From 9c7de50b9d721d313655344d75760b26bb6b1147 Mon Sep 17 00:00:00 2001 From: Scott Date: Mon, 16 Dec 2019 14:57:25 +1030 Subject: [PATCH] Created a motion detection filter to be used with the filter interface --- filter/filter.go | 128 +++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 128 insertions(+) create mode 100644 filter/filter.go diff --git a/filter/filter.go b/filter/filter.go new file mode 100644 index 00000000..22672fed --- /dev/null +++ b/filter/filter.go @@ -0,0 +1,128 @@ +/* +NAME + filter.go + +AUTHORS + Ella Pietraroia + Scott Barnard + +LICENSE + filter.go is Copyright (C) 2017-2020 the Australian Ocean Lab (AusOcean) + + It is free software: you can redistribute it and/or modify them + under the terms of the GNU General Public License as published by the + Free Software Foundation, either version 3 of the License, or (at your + option) any later version. + + It 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 + in gpl.txt. If not, see http://www.gnu.org/licenses. +*/ + +// Package filter provides filters that modify video streams. +package filter + +import ( + "image" + "image/color" + "io" + + "gocv.io/x/gocv" +) + +// Filter is an interface shared by all filters. It is the same as an io.WriteCloser +// interface, however more functions may be added as needed. +type Filter interface { + io.WriteCloser +} + +// MogFilter is a filter that provides basic motion detection. +type MogFilter struct { + dst io.WriteCloser + minArea float64 + mog2 *gocv.BackgroundSubtractorMOG2 + kernel gocv.Mat + debug bool + windows []*gocv.Window +} + +// NewMogFilter returns a pointer to a new MogFilter +func NewMogFilter(dst io.WriteCloser, minArea, threshold float64, history, kernelSize int, debug bool) *MogFilter { + mog2 := gocv.NewBackgroundSubtractorMOG2WithParams(history, threshold, false) + kernel := gocv.GetStructuringElement(gocv.MorphRect, image.Pt(kernelSize, kernelSize)) + var windows []*gocv.Window + if debug { + windows = append(windows, gocv.NewWindow("Debug: Bounding boxes"), gocv.NewWindow("Debug: Motion")) + } + return &MogFilter{dst, minArea, &mog2, kernel, debug, windows} +} + +// Close frees resources used by gocv, because it has to be done manually, due to +// it using c-go. +func (m *MogFilter) Close() error { + m.mog2.Close() + m.kernel.Close() + for _, window := range m.windows { + window.Close() + } + return m.dst.Close() +} + +// Write applies the motion filter to the video stream. Only frames with motion +// are written to the destination encoder, frames without are discarded. +func (m *MogFilter) Write(f []byte) (int, error) { + img, _ := gocv.IMDecode(f, gocv.IMReadColor) + defer img.Close() + + imgDelta := gocv.NewMat() + defer imgDelta.Close() + + // Seperate foreground and background. + m.mog2.Apply(img, &imgDelta) + + // Threshold imgDelta. + gocv.Threshold(imgDelta, &imgDelta, 25, 255, gocv.ThresholdBinary) + + // Remove noise. + gocv.Erode(imgDelta, &imgDelta, m.kernel) + gocv.Dilate(imgDelta, &imgDelta, m.kernel) + + // Fill small holes. + gocv.Dilate(imgDelta, &imgDelta, m.kernel) + gocv.Erode(imgDelta, &imgDelta, m.kernel) + + // Find contours and reject ones with a small area. + var contours [][]image.Point + allContours := gocv.FindContours(imgDelta, gocv.RetrievalExternal, gocv.ChainApproxSimple) + for _, c := range allContours { + if gocv.ContourArea(c) > m.minArea { + contours = append(contours, c) + } + } + + // Draw debug information. + if m.debug { + for _, c := range contours { + rect := gocv.BoundingRect(c) + gocv.Rectangle(&img, rect, color.RGBA{0, 0, 255, 0}, 1) + } + if len(contours) > 0 { + gocv.PutText(&img, "Motion", image.Pt(32, 32), gocv.FontHersheyPlain, 2.0, color.RGBA{255, 0, 0, 0}, 2) + } + m.windows[0].IMShow(img) + m.windows[1].IMShow(imgDelta) + m.windows[0].WaitKey(1) + } + + // Don't write to destination if there is no motion. + if len(contours) == 0 { + return -1, nil + } + + // Write to destination. + return m.dst.Write(f) +}