MASH - Heuristic 'leonidas/catches/4'

leonidas/catches/4
Core team
Author:
leonidas
Upload date:
July 8, 2011, 9:48 a.m.
Summary:
Another codebook based descriptor
Inspired by:
cdubout/patches
Evaluation:
Configuration	Training error ( sd )	Test error ( sd )	Rank
caltech-256	1.76% (2.082)	43.79% (12.172)	15
cifar-10	35.47% (3.942)	38.14% (3.801)	18
coil-100	0.00% (0.000)	0.69% (0.263)	4
mini-mnist	1.61% (1.202)	6.36% (2.055)	28
mugs	11.50% (0.227)	12.52% (0.195)	45
All configurations			16
+	Heuristics space
+	Source code
/** Author: leonidas
 *
 * TODO: Write a description of your heuristic
 */

#include <mash/heuristic.h>
#include <cmath>
#include <stdio.h>
#include <stdlib.h>

using namespace Mash;


//------------------------------------------------------------------------------
// Declaration of the heuristic class
//------------------------------------------------------------------------------
class catches: public Heuristic {
 
public:

    
    virtual unsigned int dim();
    
    virtual void prepareForCoordinates();
        
    virtual scalar_t computeFeature(unsigned int feature_index);
    
    
    //_____ Attributes __________
protected:
    float fhn;
    float fist_[1024];
    static const float Dict_[256][108];
    static const float P_[108][108];
    static const float M_[108];
};


//------------------------------------------------------------------------------
// Creation function of the heuristic
//------------------------------------------------------------------------------


