diff --git a/filter/mog.go b/filter/mog.go new file mode 100644 index 00000000..7cfa8356 --- /dev/null +++ b/filter/mog.go @@ -0,0 +1,127 @@ +/* +DESCRIPTION + A filter that detects motion and discards frames without motion. The + filter uses a Mixture of Gaussians method (MoG) to determine what is + background and what is foreground. + +AUTHORS + Scott Barnard + +LICENSE + mog.go is Copyright (C) 2019 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 + +import ( + "image" + "image/color" + "io" + + "gocv.io/x/gocv" +) + +// MOGFilter is a filter that provides basic motion detection. MoG is short for +// Mixture of Gaussians method. +type MOGFilter struct { + dst io.WriteCloser + area float64 + bs *gocv.BackgroundSubtractorMOG2 + knl gocv.Mat + debug bool + windows []*gocv.Window +} + +// NewMOGFilter returns a pointer to a new MOGFilter. +func NewMOGFilter(dst io.WriteCloser, area, threshold float64, history, kernelSize int, debug bool) *MogFilter { + bs := gocv.NewBackgroundSubtractorMOG2WithParams(history, threshold, false) + k := gocv.GetStructuringElement(gocv.MorphRect, image.Pt(kernelSize, kernelSize)) + var windows []*gocv.Window + if debug { + windows = []*gocv.Window{gocv.NewWindow("Debug: Bounding boxes"), gocv.NewWindow("Debug: Motion")} + } + return &MOGFilter{dst, area, &bs, k, debug, windows} +} + +// Implements io.Closer. +// 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.bs.Close() + m.kernel.Close() + for _, window := range m.windows { + window.Close() + } + return m.dst.Close() +} + +// Implements io.Writer. +// 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.bs.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.area { + 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) +}