{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "827e9aae-17df-4df6-9441-d9a6486d4b84", "metadata": { "tags": [] }, "outputs": [], "source": [ "import rastereasy" ] }, { "cell_type": "markdown", "id": "8903a54f-410d-487e-b9ab-bc455cc9259d", "metadata": {}, "source": [ "# Kmeans" ] }, { "cell_type": "markdown", "id": "ed1ea3b8-0564-4280-8c37-0b45a4570986", "metadata": {}, "source": [ "## 1) read image" ] }, { "cell_type": "code", "execution_count": 2, "id": "b488fb18-aed9-4ddd-a22d-a0795587b4b8", "metadata": {}, "outputs": [], "source": [ "name_im='./data/demo/sentinel.tif'\n", "Image=rastereasy.Geoimage(name_im)\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "ae530d16-5d8c-482e-90fd-4b863275c7a9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on method kmeans in module rastereasy.rastereasy:\n", "\n", "kmeans(\n", " n_clusters=4,\n", " bands=None,\n", " random_state=None,\n", " dest_name=None,\n", " standardization=True,\n", " nb_points=1000\n", ") method of rastereasy.rastereasy.Geoimage instance\n", " Perform K-means clustering on the image data.\n", "\n", " This method performs an unsupervised classification using K-means clustering,\n", " which groups pixels with similar spectral characteristics into a specified\n", " number of clusters.\n", "\n", " Parameters\n", " ----------\n", " n_clusters : int, optional\n", " Number of clusters (classes) to create.\n", " Default is 4.\n", " bands : list of str or None, optional\n", " List of bands to use for clustering. If None, all bands are used.\n", " Default is None.\n", " random_state : int or None, optional\n", " Random seed for reproducible results. If None, results may vary between runs.\n", " Default is RANDOM_STATE (defined globally).\n", " dest_name : str, optional\n", " Path to save the clustered image. If None, the image is not saved.\n", " Default is None.\n", " standardization : bool, optional\n", " Whether to standardize bands before clustering (recommended).\n", " Default is True.\n", " nb_points : int or None, optional\n", " Number of random points to sample for training the model. If None,\n", " all valid pixels are used (may be slow for large images).\n", " Default is 1000.\n", "\n", " Returns\n", " -------\n", " Geoimage\n", " A new Geoimage containing the cluster IDs (0 to n_clusters-1)\n", " tuple\n", " A tuple containing (kmeans_model, scaler) for reusing the model on other images\n", "\n", " Examples\n", " --------\n", " >>> # Basic K-means clustering with 5 clusters\n", " >>> classified, model = image.kmeans(n_clusters=5)\n", " >>> classified.visu(colorbar=True, cmap='viridis')\n", " >>>\n", " >>> # Cluster using only specific bands and save result\n", " >>> classified, model = image.kmeans(\n", " >>> n_clusters=3, bands=[\"NIR\", \"Red\", \"Green\"],\n", " >>> dest_name=\"clusters.tif\")\n", " >>>\n", " >>> # Apply same model to another image\n", " >>> other_classified = other_image.apply_ML_model(model)\n", "\n", " Notes\n", " -----\n", " - Standardization is recommended, especially when bands have different ranges\n", " - The returned model can be used with apply_ML_model() on other images\n", "\n" ] } ], "source": [ "help(Image.kmeans)" ] }, { "cell_type": "markdown", "id": "a1d7fe4e-cf12-4ede-8fe1-a7fb3e0f892d", "metadata": {}, "source": [ "## 2) kmeans with all bands with 4 clusters" ] }, { "cell_type": "code", "execution_count": 4, "id": "eb63c253-061d-4e48-ac4c-f5ce52331595", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "classif_all_bands,kmeans_model=Image.kmeans(n_clusters=4,random_state=None,nb_points=None)\n", "classif_all_bands.visu()" ] }, { "cell_type": "markdown", "id": "b8fc0b13-4bf1-4477-bb35-2e77cc925899", "metadata": {}, "source": [ "## 2) kmeans with all bands with 10 clusters" ] }, { "cell_type": "code", "execution_count": 5, "id": "aaded3a5-aa43-406b-a615-dddbf5c55907", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "classif_all_bands_nostd,_=Image.kmeans(n_clusters=10,random_state=2,standardization=False,dest_name='./data/results/ML/KMeans/classif.tif')\n", "classif_all_bands_nostd.visu()" ] }, { "cell_type": "markdown", "id": "840d7c6a-0acc-4b9f-81bf-032e31293c91", "metadata": {}, "source": [ "## 3) kmeans with all bands with 5 clusters and 4 bands" ] }, { "cell_type": "code", "execution_count": 6, "id": "084ac3ef-9db2-403e-ab48-26a15c40addc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "classif_all_bands_std,_=Image.kmeans(n_clusters=5,random_state=2,bands=[\"8\",3,1,2],standardization=False)\n", "classif_all_bands_std.visu()" ] }, { "cell_type": "markdown", "id": "3d5d7055-06f8-4025-9481-84a8dd68e701", "metadata": {}, "source": [ "# Learn a kmean on half on the image and apply it to the other part" ] }, { "cell_type": "markdown", "id": "ba92a547-7fe4-489e-9218-c632b2a3b354", "metadata": {}, "source": [ "## 1) Learn the kmean\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "1e42f08c-6673-4659-9850-05d1edaf87af", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "- Size of the image:\n", " - Rows (height): 1000\n", " - Cols (width): 500\n", " - Bands: 1\n", "- Spatial resolution: 10.0 meters / degree (depending on projection system)\n", "- Central point latitude - longitude coordinates: (7.04096778, 38.36795533)\n", "- Driver: GTiff\n", "- Data type: int32\n", "- Projection system: EPSG:32637\n", "- Nodata: -32768.0\n", "\n", "- Given names for spectral bands: \n", " {'1': 1}\n", "\n", "\n" ] } ], "source": [ "classif_half1,model=Image.crop(0,1000,0,500).kmeans(n_clusters=4,nb_points=None)\n", "classif_half1.visu()\n", "classif_half1.info()" ] }, { "cell_type": "markdown", "id": "6c90c1fe-6d6c-4d36-9992-54d6403ec8c0", "metadata": {}, "source": [ "## 2) Apply the kmean\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "c70403c1-652c-49cd-a702-f613ce3d9528", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on method apply_ML_model in module rastereasy.rastereasy:\n", "\n", "apply_ML_model(model, bands=None) method of rastereasy.rastereasy.Geoimage instance\n", " Apply a pre-trained machine learning model to the image.\n", "\n", " This method applies a machine learning model (such as one created by kmeans())\n", " to the image data, creating a new classified or transformed image.\n", "\n", " Parameters\n", " ----------\n", " model : tuple\n", " A tuple containing (ml_model, scaler) where:\n", " - ml_model: A trained scikit-learn model with a predict() method\n", " - scaler: The scaler used for standardization (or None if not used)\n", " bands : list of str or None, optional\n", " List of bands to use as input for the model. If None, all bands are used.\n", " Default is None.\n", "\n", " Returns\n", " -------\n", " Geoimage\n", " A new Geoimage containing the model output\n", "\n", " Examples\n", " --------\n", " >>> # Train a model on one image and apply to another\n", " >>> classified, model = reference_image.kmeans(n_clusters=5)\n", " >>> new_classified = target_image.apply_ML_model(model)\n", " >>> new_classified.visu(colorbar=True, cmap='viridis')\n", " >>>\n", " >>> # Train on specific bands and apply to the same bands\n", " >>> _, model = image.kmeans(bands=[\"NIR\", \"Red\"], n_clusters=3)\n", " >>> result = image.apply_ML_model(model, bands=[\"NIR\", \"Red\"])\n", " >>> result.save(\"classified.tif\")\n", "\n", " Notes\n", " -----\n", " - The model must have been trained on data with the same structure as what