const float catches::P_[108][108] = {
{1.9234,-0.39655,-0.093885,-0.060922,-0.028685,-0.031925,-0.38254,-0.074808,0.0038648,0.017456,0.021944,0.016974,-0.068652,0.0054963,0.024518,0.029819,0.02681,0.025235,-0.036398,0.020963,0.030108,0.02726,0.027104,0.025018,-0.0034593,0.024953,0.026549,0.025975,0.026375,0.024907,-0.0038782,0.021761,0.025448,0.025612,0.025519,0.02295,-0.56282,0.00036939,0.085891,0.045295,0.051242,0.042319,0.001333,0.11084,0.064112,0.046412,0.044457,0.042579,0.087632,0.059743,0.034623,0.034524,0.031595,0.033543,0.040407,0.041944,0.034315,0.031875,0.031836,0.031352,0.046188,0.038767,0.031286,0.030792,0.031398,0.030465,0.035514,0.035063,0.030909,0.029281,0.028912,0.027817,-0.35352,0.082425,0.095166,0.043431,0.048621,0.042357,0.081381,0.11488,0.040431,0.028308,0.030012,0.03128,0.091645,0.035143,0.011202,0.021507,0.022692,0.025479,0.033204,0.024777,0.02292,0.027104,0.028963,0.028292,0.040213,0.028145,0.024765,0.028309,0.02941,0.028223,0.032281,0.02787,0.026898,0.027908,0.027712,0.026704}, 
{-0.39655,2.1612,-0.37521,-0.068982,-0.054443,-0.028866,-0.098482,-0.28501,-0.073937,0.0080909,0.013796,0.016952,-0.00061427,-0.018338,0.0084757,0.025111,0.028755,0.023734,0.015805,-0.0065547,0.020277,0.02907,0.02676,0.025118,0.022009,0.014711,0.024471,0.02601,0.025982,0.024733,0.022205,0.013909,0.022371,0.024679,0.025239,0.024707,-0.0016986,-0.4872,-0.03074,0.09109,0.043762,0.051378,0.10182,-0.01761,0.088742,0.063924,0.044157,0.045858,0.062949,0.068441,0.054116,0.033354,0.033762,0.033122,0.042339,0.029461,0.037864,0.03271,0.031292,0.032144,0.039603,0.03729,0.036253,0.030503,0.031285,0.030403,0.035264,0.031008,0.032951,0.028797,0.029662,0.029944,0.082994,-0.34175,0.043317,0.098505,0.03958,0.047274,0.1135,0.02943,0.098668,0.044153,0.026391,0.031944,0.04188,0.06252,0.038564,0.013837,0.021426,0.023446,0.025276,0.021632,0.027486,0.023868,0.026799,0.028716,0.029104,0.032264,0.030979,0.026437,0.029263,0.028462,0.028447,0.028383,0.030706,0.026804,0.028184,0.02857}, 
{-0.093885,-0.37521,2.1893,-0.37268,-0.069937,-0.060492,-0.0048771,-0.080273,-0.27343,-0.076447,0.0064032,0.010009,0.020039,0.0072681,-0.013958,0.0077544,0.023529,0.026078,0.02657,0.018421,-0.0047528,0.018423,0.029166,0.025241,0.024494,0.024351,0.016294,0.024906,0.026152,0.023436,0.023614,0.023131,0.015006,0.024197,0.026128,0.024695,0.085388,-0.030562,-0.48202,-0.034242,0.090468,0.046259,0.066956,0.086303,-0.018177,0.084341,0.063695,0.047931,0.036817,0.055684,0.068437,0.053268,0.033197,0.036189,0.03539,0.038196,0.029417,0.036453,0.034403,0.032914,0.033267,0.037663,0.036103,0.035174,0.031021,0.030952,0.031137,0.033953,0.029198,0.031763,0.030609,0.030636,0.094741,0.043661,-0.34062,0.041084,0.098909,0.043995,0.046277,0.097313,0.029167,0.096399,0.045145,0.030395,0.014341,0.04014,0.064215,0.039418,0.014048,0.02259,0.022131,0.026498,0.024302,0.027836,0.025145,0.026879,0.025149,0.030866,0.033339,0.030764,0.026123,0.027913,0.025851,0.029894,0.027894,0.029088,0.026556,0.027972}, 
