libeblearn
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00001 /*************************************************************************** 00002 * Copyright (C) 2012 by Pierre Sermanet * 00003 * pierre.sermanet@gmail.com * 00004 * All rights reserved. 00005 * 00006 * Redistribution and use in source and binary forms, with or without 00007 * modification, are permitted provided that the following conditions are met: 00008 * * Redistributions of source code must retain the above copyright 00009 * notice, this list of conditions and the following disclaimer. 00010 * * Redistributions in binary form must reproduce the above copyright 00011 * notice, this list of conditions and the following disclaimer in the 00012 * documentation and/or other materials provided with the distribution. 00013 * * Redistribution under a license not approved by the Open Source 00014 * Initiative (http://www.opensource.org) must display the 00015 * following acknowledgement in all advertising material: 00016 * This product includes software developed at the Courant 00017 * Institute of Mathematical Sciences (http://cims.nyu.edu). 00018 * * The names of the authors may not be used to endorse or promote products 00019 * derived from this software without specific prior written permission. 00020 * 00021 * THIS SOFTWARE IS PROVIDED ``AS IS'' AND ANY EXPRESS OR IMPLIED 00022 * WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED 00023 * WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE 00024 * DISCLAIMED. IN NO EVENT SHALL ThE AUTHORS BE LIABLE FOR ANY 00025 * DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES 00026 * (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; 00027 * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND 00028 * ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT 00029 * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS 00030 * SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. 00031 ***************************************************************************/ 00032 00033 #ifndef NMS_H_ 00034 #define NMS_H_ 00035 00036 #include "bbox.h" 00037 00038 using namespace std; 00039 00040 namespace ebl { 00041 00042 // nms types ///////////////////////////////////////////////////////////////// 00043 00045 enum t_nms { nms_none = 0, // no nms 00046 nms_overlap = 1, // traditional nms 00047 nms_voting = 2, // voting nms 00048 nms_voting_overlap = 3 // voting followed by traditional 00049 }; 00050 00051 // nms /////////////////////////////////////////////////////////////////////// 00052 00055 class nms { 00056 public: 00070 nms(float threshold, float max_overlap, float max_hcenter_dist, 00071 float max_wcenter_dist, float pre_hfact, float pre_wfact, 00072 float post_hfact, float post_wfact, float woverh, 00073 std::ostream &out = std::cout, std::ostream &err = std::cerr); 00075 virtual ~nms(); 00076 00078 virtual void fprop(bboxes &in, bboxes &out); 00080 virtual string describe(); 00081 00082 // friends ///////////////////////////////////////////////////////////////// 00083 friend class voting_nms; 00084 00085 protected: 00086 // internal methods //////////////////////////////////////////////////////// 00087 00089 virtual void process(bboxes &in, bboxes &out); 00093 virtual void traditional_nms(bboxes &in, bboxes &out); 00094 00098 void prune_overlap(bboxes &raw_bboxes, bboxes &prune_bboxes, 00099 float max_match, 00100 bool same_class_only = false, 00101 float min_hcenter_dist = 0.0, 00102 float min_wcenter_dist = 0.0, 00103 float threshold = 0.0, 00104 float same_scale_mhd = 0.0, float same_scale_mwd = 0.0); 00105 00106 // member variables //////////////////////////////////////////////////////// 00107 protected: 00108 std::ostream &mout; 00109 std::ostream &merr; 00110 float threshold; 00111 float max_overlap; 00112 float max_hcenter_dist; 00113 float max_wcenter_dist; 00114 float pre_hfact; 00115 float pre_wfact; 00116 float post_hfact; 00117 float post_wfact; 00118 float woverh; 00119 bool same_class_matching_only; 00120 }; 00121 00122 // voting nms //////////////////////////////////////////////////////////////// 00123 00125 class voting_nms : public nms { 00126 public: 00129 voting_nms(float threshold, float max_overlap, float max_hcenter_dist, 00130 float max_wcenter_dist, float pre_hfact, float pre_wfact, 00131 float post_hfact, float post_wfact, float woverh, 00132 std::ostream &out = std::cout, std::ostream &err = std::cerr); 00135 voting_nms(float threshold, float max_overlap, float max_hcenter_dist, 00136 float max_wcenter_dist, float pre_hfact, float pre_wfact, 00137 float post_hfact, float post_wfact, float woverh, 00138 float vote_max_overlap, float vote_max_hcd, float vote_max_wcd, 00139 std::ostream &out = std::cout, std::ostream &err = std::cerr); 00141 virtual ~voting_nms(); 00142 00144 virtual string describe(); 00145 00146 protected: 00147 // internal methods //////////////////////////////////////////////////////// 00148 00150 virtual void process(bboxes &in, bboxes &out); 00152 virtual void vote_nms(bboxes &in, bboxes &out); 00153 00154 void dfs(bboxes &bb, vector<bool> &explored, uint i, float match, 00155 float max_center_dist, bboxes &comp); 00157 void merge_votes(bboxes &bb); 00159 void prune_votes(bboxes &in, bboxes &out); 00160 00161 // member variables //////////////////////////////////////////////////////// 00162 protected: 00163 nms *tnms; 00164 }; 00165 00166 } // end namespace ebl 00167 00168 #endif /* NMS_H_ */