org.datavec.image.transform.CropImageTransform Maven / Gradle / Ivy
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/*
* ******************************************************************************
* *
* *
* * This program and the accompanying materials are made available under the
* * terms of the Apache License, Version 2.0 which is available at
* * https://www.apache.org/licenses/LICENSE-2.0.
* *
* * See the NOTICE file distributed with this work for additional
* * information regarding copyright ownership.
* * 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.
* *
* * SPDX-License-Identifier: Apache-2.0
* *****************************************************************************
*/
package org.datavec.image.transform;
import lombok.Data;
import org.bytedeco.javacv.OpenCVFrameConverter;
import org.datavec.image.data.ImageWritable;
import org.nd4j.shade.jackson.annotation.JsonInclude;
import org.nd4j.shade.jackson.annotation.JsonProperty;
import java.util.Random;
import org.bytedeco.opencv.opencv_core.*;
@JsonInclude(JsonInclude.Include.NON_NULL)
@Data
public class CropImageTransform extends BaseImageTransform {
private int cropTop;
private int cropLeft;
private int cropBottom;
private int cropRight;
private int x;
private int y;
/** Calls {@code this(null, crop, crop, crop, crop)}. */
public CropImageTransform(int crop) {
this(null, crop, crop, crop, crop);
}
/** Calls {@code this(random, crop, crop, crop, crop)}. */
public CropImageTransform(Random random, int crop) {
this(random, crop, crop, crop, crop);
}
/** Calls {@code this(random, cropTop, cropLeft, cropBottom, cropRight)}. */
public CropImageTransform(@JsonProperty("cropTop") int cropTop, @JsonProperty("cropLeft") int cropLeft,
@JsonProperty("cropBottom") int cropBottom, @JsonProperty("cropRight") int cropRight) {
this(null, cropTop, cropLeft, cropBottom, cropRight);
}
/**
* Constructs an instance of the ImageTransform.
*
* @param random object to use (or null for deterministic)
* @param cropTop maximum cropping of the top of the image (pixels)
* @param cropLeft maximum cropping of the left of the image (pixels)
* @param cropBottom maximum cropping of the bottom of the image (pixels)
* @param cropRight maximum cropping of the right of the image (pixels)
*/
public CropImageTransform(Random random, int cropTop, int cropLeft, int cropBottom, int cropRight) {
super(random);
this.cropTop = cropTop;
this.cropLeft = cropLeft;
this.cropBottom = cropBottom;
this.cropRight = cropRight;
this.converter = new OpenCVFrameConverter.ToMat();
}
/**
* Takes an image and returns a transformed image.
* Uses the random object in the case of random transformations.
*
* @param image to transform, null == end of stream
* @param random object to use (or null for deterministic)
* @return transformed image
*/
@Override
protected ImageWritable doTransform(ImageWritable image, Random random) {
if (image == null) {
return null;
}
Mat mat = converter.convert(image.getFrame());
int top = random != null ? random.nextInt(cropTop + 1) : cropTop;
int left = random != null ? random.nextInt(cropLeft + 1) : cropLeft;
int bottom = random != null ? random.nextInt(cropBottom + 1) : cropBottom;
int right = random != null ? random.nextInt(cropRight + 1) : cropRight;
y = Math.min(top, mat.rows() - 1);
x = Math.min(left, mat.cols() - 1);
int h = Math.max(1, mat.rows() - bottom - y);
int w = Math.max(1, mat.cols() - right - x);
Mat result = mat.apply(new Rect(x, y, w, h));
return new ImageWritable(converter.convert(result));
}
@Override
public float[] query(float... coordinates) {
float[] transformed = new float[coordinates.length];
for (int i = 0; i < coordinates.length; i += 2) {
transformed[i ] = coordinates[i ] - x;
transformed[i + 1] = coordinates[i + 1] - y;
}
return transformed;
}
}