.dtype}\")\n", "print(f\"Gray value range: [{gray_data.min():.4f}, {gray_data.max():.4f}]\")\n", "print(f\"\\nIs gray empty? {image.gray.isempty()}\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2025-11-20T02:26:17.594465Z", "start_time": "2025-11-20T02:26:17.550790Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "šŸ’” Note: The grayscale conversion preserves perceptual brightness better than simple averaging.\n" ] }, { "data": { "image/png": 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", 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" ] }, "jetTransient": { "display_id": null }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize grayscale conversion\n", "image.gray.show()\n", "print(\n", " \"\\nšŸ’” Note: The grayscale conversion preserves perceptual brightness better than simple averaging.\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Enhanced Gray Component: Mutable Processing Copy\n", "\n", "The **`enh_gray`** accessor provides a mutable copy of the grayscale image for preprocessing, enhancement, and detection.\n", "\n", "### Key Characteristics:\n", "- **Data type**: float32 with values in [0, 1] range\n", "- **Shape**: `(height, width)` - single channel\n", "- **Initialization**: Starts as an exact copy of `gray`\n", "- **Mutable**: Can be modified without affecting the original `gray`\n", "- **Primary use**: Detection algorithms process `enh_gray` to create targets while, the original grayscale is preserved.\n", "- **Workflow**: Apply enhancement operations → Detector uses `enh_gray` → Original stays intact\n", "\n", "Many traditional computer vision operations operate on the grayscale matrix for calculations. Thus, `Image.enh_gray.histogram()` is a powerful tool for deciding what operations our images need to process. PhenoTypic uses a two-path strategy for measurement and detection. Many operations that improve object detection affect the data integrity of the original grayscale, which is used for intensity measurements. Thus, we incorporate the `enh_gray` matrix which is a copy of the original grayscale matrix used for operations that enhance detection. Operations for enhancing detection can be found in `phenotypic.enhace`.\n", "\n", "### Related Operations:\n", "- `ImageEnhancer`: Improves different aspects of the image such as contrast to this component\n", "- `ObjectDetector`: Utilizes different algorithms to detect objects in this version of the image\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2025-11-20T02:26:17.600207Z", "start_time": "2025-11-20T02:26:17.598060Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Enhanced gray shape: (200, 162)\n", "Enhanced gray dtype: float64\n", "Enhanced gray value range: [0.2269, 0.4574]\n", "\n", "Are gray and enh_gray initially equal? True\n", "Are they the same object? False\n" ] } ], "source": [ "# Access enhanced grayscale data\n", "enh_gray_data = image.enh_gray[:]\n", "\n", "print(f\"Enhanced gray shape: {enh_gray_data.shape}\")\n", "print(f\"Enhanced gray dtype: {enh_gray_data.dtype}\")\n", "print(\n", " f\"Enhanced gray value range: [{enh_gray_data.min():.4f}, {enh_gray_data.max():.4f}]\"\n", ")\n", "\n", "# Check if enh_gray starts as a copy of gray\n", "print(\n", " f\"\\nAre gray and enh_gray initially equal? {np.allclose(gray_data, enh_gray_data)}\"\n", ")\n", "print(f\"Are they the same object? {np.shares_memory(gray_data, enh_gray_data)}\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2025-11-20T02:26:17.670402Z", "start_time": "2025-11-20T02:26:17.605534Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "šŸ’” Note: Enhancement operations can be applied to enh_gray without affecting the original gray data.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "jetTransient": { "display_id": null }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(ncols=2)\n", "image.gray.show(ax=axes[0], title=\"Grayscale\")\n", "image.enh_gray.show(ax=axes[1], title=\"Enhanced Grayscale\")\n", "\n", "print(\n", " \"\\nšŸ’” Note: Enhancement operations can be applied to enh_gray without affecting the original gray data.\"\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2025-11-20T02:26:17.745416Z", "start_time": "2025-11-20T02:26:17.674222Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "šŸ’” Note: Enhancement operations can be applied to enh_gray without affecting the original gray data.