Import your model from the AI platform
ee.Model.fromAiPlatformPredictor is used to import your model from the ai platform.
model.predictImage is used to classify your image
Note that you need cloud credits to run the model!.
// set variables var bandsIn = ee.List(['B1','B2','B3','B4','B5','B6','B7','B8','B8A','B9','B10','B11','B12']); var bandsOut = ee.List(['cb','blue','green','red','re1','re2','re3','nir','re4','waterVapor','cirrus','swir1','swir2']); var bandsOutSort = ee.List(['cb','blue','green','red','re1','re2','re3','nir','re4','waterVapor','cirrus','swir1','swir2','ndvi']).sort(); var label = 'land_class'; // get the image var image = ee.Image("COPERNICUS/S2/20171220T034151_20171220T034145_T48QWJ").select(bandsIn,bandsOut).divide((10000)).toFloat(); // calculate ndvi and add bands var ndvi = image.normalizedDifference(['nir','red']).rename(['ndvi']); var image = image.addBands(ndvi).select(bandsOutSort); // Load the trained model and use it for prediction. var model = ee.Model.fromAiPlatformPredictor({ projectName : 'your project', modelName : 'your model', version : 'your version', inputTileSize : [12, 12], proj : ee.Projection('EPSG:4326').atScale(30), fixInputProj : true, outputBands : {'land_class': { 'type': ee.PixelType.float(), 'dimensions': 1 } } }); // predict using the model var predictions = model.predictImage(image.toArray()).arrayFlatten([['urban','water',"barren","forest","cropland"]]); Map.addLayer(image,{min:0,max:0.60,bands:['swir1','nir','red']},"Image"); Map.addLayer(predictions.select("urban"), {min:0.05,max:0.95,palette:"white,gray,black"},'urban'); Map.addLayer(predictions.select("water"), {min:0.05,max:0.95,palette:"white,gray,black"},'water'); Map.addLayer(predictions.select("barren"), {min:0.05,max:0.95,palette:"white,gray,black"},'barren'); Map.addLayer(predictions.select("forest"), {min:0.05,max:0.95,palette:"white,gray,black"},'forest'); Map.addLayer(predictions.select("cropland"), {min:0.05,max:0.95,palette:"white,gray,black"},'cropland');
Thank you very much, Very interesting nowadays. are you voluntary to support/help me? because I am working on research for publication related to this.
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