{-0.060922,-0.068982,-0.37268,2.1871,-0.37537,-0.093257,0.010762,0.0065911,-0.077377,-0.27364,-0.080894,-0.0041927,0.026803,0.024056,0.0086789,-0.014329,0.0065159,0.019335,0.024758,0.028759,0.018526,-0.0053841,0.018822,0.02746,0.024567,0.024697,0.024923,0.015718,0.023934,0.023969,0.024433,0.025316,0.024913,0.01693,0.023655,0.023197,0.045705,0.090068,-0.035076,-0.48219,-0.029716,0.084914,0.047722,0.063929,0.083953,-0.018001,0.086411,0.067808,0.035101,0.033704,0.054756,0.067828,0.055466,0.037342,0.032314,0.034346,0.037463,0.028544,0.038133,0.035891,0.03207,0.031143,0.036717,0.035304,0.036052,0.032802,0.030261,0.030467,0.032711,0.030233,0.032853,0.031031,0.042674,0.099261,0.040655,-0.34006,0.044724,0.094745,0.029749,0.045261,0.096576,0.02948,0.098041,0.047692,0.021347,0.014862,0.04074,0.063188,0.040401,0.014652,0.026773,0.024918,0.027641,0.022627,0.02685,0.022233,0.029104,0.026527,0.031488,0.032562,0.029868,0.025268,0.028273,0.026924,0.028549,0.028092,0.029078,0.026041}, 
{-0.028685,-0.054443,-0.069937,-0.37537,2.1615,-0.39392,0.018196,0.014252,0.0070825,-0.074964,-0.28584,-0.098348,0.025147,0.028753,0.025779,0.0086133,-0.018229,-0.0015435,0.024134,0.025913,0.029747,0.019317,-0.0072183,0.014968,0.025176,0.025317,0.025764,0.025241,0.014423,0.02227,0.024288,0.025017,0.026583,0.024422,0.013634,0.020723,0.050669,0.042743,0.090343,-0.030192,-0.48669,-0.00011144,0.044681,0.043038,0.062222,0.08837,-0.017108,0.10155,0.033058,0.033724,0.033032,0.054395,0.070189,0.062893,0.031645,0.031766,0.032789,0.037504,0.03005,0.041722,0.031391,0.031496,0.02973,0.036268,0.036584,0.039976,0.029362,0.029708,0.030557,0.033035,0.03014,0.035192,0.047421,0.03985,0.098999,0.044025,-0.34255,0.082857,0.031527,0.026419,0.044302,0.099502,0.028497,0.11217,0.02345,0.02159,0.015235,0.040138,0.063776,0.042067,0.028402,0.027616,0.024047,0.027333,0.022483,0.025798,0.029476,0.029305,0.024765,0.030283,0.031957,0.029488,0.027847,0.027859,0.027292,0.029442,0.027817,0.028338}, 
{-0.031925,-0.028866,-0.060492,-0.093257,-0.39392,1.924,0.016981,0.021895,0.017569,0.0030604,-0.076643,-0.38146,0.023809,0.027,0.029897,0.024897,0.0048667,-0.067695,0.024734,0.026216,0.027374,0.030588,0.020396,-0.035755,0.02559,0.025405,0.026186,0.026985,0.025713,-0.0033148,0.022856,0.02456,0.024679,0.024232,0.022789,-0.004842,0.042998,0.050416,0.045931,0.08674,0.0010908,-0.56336,0.041926,0.043405,0.047236,0.064513,0.10954,0.00092889,0.032603,0.03236,0.034283,0.033711,0.058602,0.087572,0.031496,0.031937,0.03175,0.03402,0.041054,0.040181,0.030406,0.030521,0.031217,0.031867,0.039554,0.045061,0.027522,0.029451,0.030712,0.030382,0.036228,0.034801,0.043231,0.048015,0.042492,0.0944,0.082212,-0.35382,0.03192,0.030043,0.028311,0.041138,0.11339,0.080852,0.025378,0.023265,0.02071,0.012849,0.036109,0.092125,0.029262,0.028554,0.02613,0.023381,0.025032,0.033593,0.029922,0.029033,0.028463,0.024898,0.028748,0.039325,0.027235,0.02806,0.028368,0.025783,0.029208,0.031939}, 
{-0.38254,-0.098482,-0.0048771,0.010762,0.018196,0.016981,2.1687,-0.28995,-0.036248,-0.022538,-0.0015846,-0.00094722,-0.37221,-0.077613,0.0048188,0.014686,0.020354,0.019725,-0.049559,0.0074511,0.022365,0.028713,0.027187,0.026411,-0.033889,0.018207,0.028891,0.02627,0.026622,0.02662,-0.0033148,0.021764,0.024071,0.023813,0.025075,0.025562,-0.0021491,0.10096,0.066116,0.046899,0.044271,0.040632,-0.48934,-0.019479,0.063725,0.030791,0.037589,0.032875,-0.034451,0.088057,0.058726,0.041986,0.040398,0.037836,0.093228,0.059671,0.033074,0.03464,0.030973,0.031283,0.037313,0.040227,0.034511,0.031923,0.030852,0.030756,0.045819,0.03978,0.032223,0.030826,0.030477,0.029737,0.0814,0.11366,0.046913,0.030206,0.031841,0.031718,-0.34617,0.02584,0.059337,0.025329,0.033878,0.030983,0.042249,0.10046,0.045148,0.031943,0.033991,0.032442,0.10039,0.042837,0.01551,0.023956,0.02454,0.02512,0.029073,0.023592,0.023788,0.026802,0.028203,0.027754,0.038516,0.028493,0.025158,0.027684,0.029138,0.0283}, 