\n" ] }, { "data": { "image/png": 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", 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" ] }, "jetTransient": { "display_id": null }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pht.enhance.CLAHE().apply(image, inplace=True)\n", "\n", "fig, axes = plt.subplots(ncols=2)\n", "image.gray.show(ax=axes[0], title=\"Grayscale\")\n", "image.enh_gray.show(ax=axes[1], title=\"Enhanced Grayscale\")\n", "\n", "print(\n", " \"\\nšŸ’” Note: Enhancement operations can be applied to enh_gray without affecting the original gray data.\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Object Mask and Object Map: Detection Results\n", "\n", "The **`objmask`** and **`objmap`** accessors store the results of object detection algorithms. Let's apply the `OtsuDetector` to see them in action.\n", "\n", "### OtsuDetector Workflow:\n", "1. Reads `enh_gray` data\n", "2. Calculates optimal threshold using Otsu's method\n", "3. Creates binary mask and stores in `objmask`\n", "4. Labels connected regions and stores in `objmap`\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2025-11-20T02:26:17.752708Z", "start_time": "2025-11-20T02:26:17.749222Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "āœ… Detection complete!\n", "Number of detected objects: 6\n" ] } ], "source": [ "# Apply OtsuDetector to detect colonies\n", "detector = pht.detect.OtsuDetector(ignore_zeros=True, ignore_borders=True)\n", "detector.apply(image, inplace=True)\n", "\n", "print(\"āœ… Detection complete!\")\n", "print(f\"Number of detected objects: {image.num_objects}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6.1 Object Mask: Binary Representation\n", "\n", "The **`objmask`** is a binary mask showing which pixels belong to detected objects.\n", "\n", "### Key Characteristics:\n", "- **Values**: 0 (background) and 1 (object pixels)\n", "- **Shape**: `(height, width)` - matches image dimensions\n", "- **Storage**: Backed by sparse CSC matrix for memory efficiency\n", "- **Mutable**: Can be modified (triggers automatic objmap relabeling)\n", "- **Set by**: Detection algorithms (Otsu, Watershed, etc.)\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2025-11-20T02:26:17.758819Z", "start_time": "2025-11-20T02:26:17.756569Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Object mask shape: (200, 162)\n", "Object mask dtype: int64\n", "Unique values: [0 1]\n", "Number of object pixels: 7519\n", "Number of background pixels: 24881\n", "Percentage of image covered by objects: 23.21%\n" ] } ], "source": [ "# Access object mask\n", "objmask_data = image.objmask[:]\n", "\n", "print(f\"Object mask shape: {objmask_data.shape}\")\n", "print(f\"Object mask dtype: {objmask_data.dtype}\")\n", "print(f\"Unique values: {np.unique(objmask_data)}\")\n", "print(f\"Number of object pixels: {np.sum(objmask_data)}\")\n", "print(f\"Number of background pixels: {np.sum(objmask_data == 0)}\")\n", "print(\n", " f\"Percentage of image covered by objects: {100 * np.sum(objmask_data) / objmask_data.size:.2f}%\"\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2025-11-20T02:26:17.806846Z", "start_time": "2025-11-20T02:26:17.768016Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "šŸ’” Note: The binary mask shows all detected object pixels without distinguishing individual objects.\n" ] }, { "data": { "image/png": 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", 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" ] }, "jetTransient": { "display_id": null }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize the object mask\n", "image.objmask.show()\n", "\n", "print(\n", " \"\\nšŸ’” Note: The binary mask shows all detected object pixels without distinguishing individual objects.\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6.2 Object Map: Labeled Regions\n", "\n", "The **`objmap`** assigns a unique integer ID to each connected region in the object mask.\n", "\n", "### Key Characteristics:\n", "- **Values**: 0 (background) and unique integers for each object (1, 2, 3, ...)