diff --git a/samples/js/node/README.md b/samples/js/node/README.md index 59fb381f460abc..7375219ccf2c0a 100644 --- a/samples/js/node/README.md +++ b/samples/js/node/README.md @@ -26,6 +26,7 @@ VSCode extension to run these notebook samples - hello-detection.nnb - question-answering.nnb - pose-estimation.nnb + - optical-character-recognition.nnb ## Live Sample diff --git a/samples/js/node/notebooks/optical-character-recognition.nnb b/samples/js/node/notebooks/optical-character-recognition.nnb new file mode 100644 index 00000000000000..b7e8e109ff857f --- /dev/null +++ b/samples/js/node/notebooks/optical-character-recognition.nnb @@ -0,0 +1,314 @@ +{ + "cells": [ + { + "language": "markdown", + "source": [ + "# Optical Character Recognition with OpenVINO™" + ], + "outputs": [] + }, + { + "language": "markdown", + "source": [ + "#### This tutorial demonstrates how to perform optical character recognition (OCR) with OpenVINO models" + ], + "outputs": [] + }, + { + "language": "markdown", + "source": [ + "# Imports" + ], + "outputs": [] + }, + { + "language": "typescript", + "source": [ + "const fs = require(\"node:fs\");\nconst path = require(\"node:path\");\nconst { createCanvas, Image, ImageData } = require(\"canvas\");\nconst { addon: ov } = require(\"openvino-node\");\nconst { display } = require(\"node-kernel\");\nconst { cv } = require(\"opencv-wasm\");\nconst {\n transform,\n getImageData,\n displayArrayAsImage,\n downloadFile,\n arrayToImageData,\n getImageBuffer,\n argMax,\n setShape,\n} = require(\"../helpers.js\");\n" + ], + "outputs": [] + }, + { + "language": "markdown", + "source": [ + "# Download Models" + ], + "outputs": [] + }, + { + "language": "typescript", + "source": [ + "// Intializing Images, Models\nconst baseArtifactsDir = '../../assets/models';\nconst detBaseURL = 'https://storage.openvinotoolkit.org/repositories/open_model_zoo/2022.3/models_bin/1/horizontal-text-detection-0001/FP32/';\nconst recBaseURL = 'https://storage.openvinotoolkit.org/repositories/open_model_zoo/public/text-recognition-resnet-fc/';\nconst detectionModelName = 'horizontal-text-detection-0001';\nconst textRecModelName = 'text-recognition-resnet-fc';\n\nconst detModelXMLName = `${detectionModelName}.xml`;\nconst detModelBINName = `${detectionModelName}.bin`;\n\nconst detModelXMLPath = `${baseArtifactsDir}/${detModelXMLName}`;\nconst detModelBINPath = `${baseArtifactsDir}/${detModelBINName}`;\n\nconst recModelXMLName = `${textRecModelName}.xml`;\nconst recModelBINName = `${textRecModelName}.bin`;\n\nconst recModelXMLPath = `${baseArtifactsDir}/${textRecModelName}.xml`;\nconst recModelBINPath = `${baseArtifactsDir}/${textRecModelName}.bin`;\n\nawait downloadFile(\n detBaseURL + detModelXMLName,\n detModelXMLName,\n baseArtifactsDir\n);\n\nawait downloadFile(\n detBaseURL + detModelBINName,\n detModelBINName,\n baseArtifactsDir\n);\n\nawait downloadFile(\n recBaseURL + recModelXMLName,\n recModelXMLName,\n baseArtifactsDir\n);\n\nawait downloadFile(\n recBaseURL + recModelBINName,\n recModelBINName,\n baseArtifactsDir\n);\n" + ], + "outputs": [ + { + "items": [ + { + "mime": "application/vnd.code.notebook.stdout", + "value": [ + "File successfully stored at '/home/prakash/OpenSource-Repos/ocr-node-sample/assets/models/horizontal-text-detection-0001.xml'", + "File successfully stored at '/home/prakash/OpenSource-Repos/ocr-node-sample/assets/models/horizontal-text-detection-0001.bin'", + "File successfully stored at '/home/prakash/OpenSource-Repos/ocr-node-sample/assets/models/text-recognition-resnet-fc.xml'", + "File successfully stored at '/home/prakash/OpenSource-Repos/ocr-node-sample/assets/models/text-recognition-resnet-fc.bin'", + "" + ] + } + ] + } + ] + }, + { + "language": "markdown", + "source": [ + "# Dowload Image" + ], + "outputs": [] + }, + { + "language": "typescript", + "source": [ + "const baseImagesDir = '../../assets/images';\nconst imgUrl = 'https://storage.openvinotoolkit.org/repositories/openvino_notebooks/data/data/image/intel_rnb.jpg';\nconst imgName = 'intel_rnb.jpg';\nawait downloadFile(imgUrl, imgName, baseImagesDir);\n" + ], + "outputs": [ + { + "items": [ + { + "mime": "application/vnd.code.notebook.stdout", + "value": [ + "File successfully stored at '/home/prakash/OpenSource-Repos/ocr-node-sample/assets/images/intel_rnb.jpg'", + "" + ] + } + ] + } + ] + }, + { + "language": "markdown", + "source": [ + "# Load a Detection Model" + ], + "outputs": [] + }, + { + "language": "typescript", + "source": [ + "// Initialize OpenVINO core and load the detection model\nconst core = new ov.Core();\nconst detModel = await core.readModel(detModelXMLPath);\nconst detCompiledModel = await core.compileModel(detModel, 'AUTO');\nconst detInputLayer = detCompiledModel.input(0);\nconst detOutputLayer = detCompiledModel.output('boxes');\n" + ], + "outputs": [] + }, + { + "language": "markdown", + "source": [ + "# Prepare Image for Inference" + ], + "outputs": [] + }, + { + "language": "typescript", + "source": [ + "const imageData = await getImageData(`${baseImagesDir}/intel_rnb.jpg`);\nconst inputImageMat = cv.matFromImageData(imageData);\nconst displayImageMat = inputImageMat.clone();\n\n// Resize the image to meet network input size\nconst [B, C, H, W] = detInputLayer.shape;\nconst resizedImage = new cv.Mat();\ncv.cvtColor(inputImageMat, inputImageMat, cv.COLOR_RGBA2RGB);\ncv.cvtColor(inputImageMat, inputImageMat, cv.COLOR_BGR2RGB);\ncv.resize(inputImageMat, resizedImage, new cv.Size(W, H));\n\n// Prepare input tensor\nconst inputImage = transform(resizedImage.data,\n { width: W, height: H },\n [0, 1, 2]);\nconst tensorData = new Float32Array(inputImage);\nconst tensor = new ov.Tensor(\n ov.element.f32,\n detInputLayer.shape,\n tensorData\n);\n" + ], + "outputs": [] + }, + { + "language": "markdown", + "source": [ + "## Define Post-Processing Functions" + ], + "outputs": [] + }, + { + "language": "typescript", + "source": [ + "// Function to extract bounding boxes from the model output\nfunction extractBoundingBoxes(output) {\n console.log(`Output shape: ${output.getData()}`);\n const { data: boxes } = output;\n const foldingCoefficient = 5;\n const numberOfBoxes = boxes.length / foldingCoefficient;\n\n return setShape(boxes, [numberOfBoxes, foldingCoefficient]);\n}\n" + ], + "outputs": [] + }, + { + "language": "markdown", + "source": [ + "# Do Inference" + ], + "outputs": [] + }, + { + "language": "typescript", + "source": [ + "// Create infer request\nconst detInferRequest = detCompiledModel.createInferRequest();\n\nconst detResult = await detInferRequest.inferAsync([tensor]);\nconst boundingBoxesArray = extractBoundingBoxes(detResult[detOutputLayer]);\n\n// Show original