vision.h
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1 /*******************************************************
2  * Copyright (c) 2014, ArrayFire
3  * All rights reserved.
4  *
5  * This file is distributed under 3-clause BSD license.
6  * The complete license agreement can be obtained at:
7  * http://arrayfire.com/licenses/BSD-3-Clause
8  ********************************************************/
9 
10 #pragma once
11 #include <af/defines.h>
12 #include <af/features.h>
13 
14 #ifdef __cplusplus
15 namespace af
16 {
17 class array;
18 
42 AFAPI features fast(const array& in, const float thr=20.0f, const unsigned arc_length=9,
43  const bool non_max=true, const float feature_ratio=0.05,
44  const unsigned edge=3);
45 
46 #if AF_API_VERSION >= 31
47 
73 AFAPI features harris(const array& in, const unsigned max_corners=500,
74  const float min_response=1e5f, const float sigma=1.f,
75  const unsigned block_size=0, const float k_thr=0.04f);
76 #endif
77 
100 AFAPI void orb(features& feat, array& desc, const array& image,
101  const float fast_thr=20.f, const unsigned max_feat=400,
102  const float scl_fctr=1.5f, const unsigned levels=4,
103  const bool blur_img=false);
104 
105 #if AF_API_VERSION >= 31
106 
137 AFAPI void sift(features& feat, array& desc, const array& in, const unsigned n_layers=3,
138  const float contrast_thr=0.04f, const float edge_thr=10.f,
139  const float init_sigma=1.6f, const bool double_input=true,
140  const float intensity_scale=0.00390625f, const float feature_ratio=0.05f);
141 #endif
142 
143 #if AF_API_VERSION >= 32
144 
175 AFAPI void gloh(features& feat, array& desc, const array& in, const unsigned n_layers=3,
176  const float contrast_thr=0.04f, const float edge_thr=10.f,
177  const float init_sigma=1.6f, const bool double_input=true,
178  const float intensity_scale=0.00390625f, const float feature_ratio=0.05f);
179 #endif
180 
205 AFAPI void hammingMatcher(array& idx, array& dist,
206  const array& query, const array& train,
207  const dim_t dist_dim=0, const unsigned n_dist=1);
208 
209 #if AF_API_VERSION >= 31
210 
234 AFAPI void nearestNeighbour(array& idx, array& dist,
235  const array& query, const array& train,
236  const dim_t dist_dim=0, const unsigned n_dist=1,
237  const af_match_type dist_type = AF_SSD);
238 #endif
239 
255 AFAPI array matchTemplate(const array &searchImg, const array &templateImg, const matchType mType=AF_SAD);
256 
257 #if AF_API_VERSION >= 31
258 
274 AFAPI features susan(const array& in,
275  const unsigned radius=3,
276  const float diff_thr=32.0f,
277  const float geom_thr=10.0f,
278  const float feature_ratio=0.05f,
279  const unsigned edge=3);
280 #endif
281 
282 #if AF_API_VERSION >= 31
283 
293 AFAPI array dog(const array& in, const int radius1, const int radius2);
294 #endif
295 
296 #if AF_API_VERSION >= 32
297 
322 AFAPI void homography(array& H, int& inliers, const array& x_src, const array& y_src,
323  const array& x_dst, const array& y_dst, const af_homography_type htype=AF_HOMOGRAPHY_RANSAC,
324  const float inlier_thr=3.f, const unsigned iterations=1000, const dtype otype=f32);
325 #endif
326 
327 }
328 #endif
329 
330 #ifdef __cplusplus
331 extern "C" {
332 #endif
333 
359  AFAPI af_err af_fast(af_features *out, const af_array in, const float thr, const unsigned arc_length,
360  const bool non_max, const float feature_ratio, const unsigned edge);
361 
362 #if AF_API_VERSION >= 31
363 
389  AFAPI af_err af_harris(af_features *out, const af_array in, const unsigned max_corners,
390  const float min_response, const float sigma,
391  const unsigned block_size, const float k_thr);
392 #endif
393 
416  AFAPI af_err af_orb(af_features *feat, af_array *desc, const af_array in,
417  const float fast_thr, const unsigned max_feat, const float scl_fctr,
418  const unsigned levels, const bool blur_img);
419 
420 #if AF_API_VERSION >= 31
421 
452  AFAPI af_err af_sift(af_features *feat, af_array *desc, const af_array in,
453  const unsigned n_layers, const float contrast_thr, const float edge_thr,
454  const float init_sigma, const bool double_input,
455  const float intensity_scale, const float feature_ratio);
456 #endif
457 
458 #if AF_API_VERSION >= 32
459 
490  AFAPI af_err af_gloh(af_features *feat, af_array *desc, const af_array in,
491  const unsigned n_layers, const float contrast_thr,
492  const float edge_thr, const float init_sigma, const bool double_input,
493  const float intensity_scale, const float feature_ratio);
494 #endif
495 
518  const af_array query, const af_array train,
519  const dim_t dist_dim, const unsigned n_dist);
520 
521 #if AF_API_VERSION >= 31
522 
547  const af_array query, const af_array train,
548  const dim_t dist_dim, const unsigned n_dist,
549  const af_match_type dist_type);
550 #endif
551 
569  AFAPI af_err af_match_template(af_array *out, const af_array search_img,
570  const af_array template_img, const af_match_type m_type);
571 
572 #if AF_API_VERSION >= 31
573 
591  AFAPI af_err af_susan(af_features* out, const af_array in, const unsigned radius,
592  const float diff_thr, const float geom_thr,
593  const float feature_ratio, const unsigned edge);
594 #endif
595 
596 #if AF_API_VERSION >= 31
597 
609  AFAPI af_err af_dog(af_array *out, const af_array in, const int radius1, const int radius2);
610 #endif
611 
612 #if AF_API_VERSION >= 32
613 
640  AFAPI af_err af_homography(af_array *H, int *inliers, const af_array x_src, const af_array y_src,
641  const af_array x_dst, const af_array y_dst,
642  const af_homography_type htype, const float inlier_thr,
643  const unsigned iterations, const af_dtype otype);
644 #endif
645 
646 #ifdef __cplusplus
647 }
648 #endif
AFAPI af_err af_harris(af_features *out, const af_array in, const unsigned max_corners, const float min_response, const float sigma, const unsigned block_size, const float k_thr)
C Interface for Harris corner detector.
