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钟尚武
dlib
Commits
7f2e28c4
Commit
7f2e28c4
authored
Feb 03, 2015
by
Davis King
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Added the correlation_tracker.
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6adfdac9
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image_processing.h
dlib/image_processing.h
+1
-0
correlation_tracker.h
dlib/image_processing/correlation_tracker.h
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correlation_tracker_abstract.h
dlib/image_processing/correlation_tracker_abstract.h
+108
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dlib/image_processing.h
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7f2e28c4
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@@ -15,6 +15,7 @@
#include "image_processing/remove_unobtainable_rectangles.h"
#include "image_processing/scan_fhog_pyramid.h"
#include "image_processing/shape_predictor.h"
#include "image_processing/correlation_tracker.h"
#endif // DLIB_IMAGE_PROCESSInG_H_h_
...
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dlib/image_processing/correlation_tracker.h
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7f2e28c4
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dlib/image_processing/correlation_tracker_abstract.h
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7f2e28c4
// Copyright (C) 2015 Davis E. King (davis@dlib.net)
// License: Boost Software License See LICENSE.txt for the full license.
#undef DLIB_CORRELATION_TrACKER_ABSTRACT_H_
#ifdef DLIB_CORRELATION_TrACKER_ABSTRACT_H_
#include "../geometry/drectangle_abstract.h"
namespace
dlib
{
// ----------------------------------------------------------------------------------------
class
correlation_tracker
{
/*!
WHAT THIS OBJECT REPRESENTS
This is a tool for tracking moving objects in a video stream. You give it
the bounding box of an object in the first frame and it attempts to track the
object in the box from frame to frame.
This tool is an implementation of the method described in the following paper:
Danelljan, Martin, et al. "Accurate scale estimation for robust visual
tracking." Proceedings of the British Machine Vision Conference BMVC. 2014.
!*/
public
:
correlation_tracker
(
);
/*!
ensures
- #get_position().is_empty() == true
!*/
template
<
typename
image_type
>
void
start_track
(
const
image_type
&
img
,
const
drectangle
&
p
);
/*!
requires
- image_type == an image object that implements the interface defined in
dlib/image_processing/generic_image.h
- p.is_empty() == false
ensures
- This object will start tracking the thing inside the bounding box in the
given image. That is, if you call update() with subsequent video frames
then it will try to keep track of the position of the object inside p.
- #get_position() == p
!*/
drectangle
get_position
(
)
const
;
/*!
ensures
- returns the predicted position of the object under track.
!*/
template
<
typename
image_type
>
double
update
(
const
image_type
&
img
,
const
drectangle
&
guess
);
/*!
requires
- image_type == an image object that implements the interface defined in
dlib/image_processing/generic_image.h
- get_position().is_empty() == false
(i.e. you must have started tracking by calling start_track())
ensures
- When searching for the object in img, we search in the area around the
provided guess.
- #get_position() == the new predicted location of the object in img. This
location will be a copy of guess that has been translated and scaled
appropriately based on the content of img so that it, hopefully, bounds
the object in img.
- Returns the peak to side-lobe ratio. This is a number that measures how
confident the tracker is that the object is inside #get_position().
Larger values indicate higher confidence.
!*/
template
<
typename
image_type
>
double
update
(
const
image_type
&
img
);
/*!
requires
- image_type == an image object that implements the interface defined in
dlib/image_processing/generic_image.h
- get_position().is_empty() == false
(i.e. you must have started tracking by calling start_track())
ensures
- performs: return update(img, get_position())
!*/
};
}
#endif // DLIB_CORRELATION_TrACKER_ABSTRACT_H_
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