app/src/main/java/com/davidmiguel/gobees/monitoring/algorithm/processors/BackgroundSubtractor.java
/*
* GoBees
* Copyright (c) 2016 - 2017 David Miguel Lozano
*
* This program is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see <https://www.gnu.org/licenses/gpl-3.0.txt>.
*/
package com.davidmiguel.gobees.monitoring.algorithm.processors;
import android.support.annotation.NonNull;
import com.davidmiguel.gobees.logging.Log;
import org.opencv.core.Mat;
import org.opencv.video.BackgroundSubtractorMOG2;
import org.opencv.video.Video;
/**
* Implements a background subtraction algorithm (in particular, BackgroundSubtractorMOG2).
*/
public class BackgroundSubtractor implements VideoProcessor {
// Number of frames to consider in the background model
private static final int HISTORY = 10;
// Ratio of frames to add a pixel to the bg model if it keeps semi-constant
private static final double BACKGROUND_RATIO = 0.04;
// Threshold to decide whether a pixel belongs to the background model or not
private static final double VAR_THRESHOLD = 40;
// Initial variance of each gaussian component
private static final double VAR_INIT = 15;
// Detect shadows
private static final boolean DETECT_SHADOWS = true;
// Threshold to consider a pixel as shadow or not.
private static final double SHADOWS_THRESHOLD = 0.7;
private BackgroundSubtractorMOG2 mog;
/**
* Default BackgroundSubtractor constructor.
* History is initialized to 10 and shadows threshold to 0.7.
*/
public BackgroundSubtractor() {
mog = getMogInstance(HISTORY, SHADOWS_THRESHOLD);
}
/**
* BackgroundSubtractor constructor.
*
* @param history the number of frames to consider in the background model.
* @param shadowThreshold the threshold to consider a pixel as shadow or not.
*/
public BackgroundSubtractor(int history, double shadowThreshold) {
mog = getMogInstance(history, shadowThreshold);
}
/**
* Get the instance of BackgroundSubtractorMOG2 with the desired configuration.
*
* @param history the number of frames to consider in the background model.
* @param shadowThreshold the threshold to consider a pixel as shadow or not.
* @return instance of BackgroundSubtractorMOG2.
*/
private BackgroundSubtractorMOG2 getMogInstance(int history, double shadowThreshold) {
BackgroundSubtractorMOG2 instance =
Video.createBackgroundSubtractorMOG2(history, VAR_THRESHOLD, DETECT_SHADOWS);
instance.setBackgroundRatio(BACKGROUND_RATIO);
instance.setVarInit(VAR_INIT);
instance.setShadowThreshold(shadowThreshold);
return instance;
}
@Override
public Mat process(@NonNull Mat frame) {
if (frame.empty()) {
Log.e("Invalid input frame.");
return null;
}
Mat foreground = new Mat();
// Apply background substraction
mog.apply(frame, foreground);
return foreground;
}
}