{-0.074808,-0.28501,-0.080273,0.0065911,0.014252,0.021895,-0.28995,2.3276,-0.28564,-0.026378,-0.021414,-0.001418,-0.084148,-0.28761,-0.075887,0.0081466,0.01259,0.019873,0.0054007,-0.010164,0.010644,0.022817,0.028168,0.026693,0.017691,-0.0068159,0.018178,0.029287,0.026168,0.026766,0.024866,0.014782,0.022801,0.024952,0.025301,0.026207,0.1069,-0.019569,0.085299,0.064458,0.044296,0.043814,-0.02125,-0.44318,-0.039165,0.068369,0.030215,0.036127,0.084917,-0.040935,0.073545,0.059541,0.039783,0.039753,0.061018,0.07389,0.054917,0.031908,0.033329,0.031621,0.040089,0.028003,0.035505,0.033381,0.031041,0.030977,0.039514,0.03672,0.035867,0.030715,0.031173,0.030489,0.11432,0.02825,0.096357,0.044833,0.027137,0.030492,0.026032,-0.33614,0.0087615,0.065818,0.025339,0.033356,0.099218,0.010612,0.091071,0.0487,0.029972,0.034107,0.044264,0.072652,0.044385,0.016886,0.023624,0.024844,0.023364,0.021403,0.026168,0.024425,0.02654,0.02787,0.027366,0.032462,0.030931,0.025722,0.028096,0.027778}, 
{0.0038648,-0.073937,-0.27343,-0.077377,0.0070825,0.017569,-0.036248,-0.28564,2.3455,-0.28568,-0.025541,-0.02357,0.004014,-0.079829,-0.27811,-0.078169,0.0082112,0.01349,0.0226,0.010538,-0.0069475,0.0097099,0.022836,0.026925,0.02885,0.018041,-0.0059547,0.018188,0.029256,0.026947,0.025662,0.024507,0.016938,0.023964,0.026212,0.026321,0.06379,0.087972,-0.019437,0.0835,0.061937,0.046726,0.063771,-0.039461,-0.43746,-0.042631,0.067673,0.029697,0.059712,0.070886,-0.040693,0.071004,0.059399,0.041596,0.034395,0.05615,0.073409,0.054417,0.031984,0.033509,0.033921,0.036041,0.027205,0.035665,0.033243,0.032479,0.031285,0.036057,0.036074,0.035038,0.030584,0.031222,0.040238,0.09771,0.027352,0.096382,0.044621,0.029459,0.059671,0.0086369,-0.33278,0.0070492,0.067235,0.02478,0.047418,0.088201,0.010722,0.089508,0.049029,0.032579,0.016505,0.044943,0.072184,0.045002,0.017327,0.023637,0.021649,0.025258,0.020372,0.02681,0.024308,0.02702,0.024169,0.030334,0.033239,0.030672,0.02523,0.028374}, 
{0.017456,0.0080909,-0.076447,-0.27364,-0.074964,0.0030604,-0.022538,-0.026378,-0.28568,2.3456,-0.28533,-0.03652,0.014287,0.0078751,-0.079773,-0.27838,-0.079524,0.0034058,0.028214,0.022797,0.011113,-0.0068346,0.0095276,0.022108,0.027458,0.029498,0.017577,-0.0057224,0.018021,0.029008,0.025103,0.026316,0.024898,0.01632,0.023647,0.026035,0.047324,0.06327,0.083643,-0.0209,0.086954,0.063462,0.030775,0.067409,-0.042428,-0.4386,-0.038484,0.064531,0.042618,0.058493,0.069312,-0.04058,0.072682,0.060073,0.033707,0.031582,0.055614,0.072768,0.055441,0.034313,0.031334,0.032613,0.034909,0.027389,0.035773,0.034219,0.030712,0.030294,0.036205,0.036498,0.035507,0.031441,0.028458,0.044826,0.095909,0.027727,0.098288,0.040723,0.025101,0.066897,0.0068564,-0.33258,0.0094871,0.060149,0.032891,0.04913,0.087893,0.010691,0.088849,0.046454,0.023246,0.01633,0.046052,0.072357,0.043984,0.016454,0.026749,0.02402,0.026309,0.022089,0.026191,0.022841,0.028646,0.025818,0.030764,0.032728,0.029904,0.024457}, 
{0.021944,0.013796,0.0064032,-0.080894,-0.28584,-0.076643,-0.0015846,-0.021414,-0.025541,-0.28533,2.3265,-0.29194,0.020047,0.01408,0.008449,-0.076702,-0.28775,-0.082767,0.027083,0.027485,0.022851,0.011252,-0.0096271,0.0064797,0.026032,0.026328,0.028856,0.017605,-0.0076169,0.017635,0.026077,0.025679,0.02587,0.024142,0.014294,0.0248,0.045536,0.044046,0.063561,0.085133,-0.0189,0.10854,0.037996,0.029505,0.066875,-0.038923,-0.4424,-0.019382,0.041139,0.039767,0.058184,0.073264,-0.041127,0.087262,0.032619,0.031915,0.031234,0.055268,0.072957,0.060558,0.030832,0.03044,0.032827,0.035527,0.027491,0.039626,0.030875,0.030567,0.030866,0.036696,0.036636,0.038518,0.029039,0.025851,0.046589,0.0986,0.027102,0.11285,0.033577,0.025074,0.066511,0.010699,-0.33611,0.025771,0.033446,0.031276,0.047852,0.090287,0.010228,0.099868,0.024708,0.02301,0.016981,0.044909,0.071442,0.043288,0.027514,0.026832,0.025148,0.026177,0.021202,0.024521,0.028552,0.02799,0.025778,0.030155,0.032113,0.027854}, 
