Commit ca13ff7c authored by Davis King's avatar Davis King

Refactored code and added find_points_above_thresh()

parent 9ff6efab
......@@ -184,6 +184,57 @@ namespace dlib
return static_cast<double>(temp);
}
// ----------------------------------------------------------------------------------------
template <
typename image_type
>
void find_points_above_thresh (
std::vector<std::pair<double, point> >& dets,
const image_type& img,
const double thresh,
const unsigned long max_dets
)
{
typedef typename image_type::type ptype;
dets.clear();
if (max_dets == 0)
return;
unsigned long count = 0;
dlib::rand rnd;
for (long r = 0; r < img.nr(); ++r)
{
for (long c = 0; c < img.nc(); ++c)
{
const ptype val = img[r][c];
if (val >= thresh)
{
++count;
if (dets.size() < max_dets)
{
dets.push_back(std::make_pair(val, point(c,r)));
}
else
{
// The idea here is to cause us to randomly sample possible detection
// locations throughout the image rather than just stopping the detection
// procedure once we hit the max_dets limit. So this method will result
// in a random subsample of all the detections >= thresh being in dets
// at the end of scan_image().
const unsigned long random_index = rnd.get_random_32bit_number()%count;
if (random_index < dets.size())
{
dets[random_index] = std::make_pair(val, point(c,r));
}
}
}
}
}
}
// ----------------------------------------------------------------------------------------
template <
......@@ -217,9 +268,6 @@ namespace dlib
#endif
dets.clear();
if (max_dets == 0)
return;
typedef typename image_array_type::type::type pixel_type;
......@@ -231,37 +279,7 @@ namespace dlib
for (unsigned long i = 0; i < rects.size(); ++i)
sum_filter(images[rects[i].first], accum, rects[i].second);
unsigned long count = 0;
dlib::rand rnd;
for (long r = 0; r < accum.nr(); ++r)
{
for (long c = 0; c < accum.nc(); ++c)
{
const ptype cur_sum = accum[r][c];
if (cur_sum >= thresh)
{
++count;
if (dets.size() < max_dets)
{
dets.push_back(std::make_pair(cur_sum, point(c,r)));
}
else
{
// The idea here is to cause us to randomly sample possible detection
// locations throughout the image rather than just stopping the detection
// procedure once we hit the max_dets limit. So this method will result
// in a random subsample of all the detections >= thresh being in dets
// at the end of scan_image().
const unsigned long random_index = rnd.get_random_32bit_number()%count;
if (random_index < dets.size())
{
dets[random_index] = std::make_pair(cur_sum, point(c,r));
}
}
}
}
}
find_points_above_thresh(dets, accum, thresh, max_dets);
}
// ----------------------------------------------------------------------------------------
......@@ -318,14 +336,9 @@ namespace dlib
}
#endif
dets.clear();
if (max_dets == 0)
return;
if (movable_rects.size() == 0 && fixed_rects.size() == 0)
return;
typedef typename image_array_type::type::type pixel_type;
typedef typename promote<pixel_type>::type ptype;
......@@ -344,38 +357,7 @@ namespace dlib
max_filter(temp, accum, window.width(), window.height(), 0);
}
// TODO, make this block its own function and reuse it in scan_image().
unsigned long count = 0;
dlib::rand rnd;
for (long r = 0; r < accum.nr(); ++r)
{
for (long c = 0; c < accum.nc(); ++c)
{
const ptype cur_sum = accum[r][c];
if (cur_sum >= thresh)
{
++count;
if (dets.size() < max_dets)
{
dets.push_back(std::make_pair(cur_sum, point(c,r)));
}
else
{
// The idea here is to cause us to randomly sample possible detection
// locations throughout the image rather than just stopping the detection
// procedure once we hit the max_dets limit. So this method will result
// in a random subsample of all the detections >= thresh being in dets
// at the end of scan_image_movable_parts().
const unsigned long random_index = rnd.get_random_32bit_number()%count;
if (random_index < dets.size())
{
dets[random_index] = std::make_pair(cur_sum, point(c,r));
}
}
}
}
}
find_points_above_thresh(dets, accum, thresh, max_dets);
}
// ----------------------------------------------------------------------------------------
......
......@@ -96,6 +96,37 @@ namespace dlib
Then this function returns TOTAL_FIXED + TOTAL_MOVABLE.
!*/
// ----------------------------------------------------------------------------------------
template <
typename image_type
>
void find_points_above_thresh (
std::vector<std::pair<double, point> >& dets,
const image_type& img,
const double thresh,
const unsigned long max_dets
);
/*!
requires
- image_type == an implementation of array2d/array2d_kernel_abstract.h
- image_type::type == a scalar pixel type (e.g. int rather than rgb_pixel)
ensures
- #dets == a list of points from img which had pixel values >= thresh.
- Specifically, we have:
- #dets.size() <= max_dets
(note that dets is cleared before new detections are added by find_points_above_thresh())
- for all valid i:
- #dets[i].first == img[#dets[i].second.y()][#dets[i].second.x()]
(i.e. the first field contains the value of the pixel at this detection location)
- #dets[i].first >= thresh
- if (there are more than max_dets locations that pass the above threshold test) then
- #dets == a random subsample of all the locations which passed the threshold
test.
- else
- #dets == all the points which passed the threshold test.
!*/
// ----------------------------------------------------------------------------------------
template <
......
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