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Created a motion detection filter to be used with the filter interface
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/*
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NAME
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filter.go
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AUTHORS
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Ella Pietraroia <ella@ausocean.org>
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Scott Barnard <scott@ausocean.org>
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LICENSE
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filter.go is Copyright (C) 2017-2020 the Australian Ocean Lab (AusOcean)
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It is free software: you can redistribute it and/or modify them
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under the terms of the GNU General Public License as published by the
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Free Software Foundation, either version 3 of the License, or (at your
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option) any later version.
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It is distributed in the hope that it will be useful, but WITHOUT
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ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or
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FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License
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for more details.
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You should have received a copy of the GNU General Public License
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in gpl.txt. If not, see http://www.gnu.org/licenses.
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*/
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// Package filter provides filters that modify video streams.
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package filter
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import (
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"image"
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"image/color"
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"io"
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"gocv.io/x/gocv"
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)
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// Filter is an interface shared by all filters. It is the same as an io.WriteCloser
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// interface, however more functions may be added as needed.
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type Filter interface {
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io.WriteCloser
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}
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// MogFilter is a filter that provides basic motion detection.
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type MogFilter struct {
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dst io.WriteCloser
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minArea float64
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mog2 *gocv.BackgroundSubtractorMOG2
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kernel gocv.Mat
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debug bool
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windows []*gocv.Window
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}
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// NewMogFilter returns a pointer to a new MogFilter
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func NewMogFilter(dst io.WriteCloser, minArea, threshold float64, history, kernelSize int, debug bool) *MogFilter {
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mog2 := gocv.NewBackgroundSubtractorMOG2WithParams(history, threshold, false)
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kernel := gocv.GetStructuringElement(gocv.MorphRect, image.Pt(kernelSize, kernelSize))
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var windows []*gocv.Window
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if debug {
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windows = append(windows, gocv.NewWindow("Debug: Bounding boxes"), gocv.NewWindow("Debug: Motion"))
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}
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return &MogFilter{dst, minArea, &mog2, kernel, debug, windows}
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}
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// Close frees resources used by gocv, because it has to be done manually, due to
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// it using c-go.
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func (m *MogFilter) Close() error {
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m.mog2.Close()
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m.kernel.Close()
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for _, window := range m.windows {
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window.Close()
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}
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return m.dst.Close()
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}
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// Write applies the motion filter to the video stream. Only frames with motion
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// are written to the destination encoder, frames without are discarded.
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func (m *MogFilter) Write(f []byte) (int, error) {
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img, _ := gocv.IMDecode(f, gocv.IMReadColor)
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defer img.Close()
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imgDelta := gocv.NewMat()
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defer imgDelta.Close()
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// Seperate foreground and background.
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m.mog2.Apply(img, &imgDelta)
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// Threshold imgDelta.
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gocv.Threshold(imgDelta, &imgDelta, 25, 255, gocv.ThresholdBinary)
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// Remove noise.
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gocv.Erode(imgDelta, &imgDelta, m.kernel)
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gocv.Dilate(imgDelta, &imgDelta, m.kernel)
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// Fill small holes.
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gocv.Dilate(imgDelta, &imgDelta, m.kernel)
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gocv.Erode(imgDelta, &imgDelta, m.kernel)
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// Find contours and reject ones with a small area.
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var contours [][]image.Point
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allContours := gocv.FindContours(imgDelta, gocv.RetrievalExternal, gocv.ChainApproxSimple)
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for _, c := range allContours {
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if gocv.ContourArea(c) > m.minArea {
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contours = append(contours, c)
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}
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}
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// Draw debug information.
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if m.debug {
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for _, c := range contours {
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rect := gocv.BoundingRect(c)
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gocv.Rectangle(&img, rect, color.RGBA{0, 0, 255, 0}, 1)
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}
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if len(contours) > 0 {
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gocv.PutText(&img, "Motion", image.Pt(32, 32), gocv.FontHersheyPlain, 2.0, color.RGBA{255, 0, 0, 0}, 2)
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}
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m.windows[0].IMShow(img)
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m.windows[1].IMShow(imgDelta)
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m.windows[0].WaitKey(1)
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}
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// Don't write to destination if there is no motion.
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if len(contours) == 0 {
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return -1, nil
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}
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// Write to destination.
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return m.dst.Write(f)
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}
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