\n", "- **Shape**: `(height, width)` - matches image dimensions\n", "- **Storage**: Sparse CSC matrix (shared backend with objmask)\n", "- **Automatic labeling**: Created/updated when objmask changes\n", "- **Used for**: Individual object analysis, measurements, slicing\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2025-11-20T02:26:17.816029Z", "start_time": "2025-11-20T02:26:17.813448Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Object map shape: (200, 162)\n", "Object map dtype: uint16\n", "Number of unique objects: 6\n", "Object IDs range: 1 to 6\n", "\n", "First 10 object IDs: [np.uint16(1), np.uint16(2), np.uint16(3), np.uint16(4), np.uint16(5), np.uint16(6)]\n" ] } ], "source": [ "# Access object map\n", "objmap_data = image.objmap[:]\n", "\n", "print(f\"Object map shape: {objmap_data.shape}\")\n", "print(f\"Object map dtype: {objmap_data.dtype}\")\n", "print(f\"Number of unique objects: {len(np.unique(objmap_data)) - 1}\")\n", "print(f\"Object IDs range: {objmap_data[objmap_data > 0].min()} to {objmap_data.max()}\")\n", "print(f\"\\nFirst 10 object IDs: {sorted(np.unique(objmap_data[objmap_data > 0]))[:10]}\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2025-11-20T02:26:17.942009Z", "start_time": "2025-11-20T02:26:17.824754Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "jetTransient": { "display_id": null }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "šŸ’” Note: Each color in the object map represents a distinct detected colony.\n" ] } ], "source": [ "# Visualize the labeled object map\n", "fig, axes = plt.subplots(1, 3, figsize=(16, 5))\n", "\n", "# Object mask (binary)\n", "axes[0].imshow(objmask_data, cmap=\"binary\")\n", "image.objmask.show(\n", " ax=axes[0], title=f\"Object Mask\\n(Binary: {image.num_objects} objects)\"\n", ")\n", "\n", "# Object map (labeled)\n", "image.objmap.show(\n", " ax=axes[1], title=f\"Object Map\\n(Binary: {image.num_objects} objects)\"\n", ")\n", "\n", "# Overlay on original\n", "axes[2].imshow(rgb_data)\n", "\n", "image.show_overlay(ax=axes[2], title=\"Overlay\")\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(\"\\nšŸ’” Note: Each color in the object map represents a distinct detected colony.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Relationship Between objmask and objmap\n", "\n", "The objmask and objmap are tightly coupled:\n", "- **Shared backend**: Both use the same sparse CSC matrix storage\n", "- **objmask → objmap**: Binary mask shows \"where objects are\"\n", "- **objmap → objmask**: Labeled map shows \"which object each pixel belongs to\"\n", "- **Automatic sync**: Modifying objmask triggers relabeling of objmap\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2025-11-20T02:26:17.948607Z", "start_time": "2025-11-20T02:26:17.946201Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Relationship verification:\n", "objmask non-zero pixels: 7519\n", "objmap non-zero pixels: 7519\n", "Are non-zero locations identical? True\n", "\n", "objmask values: [0 1]\n", "objmap values: 7 unique (0 + 6 objects)\n" ] } ], "source": [ "# Demonstrate the relationship\n", "print(\"Relationship verification:\")\n", "print(f\"objmask non-zero pixels: {np.count_nonzero(objmask_data)}\")\n", "print(f\"objmap non-zero pixels: {np.count_nonzero(objmap_data)}\")\n", "print(\n", " f\"Are non-zero locations identical? {np.all((objmask_data > 0) == (objmap_data > 0))}\"\n", ")\n", "\n", "print(f\"\\nobjmask values: {np.unique(objmask_data)}\")\n", "print(\n", " f\"objmap values: {len(np.unique(objmap_data))} unique (0 + {image.num_objects} objects)\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Metadata: Image Information Storage\n", "\n", "The **`metadata`** accessor provides a three-tier system for storing image information.\n", "\n", "### Three-Tier System:\n", "\n", "1. **Private**: Internal system use only\n", " - UUID for unique identification\n", " - Not directly modifiable by users\n", "\n", "2. **Protected**: System-managed metadata\n", " - `image_name`: Image identifier\n", " - `bit_depth`: 8 or 16 bit\n", " - `image_type`: BASE, OBJECT, or GRID\n", " - Can be read but modification is restricted\n", "\n", "3. **Public**: User-modifiable metadata\n", " - Custom key-value pairs\n", " - Experimental conditions, timestamps, etc.