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{0.027908,0.026804,0.029088,0.028092,0.029442,0.025783,0.027684,0.025722,0.030672,0.032728,0.030155,0.024783,0.026004,0.023656,0.027279,0.023472,0.02745,0.021987,0.021035,0.013574,0.039968,0.064541,0.041196,0.013351,0.029477,0.043803,0.096502,0.030428,0.096695,0.046187,0.043037,0.097308,0.04003,-0.34352,0.046726,0.09408,0.032177,0.031754,0.03386,0.031273,0.035243,0.03305,0.032342,0.032344,0.036757,0.03631,0.037414,0.033406,0.034445,0.035769,0.037925,0.029081,0.039355,0.037435,0.038712,0.036369,0.054193,0.066255,0.056796,0.039699,0.049362,0.063942,0.082758,-0.01839,0.083978,0.067363,0.045677,0.087312,-0.037238,-0.48188,-0.030567,0.082172,0.024476,0.02501,0.022613,0.014279,0.022473,0.023634,0.022951,0.02481,0.02311,0.014036,0.022186,0.023208,0.024427,0.027853,0.017552,-0.0068271,0.016025,0.024485,0.024297,0.020448,0.0043367,-0.016586,0.0043591,0.01614,0.0066758,0.00060732,-0.078263,-0.26486,-0.08367,-0.009968,-0.060695,-0.070043,-0.36163,2.215,-0.36444,-0.095309}, 
{0.027712,0.028184,0.026556,0.029078,0.027817,0.029208,0.029138,0.028096,0.02523,0.029904,0.032113,0.029172,0.028553,0.02586,0.023701,0.025984,0.022484,0.025938,0.023346,0.020732,0.013962,0.038867,0.063008,0.041372,0.030796,0.026105,0.042076,0.098653,0.02967,0.1115,0.046234,0.037713,0.098603,0.045601,-0.34618,0.085178,0.032101,0.032063,0.031171,0.03448,0.03234,0.038525,0.032167,0.031711,0.031473,0.037312,0.037513,0.041344,0.033678,0.033233,0.035998,0.038435,0.030394,0.044267,0.034389,0.0366,0.036209,0.054436,0.068124,0.063691,0.045458,0.046157,0.062569,0.087164,-0.017702,0.097768,0.050301,0.042618,0.088477,-0.030907,-0.48856,-0.0038557,0.023873,0.023866,0.025319,0.022464,0.01149,0.019758,0.022954,0.023862,0.024953,0.023262,0.012454,0.0192,0.023894,0.025996,0.028591,0.017188,-0.0088464,0.011411,0.022041,0.027079,0.021869,0.0041631,-0.019808,-0.0059693,0.015792,0.012602,0.0017157,-0.076301,-0.27675,-0.10051,-0.028716,-0.054944,-0.070712,-0.36444,2.1845,-0.38414}, 
{0.026704,0.02857,0.027972,0.026041,0.028338,0.031939,0.0283,0.027778,0.028374,0.024457,0.027854,0.039484,0.027122,0.028451,0.025904,0.02155,0.02454,0.032661,0.024015,0.023032,0.021132,0.011769,0.034535,0.090133,0.02997,0.029377,0.027763,0.038937,0.1117,0.08334,0.041037,0.046419,0.042384,0.094586,0.084,-0.35493,0.030812,0.032089,0.031563,0.032592,0.038657,0.038533,0.032489,0.030934,0.032207,0.033002,0.041867,0.046996,0.033202,0.033304,0.033217,0.036445,0.04506,0.040092,0.034351,0.033287,0.036972,0.037983,0.060467,0.083271,0.043355,0.0451,0.048664,0.064151,0.10607,-0.00092914,0.043836,0.0508,0.045616,0.083182,-0.0023836,-0.56558,0.021878,0.024858,0.024738,0.023121,0.019933,-0.0072238,0.023732,0.024488,0.026164,0.025042,0.02233,-0.007111,0.023399,0.025699,0.026046,0.027835,0.018731,-0.038313,0.02377,0.024708,0.027971,0.021261,0.00081053,-0.0699,0.017175,0.020245,0.014835,-0.0015001,-0.077392,-0.36897,-0.030372,-0.029679,-0.062869,-0.095309,-0.38414,1.9498}, 
};

