{ "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_clusters=4, bands=None, random_state=None, dest_name=None, standardization=True, nb_points=1000) 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.predict(model)\n", " \n", " Notes\n", " -----\n", " - Standardization is recommended, especially when bands have different ranges\n", " - The returned model can be used with predict() 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": { "image/png": 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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": { "image/png": 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", "text/plain": [ "
" ] }, "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": { "image/png": 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", "text/plain": [ "
" ] }, "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": { "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(area=((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 predict in module rastereasy.rastereasy:\n", "\n", "predict(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 : scikit model or tuple\n", " If tuple, it must containi (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.predict(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.predict(model, bands=[\"NIR\", \"Red\"])\n", " >>> result.save(\"classified.tif\")\n", " >>>\n", " >>> # Apply a RF model trained of other data to a Geoimage\n", " >>> from sklearn.ensemble import RandomForestClassifier\n", " >>> clf = RandomForestClassifier(max_depth=2, random_state=0)\n", " >>> clf.fit(X, y)\n", " >>> result = image.predict(clf)\n", " \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.predict)\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "621133e1-5c02-4de2-b8bb-1a6ec37acf86", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "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(area=((0,1000),(500,1000))).predict(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": { "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": { "image/png": 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", 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