\n", " - Fully modifiable by users\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2025-11-20T02:26:17.967825Z", "start_time": "2025-11-20T02:26:17.964967Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "==================================================\n", "METADATA CONTENTS\n", "==================================================\n", "\n", "--------------------------------------------------\n", "Key metadata values:\n", "--------------------------------------------------\n", "Name: later_colony\n", "Bit depth: 8\n", "Image type: Image\n" ] }, { "data": { "text/plain": [ "FileSuffix .png\n", "ImageName later_colony\n", "ImageType Image\n", "BitDepth 8\n", "UUID 635e302d-5501-4b9b-aa50-604281c8493a\n", "Name: later_colony, dtype: object" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Access metadata\n", "print(\"=\" * 50)\n", "print(\"METADATA CONTENTS\")\n", "print(\"=\" * 50)\n", "\n", "print(\"\\n\" + \"-\" * 50)\n", "print(\"Key metadata values:\")\n", "print(\"-\" * 50)\n", "print(f\"Name: {image.metadata['ImageName']}\")\n", "print(f\"Bit depth: {image.metadata['BitDepth']}\")\n", "print(f\"Image type: {image.metadata['ImageType']}\")\n", "\n", "image.metadata.table()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2025-11-20T02:26:18.007347Z", "start_time": "2025-11-20T02:26:18.004865Z" } }, "outputs": [ { "data": { "text/plain": [ "FileSuffix .png\n", "experiment_id EXP_001\n", "growth_time_hours 12\n", "strain Kluveromyces Marxianus\n", "temperature_celsius 37.0\n", "media_type LB Agar\n", "ImageName later_colony\n", "ImageType Image\n", "BitDepth 8\n", "UUID 635e302d-5501-4b9b-aa50-604281c8493a\n", "Name: later_colony, dtype: object" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Add custom metadata (public tier)\n", "image.metadata[\"experiment_id\"] = \"EXP_001\"\n", "image.metadata[\"growth_time_hours\"] = 12\n", "image.metadata[\"strain\"] = \"Kluveromyces Marxianus\"\n", "image.metadata[\"temperature_celsius\"] = 37.0\n", "image.metadata[\"media_type\"] = \"LB Agar\"\n", "\n", "image.metadata.table()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Practical Tips and Best Practices\n", "\n", "### When to Use Each Component\n", "\n", "| Component | Use When You Need To... |\n", "|-----------|------------------------|\n", "| **rgb** | Access color information, display full-color images, analyze individual color channels |\n", "| **gray** | Work with intensity data, maintain original data integrity, perform measurements |\n", "| **enh_gray** | Apply preprocessing, test enhancement algorithms, prepare for detection |\n", "| **objmask** | Work with binary masks, perform morphological operations, modify detection results |\n", "| **objmap** | Analyze individual objects, measure per-object properties, extract specific colonies |\n", "| **metadata** | Store experimental context, track processing parameters, organize datasets |\n", "\n", "### Accessor Pattern Benefits\n", "\n", "1. **Consistent Interface**: All accessors use bracket notation `[:]`\n", "2. **Data Integrity**: Read-only accessors prevent accidental modifications\n", "3. **Automatic Sync**: Changes to objmask automatically update objmap\n", "4. **Memory Efficiency**: Sparse storage for object maps saves memory\n", "5. **Type Safety**: Accessors enforce correct data types\n", "\n", "### Read-Only vs Mutable Components\n", "\n", "**Read-Only** (viewing via `[:]` returns non-writable views):\n", "- `rgb`: Preserve color data integrity\n", "- `gray`: Maintain original grayscale reference\n", "\n", "**Mutable** (can be modified in-place):\n", "- `enh_gray`: Designed for preprocessing\n", "- `objmask`: Can be refined post-detection\n", "- `objmap`: Automatically updates with objmask\n", "- `metadata`: Fully modifiable for custom data\n", "\n", "### Integration with Other PhenoTypic Modules\n", "\n", "**Detection** (`phenotypic.detect`):\n", "```python\n", "from phenotypic.detect import OtsuDetector, WatershedDetector\n", "detector = OtsuDetector()\n", "detector.apply(image) # Populates objmask and objmap\n", "```\n", "\n", "**Enhancement** (`phenotypic.enhance`):\n", "```python\n", "from phenotypic.enhance import CLAHE, GaussianBlur\n", "enhancer = CLAHE()\n", "enhancer.apply(image) # Modifies enh_gray\n", "```\n", "\n", "**Refine** (`phenotypic.refine`):\n", "```python\n", "from phenotypic.refine import BorderObjectRemover\n", "refiner = BorderObjectRemover()\n", "results = refiner.apply(image) # uses objmask and objmap and cleans the detection results\n", "```\n", "\n", "**Measurement** (`phenotypic.measure`):\n", "```python\n", "from phenotypic.measure import MeasureSize\n", "measurer = MeasureSize()\n", "results = measurer.apply(image) # Uses objmap for per-object analysis\n", "```\n", "\n", "\n", "**Analysis** (`phenotypic.analysis`):\n", "```python\n", "# Access individual objects using objmap labels\n", "for obj in image.objects:\n", " print(f\"Object {obj.label}: Area = {obj.area}\")\n", "```" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 2 }