image\ndisplayArrayAsImage(\n displayImageMat.data,\n displayImageMat.cols,\n displayImageMat.rows,\n display\n);\n" + ], + "outputs": [ + { + "items": [ + { + "mime": "image/jpeg", + "value": 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" + } + ] + } + ] + }, + { + "language": "markdown", + "source": [ + "# Load Text Recognition Model" + ], + "outputs": [] + }, + { + "language": "typescript", + "source": [ + "// Loading the text recognition model\nconst recModel = await core.readModel(recModelXMLPath);\nconst recModelCompiled = await core.compileModel(recModel, 'AUTO');\nconst recInputLayer = recModelCompiled.input(0);\nconst recOutputLayer = recModelCompiled.output(0);\n" + ], + "outputs": [] + }, + { + "language": "markdown", + "source": [ + "# Define Post-Processing Functions" + ], + "outputs": [] + }, + { + "language": "typescript", + "source": [ + "// Function to calculate the ratios for the image\nfunction calculateRatios(originalImage, resizedImage) {\n const realY = originalImage.rows;\n const realX = originalImage.cols;\n const resizedY = resizedImage.rows;\n const resizedX = resizedImage.cols;\n const ratioX = realX / resizedX;\n const ratioY = realY / resizedY;\n\n return { ratioX, ratioY };\n}\n\n// Function to convert the image to grayscale\nfunction convertToGrayscale(originalImage) {\n const grayscaleImage = new cv.Mat();\n cv.cvtColor(originalImage, grayscaleImage, cv.COLOR_BGR2GRAY);\n\n return grayscaleImage;\n}\n\n\n// Function to adjust bounding box coordinates by a given ratio\nfunction multiplyByRatio(ratioX, ratioY, box) {\n const scaleShape = (shape, idx) => idx % 2\n ? Math.max(shape * ratioY, 10)\n : shape * ratioX;\n\n return box.map(scaleShape);\n}\n\n\n// Function to resize and convert a crop to the recognition model input format\nfunction resizeAndConvertCropToModelInput(crop, netShape) {\n const [netWidth, netHeight] = netShape;\n\n // Resize the crop to the network's input shape\n const tempImg = new cv.Mat();\n cv.resize(crop, tempImg, new cv.Size(netWidth, netHeight));\n\n // Create the reshaped buffer\n const reshapedBuffer = new Uint8Array(netHeight * netWidth);\n let index = 0;\n\n for (let i = 0; i < netHeight; i++) {\n for (let j = 0; j < netWidth; j++) {\n reshapedBuffer[index++] = tempImg.ucharPtr(i, j)[0];\n }\n }\n\n // Clean up\n tempImg.delete();\n\n return reshapedBuffer;\n}\n\n// Function to extract recognition results from the model output\nfunction extractRecognitionResults(output) {\n const outputData = output.getData();\n const outputShape = output.getShape();\n const [batchSize, height, width] = outputShape;\n\n return setShape(outputData, [height, width]);\n}\n\n// Function to parse annotations from the recognition results\nfunction parseAnnotations(recognitionResults) {\n const letters = \"~0123456789abcdefghijklmnopqrstuvwxyz\";\n const annotation = [];\n\n for (const row of recognitionResults) {\n const letterIndex = argMax(row);\n const parsedLetter = letters[letterIndex];\n\n // Stop if end character is encountered\n if (parsedLetter === letters[0]) break;\n annotation.push(parsedLetter);\n }\n\n return annotation.join('');\n}\n\n// Function to crop the image based on the bounding box coordinates\nfunction cropImage(originalImage, xMin, yMin, xMax, yMax) {\n xMin = Math.max(0, xMin);\n yMin = Math.max(0, yMin);\n xMax = Math.min(originalImage.cols, xMax);\n