const float catches::M_[108]={
0.17189,0.1655,0.16349,0.16224,0.16356,0.16834,0.15442,0.14712,0.14587,0.14683,0.14771,0.15198,0.14264,0.13467,0.1329,0.13476,0.13547,0.13945,0.1347,0.12721,0.12574,0.12577,0.12664,0.1313,0.1297,0.12371,0.12272,0.12202,0.12337,0.12807,0.12714,0.12342,0.12155,0.12303,0.12455,0.12782,0.11619,0.10969,0.10741,0.10621,0.10795,0.11307,0.092626,0.085626,0.084246,0.0854,0.086651,0.09101,0.075165,0.06755,0.065509,0.067568,0.068846,0.072447,0.061838,0.054659,0.052754,0.052915,0.054324,0.058616,0.050771,0.04511,0.043717,0.043012,0.044305,0.048463,0.040341,0.036712,0.034732,0.035891,0.03697,0.039663,-0.13985,-0.14467,-0.1463,-0.1478,-0.14732,-0.14331,-0.16933,-0.17469,-0.1756,-0.17493,-0.17471,-0.1711,-0.19411,-0.20011,-0.20208,-0.2004,-0.19958,-0.19672,-0.21541,-0.22118,-0.22312,-0.22343,-0.22262,-0.21891,-0.2353,-0.23973,-0.24125,-0.24234,-0.2416,-0.23817,-0.25663,-0.25835,-0.25989,-0.25909,-0.25847,-0.25713
};