Match based on Sum of Squared Differences (SSD)
Definition: defines.h:279
Definition: algorithm.h:14
AFAPI array dog(const array &in, const int radius1, const int radius2)
C++ Interface wrapper for Difference of Gaussians.
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 ORB feature descriptor.
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 ORB feature descriptor.
AFAPI void homography(array &H, int &inliers, const array &x_src, const array &y_src, const array &x_dst, const array &y_dst, const af_homography_type htype=AF_HOMOGRAPHY_RANSAC, const float inlier_thr=3.f, const unsigned iterations=1000, const dtype otype=f32)
C++ Interface for Homography estimation.
void * af_features
Definition: features.h:13
af_homography_type
Definition: defines.h:361
AFAPI features harris(const array &in, const unsigned max_corners=500, const float min_response=1e5f, const float sigma=1.f, const unsigned block_size=0, const float k_thr=0.04f)
C++ Interface for Harris corner detector.
AFAPI void nearestNeighbour(array &idx, array &dist, const array &query, const array &train, const dim_t dist_dim=0, const unsigned n_dist=1, const af_match_type dist_type=AF_SSD)
C++ Interface wrapper for Nearest Neighbour.
AFAPI af_err af_dog(af_array *out, const af_array in, const int radius1, const int radius2)
C Interface wrapper for Difference of Gaussians.
static af::array array(af::dim4 idims, cl_mem buf, af::dtype type, bool retain=false)
Create an af::array object from an OpenCL cl_mem buffer.
Definition: opencl.h:329
Computes homography using RANSAC.
Definition: defines.h:362
af_err
Definition: defines.h:63
AFAPI features susan(const array &in, const unsigned radius=3, const float diff_thr=32.0f, const float geom_thr=10.0f, const float feature_ratio=0.05f, const unsigned edge=3)
C++ Interface for SUSAN corner detector.
AFAPI af_err af_hamming_matcher(af_array *idx, af_array *dist, const af_array query, const af_array train, const dim_t dist_dim, const unsigned n_dist)
C Interface wrapper for Hamming matcher.
long long dim_t
Definition: defines.h:50
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 FAST feature detector.
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 FAST feature detector.
#define AFAPI
Definition: defines.h:31
AFAPI void gloh(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 intensity_scale=0.00390625f, const float feature_ratio=0.05f)
C++ Interface for SIFT feature detector and GLOH descriptor.
Match based on Sum of Absolute Differences (SAD)
Definition: defines.h:276
AFAPI af_err af_match_template(af_array *out, const af_array search_img, const af_array template_img, const af_match_type m_type)
C Interface for image template matching.
AFAPI af_err af_nearest_neighbour(af_array *idx, af_array *dist, const af_array query, const af_array train, const dim_t dist_dim, const unsigned n_dist, const af_match_type dist_type)
C Interface wrapper for Nearest Neighbour.
AFAPI void hammingMatcher(array &idx, array &dist, const array &query, const array &train, const dim_t dist_dim=0, const unsigned n_dist=1)
C++ Interface wrapper for Hamming matcher.
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 intensity_scale=0.00390625f, const float feature_ratio=0.05f)
C++ Interface for SIFT feature detector and descriptor.
void * af_array
Definition: defines.h:222
af_match_type matchType
Definition: defines.h:405
32-bit floating point values
Definition: defines.h:196
AFAPI af_err af_susan(af_features *out, const af_array in, const unsigned radius, const float diff_thr, const float geom_thr, const float feature_ratio, const unsigned edge)
C Interface for SUSAN corner detector.
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 intensity_scale, const float feature_ratio)
C++ Interface for SIFT feature detector and descriptor.
AFAPI array matchTemplate(const array &searchImg, const array &templateImg, const matchType mType=AF_SAD)
C++ Interface for image template matching.
AFAPI af_err af_gloh(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 intensity_scale, const float feature_ratio)
C++ Interface for SIFT feature detector and GLOH descriptor.
AFAPI af_err af_homography(af_array *H, int *inliers, const af_array x_src, const af_array y_src, const af_array x_dst, const af_array y_dst, const af_homography_type htype, const float inlier_thr, const unsigned iterations, const af_dtype otype)
C Interface wrapper for Homography estimation.
af_dtype
Definition: defines.h:195
af_match_type
Definition: defines.h:275
af_dtype dtype
Definition: defines.h:400