/** * @license * Copyright 2020 Google LLC. All Rights Reserved. * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * https://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. * ============================================================================= */ const tf = require('@tensorflow/tfjs'); function getBoxSize(box) { return [ Math.abs(box.endPoint[0] - box.startPoint[0]), Math.abs(box.endPoint[1] - box.startPoint[1]), ]; } function getBoxCenter(box) { return [ box.startPoint[0] + (box.endPoint[0] - box.startPoint[0]) / 2, box.startPoint[1] + (box.endPoint[1] - box.startPoint[1]) / 2, ]; } function cutBoxFromImageAndResize(box, image, cropSize) { const h = image.shape[1]; const w = image.shape[2]; const boxes = [[ box.startPoint[1] / h, box.startPoint[0] / w, box.endPoint[1] / h, box.endPoint[0] / w, ]]; return tf.image.cropAndResize(image, boxes, [0], cropSize); } function scaleBoxCoordinates(box, factor) { const startPoint = [box.startPoint[0] * factor[0], box.startPoint[1] * factor[1]]; const endPoint = [box.endPoint[0] * factor[0], box.endPoint[1] * factor[1]]; const palmLandmarks = box.palmLandmarks.map((coord) => { const scaledCoord = [coord[0] * factor[0], coord[1] * factor[1]]; return scaledCoord; }); return { startPoint, endPoint, palmLandmarks }; } function enlargeBox(box, factor = 1.5) { const center = getBoxCenter(box); const size = getBoxSize(box); const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2]; const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]]; const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]]; return { startPoint, endPoint, palmLandmarks: box.palmLandmarks }; } function squarifyBox(box) { const centers = getBoxCenter(box); const size = getBoxSize(box); const maxEdge = Math.max(...size); const halfSize = maxEdge / 2; const startPoint = [centers[0] - halfSize, centers[1] - halfSize]; const endPoint = [centers[0] + halfSize, centers[1] + halfSize]; return { startPoint, endPoint, palmLandmarks: box.palmLandmarks }; } function shiftBox(box, shiftFactor) { const boxSize = [ box.endPoint[0] - box.startPoint[0], box.endPoint[1] - box.startPoint[1], ]; const shiftVector = [boxSize[0] * shiftFactor[0], boxSize[1] * shiftFactor[1]]; const startPoint = [box.startPoint[0] + shiftVector[0], box.startPoint[1] + shiftVector[1]]; const endPoint = [box.endPoint[0] + shiftVector[0], box.endPoint[1] + shiftVector[1]]; return { startPoint, endPoint, palmLandmarks: box.palmLandmarks }; } export { cutBoxFromImageAndResize, enlargeBox, getBoxCenter, getBoxSize, scaleBoxCoordinates, shiftBox, squarifyBox, };