const float catches::Dict_[256][108] = {
{0.019715,0.33253,0.72393,-0.82465,-1.3472,0.78476,0.017456,-0.1555,0.17102,0.91399,-0.20247,-0.60151,-0.011008,-0.044046,-0.24745,0.17955,0.61521,-0.22222,-0.081495,0.0089424,0.0004878,-0.012208,0.22685,0.10684,-0.022744,-0.029236,-0.0099774,0.011852,0.067771,0.032056,-0.01781,-0.033703,0.01849,-0.01743,0.047636,0.015428,0.016144,0.29246,0.66081,-0.89702,-1.3917,0.74494,0.018332,-0.15436,0.18388,0.88509,-0.26072,-0.62855,0.010333,-0.028796,-0.24132,0.15235,0.56239,-0.28118,-0.044428,0.033595,-0.0095754,-0.051504,0.18956,0.073667,0.029961,0.010479,-0.016504,-0.015652,0.040268,0.015372,0.039302,0.014187,0.043696,-0.013582,0.046323,-0.006374,-0.098856,0.24052,0.66572,-0.82326,-1.3058,0.72363,-0.047959,-0.18093,0.15217,0.87487,-0.19094,-0.55292,-0.030412,-0.047703,-0.26982,0.11205,0.54988,-0.22643,-0.052218,0.029681,-0.017843,-0.069812,0.13867,0.063761,0.012588,-0.0024505,-0.01817,-0.038861,-0.018013,-0.01405,0.0088687,-0.014009,0.020358,-0.021752,0.029297,-0.015663}, 
{0.042574,0.078275,0.063592,0.065103,0.031475,0.068794,0.044997,0.03914,0.057209,0.096183,0.059297,0.033308,-0.0011772,-0.0082287,-0.0028332,0.017112,-0.0080444,0.0062658,-0.080467,-0.079408,-0.10163,-0.092546,-0.091246,-0.073814,-0.085053,-0.091092,-0.10229,-0.064611,-0.069196,-0.08547,-0.097914,-0.14608,-0.16954,-0.19303,-0.16566,-0.14481,-0.16687,-0.14869,-0.17106,-0.18633,-0.20946,-0.1627,-0.24933,-0.29252,-0.28805,-0.2819,-0.31018,-0.29598,-0.27758,-0.33353,-0.33584,-0.35469,-0.38314,-0.32243,-0.047608,-0.046734,-0.04029,-0.038214,-0.056432,-0.025152,0.53836,0.62249,0.69377,0.76842,0.71597,0.63316,1.0279,1.1172,1.1864,1.2104,1.1805,1.0964,0.029295,0.048282,0.049064,0.079754,0.060749,0.10243,0.13183,0.12686,0.15797,0.20711,0.19682,0.179,0.19712,0.18346,0.18529,0.21113,0.21726,0.18894,-0.016619,-0.017086,-0.043506,-0.039202,-0.035135,-0.057864,-0.3768,-0.4111,-0.44701,-0.41882,-0.43893,-0.46314,-0.65003,-0.72347,-0.76123,-0.751,-0.71831,-0.69855}, 
{0.4562,0.063676,-0.1363,-0.042644,-0.02372,-0.027551,0.13196,0.78877,0.33753,0.015132,-0.0097767,-0.021892,-1.4392,-0.36109,0.36034,0.41194,0.26052,0.084115,-0.058798,-0.42093,-0.36231,-0.095945,0.099845,0.13996,0.34206,0.21679,0.040593,-0.13271,-0.1651,-0.10591,0.027983,0.0053642,0.030293,-0.013814,-0.041112,-0.091619,0.44736,0.059191,-0.11712,-0.040956,-0.042718,-0.036247,0.079888,0.77823,0.35868,0.018761,-0.010824,-0.01716,-1.519,-0.40405,0.36448,0.40599,0.25809,0.08277,-0.089366,-0.45407,-0.39406,-0.13211,0.08859,0.14334,0.32315,0.16805,-0.011151,-0.17951,-0.19075,-0.11743,0.018922,-0.019404,-0.0041915,-0.053934,-0.07178,-0.11762,0.51245,0.09439,-0.11207,-0.040506,-0.03804,-0.015489,0.11737,0.8114,0.35958,0.021772,0.0064388,-0.0042901,-1.4789,-0.37115,0.36553,0.41879,0.27851,0.10184,-0.066701,-0.45154,-0.40203,-0.12402,0.097792,0.176,0.34154,0.15638,-0.032621,-0.1828,-0.18442,-0.096939,0.049256,-0.018962,0.013719,-0.018693,-0.043248,-0.075021}, 
{-0.22101,-0.23243,-0.12812,0.30714,1.1078,1.3197,0.088267,0.036485,-0.13936,-0.41858,-0.74178,-0.89674,0.024279,0.018965,0.0026562,0.052412,0.03046,-0.16909,-0.024244,-0.036723,-0.088844,-0.06726,-0.032331,-0.0080938,-0.054487,-0.0076796,-0.023971,0.0081211,-0.0084804,-0.034796,-0.0097128,-0.019717,-0.038854,-0.020202,-0.0073315,-0.022516,-0.22442,-0.26057,-0.13833,0.31277,1.1441,1.3641,0.072579,0.018437,-0.13438,-0.42881,-0.74223,-0.9114,0.015892,0.019258,0.006002,0.031218,0.0051754,-0.18101,-0.015998,-0.039772,-0.092116,-0.085234,-0.067687,-0.042535,-0.024483,0.013301,-0.010142,0.0086284,-0.027426,-0.075723,0.035681,0.013829,-0.018792,-0.0078819,-0.014542,-0.029578,-0.20757,-0.25063,-0.13256,0.33845,1.162,1.3657,0.077267,0.041022,-0.10646,-0.38273,-0.701,-0.88854,0.029536,0.049639,0.049945,0.079264,0.054514,-0.1265,0.022877,0.0029199,-0.051297,-0.042909,-0.027407,0.015571,0.028905,0.069404,0.042517,0.049756,0.0087853,-0.027616,0.11222,0.10748,0.062881,0.065728,0.047633,0.029447}, 
{-0.016179,0.00099208,0.00014373,-0.050951,-0.15088,-0.30484,-0.18711,-0.26562,-0.44958,-0.58135,-0.4599,-0.11933,-0.65683,-0.49005,-0.27057,0.09304,0.383,0.52221,0.25475,0.46933,0.49877,0.40466,0.24781,0.14236,0.3034,0.15958,0.04551,0.014872,0.041246,0.053044,0.01217,0.0097272,0.0087957,0.040651,0.027873,-0.034342,-0.029735,-0.0076974,-0.010728,-0.060938,-0.16456,-0.33138,-0.20304,-0.28976,-0.4746,-0.60806,-0.48584,-0.14719,-0.68829,-0.53053,-0.29704,0.083242,0.37535,0.51595,0.2402,0.46212,0.50368,0.40547,0.24061,0.13771,0.29757,0.16389,0.050853,0.01406,0.033677,0.048182,0.010928,0.011681,0.01889,0.051908,0.038555,-0.036259,0.0073831,-0.0029702,-0.0139,-0.072128,-0.1822,-0.32144,-0.18307,-0.28598,-0.46807,-0.58804,-0.45767,-0.10811,-0.6556,-0.51243,-0.26942,0.13874,0.44963,0.59025,0.27433,0.50833,0.55757,0.47571,0.31962,0.21484,0.34822,0.22318,0.11639,0.084333,0.098133,0.12283,0.084886,0.090505,0.10344,0.13063,0.10436,0.042461}, 
{-0.36411,-0.25963,0.23482,0.74733,0.77187,0.50714,-0.36599,-0.37995,-0.14146,0.45841,0.79877,0.6844,-0.20162,-0.28972,-0.26582,-0.042166,0.30337,0.50365,-0.07654,-0.14939,-0.23522,-0.29876,-0.19184,0.14304,0.047461,-0.023101,-0.13935,-0.23353,-0.29191,-0.18648,0.072278,0.022351,-0.055514,-0.16624,-0.21501,-0.21808,-0.25566,-0.17739,0.24821,0.73874,0.89258,0.75055,-0.28066,-0.2854,-0.11746,0.40544,0.8083,0.80646,-0.20138,-0.25393,-0.22429,-0.023314,0.27747,0.47874,-0.13249,-0.17517,-0.20131,-0.22916,-0.17325,0.083134,-0.016249,-0.071833,-0.15998,-0.21173,-0.27445,-0.22642,0.038111,-0.017761,-0.080152,-0.16832,-0.20939,-0.25587,0.39994,0.15349,-0.35052,-0.86306,-1.0551,-0.85546,0.48471,0.38944,-0.046114,-0.57285,-0.92911,-0.8877,0.32047,0.34697,0.21739,-0.094767,-0.46695,-0.63919,0.11127,0.19818,0.28754,0.23664,0.075131,-0.077634,0.045794,0.083122,0.18616,0.30514,0.3198,0.19308,0.012798,0.02458,0.12892,0.19661,0.28248,0.23062}, 
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};