yMax = Math.min(originalImage.rows, yMax);\n if (xMin >= xMax || yMin >= yMax) {\n throw new Error('Invalid crop coordinates');\n }\n const roi = originalImage.roi(\n new cv.Rect(xMin, yMin, xMax - xMin, yMax - yMin)\n );\n const cropped = new cv.Mat();\n roi.copyTo(cropped);\n roi.delete();\n\n return cropped;\n}\n\n// Function to log the bounding boxes with annotations\nfunction printSortedAnnotations(boxesWithAnnotations) {\n /* Sort the boxes with annotations based\n on their position in the input image */\n const sortedAnnotations = boxesWithAnnotations\n .sort((a, b) => {\n const [aXMin, aYMin] = a.box;\n const [bXMin, bYMin] = b.box;\n\n return (aYMin - bYMin) || (aXMin - bXMin);\n })\n .map(item => item.annotation);\n\n console.log('Sorted Annotations:', sortedAnnotations);\n}\n\n// Get Text size\nfunction getTextSize(text, fontFace, fontScale) {\n const canvas = createCanvas(200, 200);\n const ctx = canvas.getContext('2d');\n const adjustedFontScale = fontScale * 35;\n ctx.font = `${adjustedFontScale}px ${fontFace}`;\n const metrics = ctx.measureText(text);\n const width = metrics.width;\n const height =\n metrics.actualBoundingBoxAscent +\n metrics.actualBoundingBoxDescent;\n\n return { width, height };\n}\n\n/* The convertResultToImage function visualizes object detection\n results on an image by drawing bounding boxes around detected\n objects and optionally adding labels to them. */\nfunction convertResultToImage(\n bgrImage,\n resizedImage,\n boxesWithAnnotations,\n options,\n) {\n const defaultOptions = { threshold: 0.3, confLabels: true };\n const { threshold, confLabels } = Object.assign(defaultOptions, options);\n\n const colors = {\n red: [255, 0, 0, 255],\n green: [0, 255, 0, 255],\n white: [255, 255, 255, 255]\n };\n const [realY, realX] = [bgrImage.rows, bgrImage.cols];\n const [resizedY, resizedX] = [resizedImage.rows, resizedImage.cols];\n const [ratioX, ratioY] = [realX / resizedX, realY / resizedY];\n\n const rgbImage = new cv.Mat();\n cv.cvtColor(bgrImage, rgbImage, cv.COLOR_BGR2RGB);\n\n boxesWithAnnotations.forEach(({ box, annotation }) => {\n const conf = box[box.length - 1];\n\n if (conf < threshold) return;\n\n const [xMin, yMin, xMax, yMax] = multiplyByRatio(ratioX, ratioY, box);\n\n cv.rectangle(\n rgbImage,\n new cv.Point(xMin, yMin),\n new cv.Point(xMax, yMax),\n colors.green,\n 3\n );\n\n if (!confLabels) return;\n\n const text = `${annotation}`;\n const fontScale = 0.8;\n const thickness = 1;\n const { width: textW, height: textH } = getTextSize(text, 'Arial', fontScale);\n const imageCopy = rgbImage.clone();\n\n cv.rectangle(\n imageCopy,\n new cv.Point(xMin, yMin - textH - 10),\n new cv.Point(xMin + textW, yMin - 10),\n colors.white,\n cv.FILLED\n );\n cv.addWeighted(imageCopy, 0.4, rgbImage, 0.6, 0, rgbImage);\n cv.putText(\n rgbImage,\n text,\n new cv.Point(xMin, yMin - 10),\n cv.FONT_HERSHEY_SIMPLEX,\n fontScale,\n colors.red,\n thickness,\n cv.LINE_AA\n );\n\n imageCopy.delete();\n\n });\n\n return rgbImage;\n}\n" + ], + "outputs": [] + }, + { + "language": "markdown", + "source": [ + "# Async Inference Helper Function" + ], + "outputs": [] + }, + { + "language": "typescript", + "source": [ + "async function inferAsyncProcess(\n tensor,\n recModelCompiled,\n recOutputLayer,\n i,\n annotations,\n) {\n // Create infer request\n const