it's being applied to (e.g., same number of bands)\n", " - If a scaler was used during training, it will be applied before prediction\n", " - This method is useful for:\n", " - Applying a classification model to new images\n", " - Ensuring consistent classification across multiple scenes\n", " - Time-series analysis with consistent classification\n", "\n" ] } ], "source": [ "help(Image.apply_ML_model)\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "621133e1-5c02-4de2-b8bb-1a6ec37acf86", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "- Size of the image:\n", " - Rows (height): 1000\n", " - Cols (width): 500\n", " - Bands: 1\n", "- Spatial resolution: 10.0 meters / degree (depending on projection system)\n", "- Central point latitude - longitude coordinates: (7.04102677, 38.41322566)\n", "- Driver: GTiff\n", "- Data type: int32\n", "- Projection system: EPSG:32637\n", "- Nodata: -32768.0\n", "\n", "- Given names for spectral bands: \n", " {'1': 1}\n", "\n", "\n" ] } ], "source": [ "classif_half2=Image.crop(0,1000,500,1000).apply_ML_model(model)\n", "classif_half2.visu()\n", "classif_half2.info()\n" ] }, { "cell_type": "markdown", "id": "dbbb06b7-7d77-45b0-ab29-7243dd483e2f", "metadata": {}, "source": [ "## 3) Merge images" ] }, { "cell_type": "markdown", "id": "bb1a3c60-9653-4ff4-a780-9c75f2f3360d", "metadata": {}, "source": [ "#### 1) Adjust size of images\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "e7797604-9f21-49b8-81d0-62ea71e671a7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "- Size of the image:\n", " - Rows (height): 1000\n", " - Cols (width): 1000\n", " - Bands: 1\n", "- Spatial resolution: 10.0 meters / degree (depending on projection system)\n", "- Central point latitude - longitude coordinates: (7.04099599, 38.39058840)\n", "- Driver: GTiff\n", "- Data type: int32\n", "- Projection system: EPSG:32637\n", "- Nodata: 0\n", "\n", "- Given names for spectral bands: \n", " {'1': 1}\n", "\n", "\n", "- Size of the image:\n", " - Rows (height): 1000\n", " - Cols (width): 1000\n", " - Bands: 1\n", "- Spatial resolution: 10.0 meters / degree (depending on projection system)\n", "- Central point latitude - longitude coordinates: (7.04099599, 38.39058840)\n", "- Driver: GTiff\n", "- Data type: int32\n", "- Projection system: EPSG:32637\n", "- Nodata: 0\n", "\n", "- Given names for spectral bands: \n", " {'1': 1}\n", "\n", "\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "classif1 ,classif2=rastereasy.extend_common_areas(classif_half1,classif_half2)\n", "classif1.info()\n", "classif2.info()\n", "classif1.visu(title='Clustering 1st part')\n", "classif2.visu(title='Application of clustering 2nd part') \n" ] }, { "cell_type": "markdown", "id": "96d663a6-7ef7-4324-8622-2914415b9769", "metadata": {}, "source": [ "#### 2) Merge images\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "f7b7dbfa-fcbc-4a67-9b51-00e98b2610c9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "- Size of the image:\n", " - Rows (height): 1000\n", " - Cols (width): 1000\n", " - Bands: 1\n", "- Spatial resolution: 10.0 meters / degree (depending on projection system)\n", "- Central point latitude - longitude coordinates: (7.04099599, 38.39058840)\n", "- Driver: GTiff\n", "- Data type: int32\n", "- Projection system: EPSG:32637\n", "- Nodata: 0\n", "\n", "- Given names for spectral bands: \n", " {'1': 1}\n", "\n", "\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "classif_all=classif1+classif2\n", "classif_all.info()\n", "classif_all.save('./data/results/ML/KMeans/cluster_all.tif')\n", "classif_all.visu(title='Global image')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.13.3" } }, "nbformat": 4, "nbformat_minor": 5 }