/************************* IMPLEMENTATION OF Heuristic ************************/

extern "C" Heuristic* new_heuristic() {
    return new catches();
}

unsigned int catches::dim() {
    return 1024;
}


void catches::prepareForCoordinates() {
    unsigned int x0 = coordinates.x - roi_extent;
    unsigned int y0 = coordinates.y - roi_extent;
    unsigned int roi_size = roi_extent * 2 + 1;
    
    RGBPixel_t** pLines = image->rgbLines();
    
    float dist_[256];
    float patch[108];
    float petch[108];
    
    std::fill_n(&fist_[0], 1024, 0.0f);

    for (unsigned int y = 0; y < roi_size - 5; y+=4) {
        for (unsigned int x = 0; x < roi_size - 5; x+=4) {
            
            unsigned int pindx=0;
            if (y>(roi_size-5)/2) pindx+=512;
            if (x>(roi_size-5)/2) pindx+=256;
            
            float mefan = 0.0f, varf = 0.0f;
            
            for (unsigned int v = 0; v < 6; ++v) {
                for (unsigned int u = 0; u < 6; ++u) {
                    float r = pLines[y0 + y + v][x0 + x + u].r;
                    float g = pLines[y0 + y + v][x0 + x + u].g;
                    float b = pLines[y0 + y + v][x0 + x + u].b;
                    
                    mefan += r + g + b;
                    varf += r * r + g * g + b * b;
                    
                    patch[v * 6 + u] = r;
                    patch[36+v * 6 + u] = g;
                    patch[72+v * 6 + u] = b;
                }
            }
            
            mefan/=108.0f;
            varf=varf/107.0f - mefan*mefan*108.0f/107.0f;
            
            const float invSd = 1.0 / sqrt(10+varf); 
            
            for (int i = 0; i < 108; ++i) {
                petch[i] = ((patch[i] - mefan) *invSd)-M_[i];
                petch[i]=0;
            }
             
            for (int i = 0; i < 108; ++i) {
                for (int j = 0; j < 108; ++j) {
                    petch[i]+=patch[j]*P_[i][j];
                }
            }
            
            float mean_dist = 0.0f ;
            
            for (int i = 0; i < 256; ++i) {
                dist_[i]=0.0f;
                for (int j = 0; j < 108; j++) dist_[i]+=(Dict_[i][j]-petch[j])*(Dict_[i][j]-petch[j]);
                dist_[i]=sqrt(dist_[i]);
                mean_dist+=dist_[i];
            }
            
            for (int i = 0; i < 256; ++i) fist_[pindx+i] += std::max((mean_dist/256)-dist_[i], 0.0f);
 
        }
    }
    
    fhn=0.0f;
    for (int i = 0; i < 1024; ++i) fhn+=fist_[i]*fist_[i];
    fhn=sqrt(fhn);

}




scalar_t catches::computeFeature(unsigned int feature_index) {
    
    return fist_[feature_index]/fhn;
   // return (fist_[feature_index]-mtxc[feature_index])/sdtxc[feature_index];
}
+	Other public versions
VERSION	RANK	UPLOAD DATE
2 [diff]	15	June 23, 2011, 4:47 p.m.
3 [diff]	15	June 26, 2011, 6:58 p.m.