inferRequest = recModelCompiled.createInferRequest();\n\n // Define the completion callback function\n function completionCallback(outputTensor, i, annotations) {\n const recognitionResults = extractRecognitionResults(outputTensor);\n const annotation = parseAnnotations(recognitionResults);\n annotations.push(annotation);\n }\n\n // Start inference in asynchronous mode\n try {\n const result = await inferRequest.inferAsync([tensor]);\n completionCallback(result[recOutputLayer], i, annotations);\n }catch (error) {\n console.error('Error during inference:', error);\n }\n}\n" + ], + "outputs": [] + }, + { + "language": "markdown", + "source": [ + "### Do Inference and Show Detected Text Boxes and OCR Results for the Image\n" + ], + "outputs": [] + }, + { + "language": "typescript", + "source": [ + "// Process each bounding box and run inference on the recognition model\nconst [batchSize, channels, height, width] = recInputLayer.shape;\n// Calculate ratios\nconst {\n ratioX,\n ratioY,\n} = calculateRatios(inputImageMat, resizedImage);\n\n// Convert image to grayscale\nconst grayscaleImage = convertToGrayscale(inputImageMat);\n\nconst annotations = [];\nconst croppedImages = [];\n\n\nfor (let i = 0; i < boundingBoxesArray.length; i++) {\n const crop = boundingBoxesArray[i];\n const [xMin, yMin, xMax, yMax] = multiplyByRatio(ratioX, ratioY, crop).map(Math.floor);\n const cropRect = new cv.Rect(xMin, yMin, xMax - xMin, yMax - yMin);\n const croppedImage = grayscaleImage.roi(cropRect);\n\n try {\n const preprocessedCrop = resizeAndConvertCropToModelInput(croppedImage, [width, height]);\n const tensorData = new Float32Array(preprocessedCrop);\n const tensor = new ov.Tensor(\n ov.element.f32,\n Int32Array.from(recInputLayer.shape),\n tensorData\n );\n\n await inferAsyncProcess(\n tensor,\n recModelCompiled,\n recOutputLayer,\n i,\n annotations\n );\n\n croppedImages.push(\n cropImage(inputImageMat, xMin, yMin, xMax, yMax)\n );\n } catch (error) {\n console.error('Error during preprocessing:', error);\n }\n\n croppedImage.delete();\n}\n\ngrayscaleImage.delete();\n\nconst boxesWithAnnotations = boundingBoxesArray.map((box, index) => ({\n box,\n annotation: annotations[index]\n}));\n\nconst resultImage = convertResultToImage(\n inputImageMat,\n resizedImage,\n boxesWithAnnotations,\n { threshold: 0.3, confLabels: true }\n);\n\ndisplayArrayAsImage(\n resultImage.data,\n resultImage.cols,\n resultImage.rows,\n display\n);\n\ncroppedImages.forEach((croppedImage) => {\n displayArrayAsImage(\n croppedImage.data,\n croppedImage.cols,\n croppedImage.rows,\n display\n );\n});\n" + ], + "outputs": [ + { + "items": [ + { + "mime": "application/vnd.code.notebook.stdout", + "value": [ + "Annotation for box 0: building", + "Cropped Image Size: 159 x 40", + "Annotation for box 1: noyce", + "Original Image Size: 690 x 517", + "Cropping Coordinates: (256, 50) to (377, 88)", + "Cropped Image Size: 121 x 38", + "Cropping Coordinates: (604, 205) to (653, 228)", + "Cropped Image Size: 49 x 23", + "Cropped Image Size: 26 x 32", + "Cropped Image Size: 31 x 23", + "Text: noyce, Width: 74.716796875, Height: 21", + "Text: 2200, Width: 62.2890625, Height: 19", + "Text: robert, Width: 73.14453125, Height: 20", + "" + ] + } + ] + }, + { + "items": [ + { + "mime": "image/jpeg", + "value": 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