[arrayfire] 240/408: Added SIFT prototypes and parameter documentation
Ghislain Vaillant
ghisvail-guest at moszumanska.debian.org
Mon Sep 21 19:12:05 UTC 2015
This is an automated email from the git hooks/post-receive script.
ghisvail-guest pushed a commit to branch debian/sid
in repository arrayfire.
commit 028960f012488552865f6d75aa9c8ee13d04075a
Author: Peter Andreas Entschev <peter at arrayfire.com>
Date: Thu Aug 13 10:26:05 2015 -0400
Added SIFT prototypes and parameter documentation
---
include/af/vision.h | 70 +++++++++++++++++++++++++++++++++++++++++++++++++++--
1 file changed, 68 insertions(+), 2 deletions(-)
diff --git a/include/af/vision.h b/include/af/vision.h
index 22decc1..a94401a 100644
--- a/include/af/vision.h
+++ b/include/af/vision.h
@@ -41,7 +41,7 @@ class array;
AFAPI features fast(const array& in, const float thr=20.0f, const unsigned arc_length=9, const bool non_max=true, const float feature_ratio=0.05, const unsigned edge=3);
/**
- C++ Interface for ORB feature descriptor
+ C++ Interface for Harris corner detector
\param[in] in array containing a grayscale image (color images are not
supported)
@@ -93,6 +93,39 @@ AFAPI features harris(const array& in, const unsigned max_corners=500, const flo
AFAPI void orb(features& feat, array& desc, const array& image, const float fast_thr=20.f, const unsigned max_feat=400, const float scl_fctr=1.5f, const unsigned levels=4, const bool blur_img=false);
/**
+ C++ Interface for SIFT feature detector and descriptor
+
+ \param[out] feat features object composed of arrays for x and y
+ coordinates, score, orientation and size of selected features
+ \param[out] desc Nx128 array containing extracted descriptors, where N is the
+ number of features found by SIFT
+ \param[in] in array containing a grayscale image (color images are not
+ supported)
+ \param[in] n_layers number of layers per octave, the number of octaves is
+ computed automatically according to the input image dimensions,
+ the original SIFT paper suggests 3
+ \param[in] contrast_thr threshold used to filter out features that have
+ low contrast, the original SIFT paper suggests 0.04
+ \param[in] edge_thr threshold used to filter out features that are too
+ edge-like, the original SIFT paper suggests 10.0
+ \param[in] init_sigma the sigma value used to filter the input image at
+ the first octave, the original SIFT paper suggests 1.6
+ \param[in] double_input if true, the input image dimensions will be
+ doubled and the doubled image will be used for the first octave
+ \param[in] intensity_scale the inverse of the difference between the minimum
+ and maximum grayscale intensity value, e.g.: if the ranges are
+ 0-256, the proper intensity_scale value is 1/256, if the ranges
+ are 0-1, the proper intensity-scale value is 1/1
+ \param[in] feature_ratio maximum ratio of features to detect, the maximum
+ number of features is calculated by feature_ratio * in.elements().
+ The maximum number of features is not based on the score, instead,
+ features detected after the limit is reached are discarded
+
+ \ingroup cv_func_sift
+ */
+AFAPI void sift(features& feat, array& desc, const array& in, const unsigned n_layers=3, const float contrast_thr=0.04f, const float edge_thr=10.f, const float init_sigma=1.6f, const bool double_input=true, const float img_scale=0.00390625f, const float feature_ratio=0.05f);
+
+/**
C++ Interface wrapper for Hamming matcher
\param[out] idx is an array of MxN size, where M is equal to the number of query
@@ -224,7 +257,7 @@ extern "C" {
AFAPI af_err af_fast(af_features *out, const af_array in, const float thr, const unsigned arc_length, const bool non_max, const float feature_ratio, const unsigned edge);
/**
- C Interface for Harris feature descriptor
+ C Interface for Harris corner detector
\param[out] out struct containing arrays for x and y
coordinates and score (Harris response), while arrays
@@ -276,6 +309,39 @@ extern "C" {
AFAPI af_err af_orb(af_features *feat, af_array *desc, const af_array in, const float fast_thr, const unsigned max_feat, const float scl_fctr, const unsigned levels, const bool blur_img);
/**
+ C++ Interface for SIFT feature detector and descriptor
+
+ \param[out] feat af_features object composed of arrays for x and y
+ coordinates, score, orientation and size of selected features
+ \param[out] desc Nx128 array containing extracted descriptors, where N is the
+ number of features found by SIFT
+ \param[in] in array containing a grayscale image (color images are not
+ supported)
+ \param[in] n_layers number of layers per octave, the number of octaves is
+ computed automatically according to the input image dimensions,
+ the original SIFT paper suggests 3
+ \param[in] contrast_thr threshold used to filter out features that have
+ low contrast, the original SIFT paper suggests 0.04
+ \param[in] edge_thr threshold used to filter out features that are too
+ edge-like, the original SIFT paper suggests 10.0
+ \param[in] init_sigma the sigma value used to filter the input image at
+ the first octave, the original SIFT paper suggests 1.6
+ \param[in] double_input if true, the input image dimensions will be
+ doubled and the doubled image will be used for the first octave
+ \param[in] intensity_scale the inverse of the difference between the minimum
+ and maximum grayscale intensity value, e.g.: if the ranges are
+ 0-256, the proper intensity_scale value is 1/256, if the ranges
+ are 0-1, the proper intensity-scale value is 1/1
+ \param[in] feature_ratio maximum ratio of features to detect, the maximum
+ number of features is calculated by feature_ratio * in.elements().
+ The maximum number of features is not based on the score, instead,
+ features detected after the limit is reached are discarded
+
+ \ingroup cv_func_sift
+ */
+ AFAPI af_err af_sift(af_features *feat, af_array *desc, const af_array in, const unsigned n_layers, const float contrast_thr, const float edge_thr, const float init_sigma, const bool double_input, const float img_scale, const float feature_ratio);
+
+ /**
C Interface wrapper for Hamming matcher
\param[out] idx is an array of MxN size, where M is equal to the number of query
--
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