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Merge branch 'main' of https://arnweb.nl/gitea/arne/EV5_Beeldherk_Bomen

This commit is contained in:
Arne van Iterson 2023-10-11 12:03:08 +02:00
parent d443fa1d2b 013a7db7cf
commit 621d976d89
3 changed files with 157 additions and 165 deletions
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4
src/experiments/algorithms/colour_FE.py
View File

@ -14,7 +14,7 @@ class ColourSpace(Enum):
BGR = 0
HSV = 1
class colourTester:
class ColourTester:
def __init__(self) -> None:
self.bgr_curves = [[[], [], []] for x in range(BARK_TYPES)]
self.bgr_ids = ["", "", ""]
@ -144,7 +144,7 @@ class colourTester:
return
if __name__ == "__main__":
tester = colourTester()
tester = ColourTester()
tester.setCsvBgrPath(CSV_PATH + "bgr_curve.csv")
tester.setCsvHsvPath(CSV_PATH + "hsv_curve.csv")
tester.testDataset("dataset")

214
src/experiments/algorithms/data/sift.csv
View File

@ -1,111 +1,103 @@
Accasia_out
698.7577929496765,3.1334430177115538,14.639884948730469,1.828372937292583,0.019404600608275344,4.3272259356454015,223
835.5868207216263,3.2014820717303687,12.595267295837402,1.6907475606337812,0.019033726119218657,4.96780251711607,261
1322.7272791862488,3.06897280553654,31.375614166259766,1.9465412537508602,0.020197111614083055,8.704955105669796,431
616.1432831287384,2.948053986261906,10.182110786437988,1.3003369871725294,0.01828445773126121,3.8214516658335924,209
2042.4658575057983,3.370405705455113,41.08128356933594,2.6347973287004307,0.025092723959190124,15.206190719269216,606
679.9872843027115,3.2849627261000554,19.78511619567871,2.3892941334247926,0.020702168241971068,4.285348826088011,207
702.1195831298828,2.901320591445797,12.382240295410156,1.3507806557012718,0.01787308056661782,4.325285497121513,242
809.6343139410019,2.772720253222609,7.978091716766357,1.095115195842802,0.017495756149164415,5.108760795556009,292
991.9575394392014,3.4562980468264857,37.2266845703125,3.4535018683730523,0.02128367463146249,6.108414619229734,287
883.6591415405273,2.814201087708686,19.852262496948242,1.35472176718185,0.01984180409200252,6.230326484888792,314
1665.44428896904,3.284899978242682,26.174636840820312,2.252376816106766,0.024839076586435062,12.593411829322577,507
1716.247862815857,3.7391020976380327,34.431396484375,3.7368679730976226,0.027567605871488068,12.653531095013022,459
1033.3027093410492,3.093720686649848,26.645557403564453,2.403131773101099,0.022129791454149936,7.391350345686078,334
1002.2664128541946,3.318762956470843,17.658721923828125,2.2496636828812204,0.020582417291373212,6.21589002199471,302
905.6036241054535,3.1554133244092455,24.95030975341797,2.079331380141301,0.01953536727326153,5.606650407426059,287
1573.2526054382324,3.1654982000769265,22.565237045288086,1.8844591835561313,0.027768299585092117,13.800844893790781,497
1344.9189388751984,3.0705911846465717,10.925896644592285,1.3562763371500577,0.018900907925887195,8.278597671538591,438
2635.2527647018433,3.4313187040388584,21.754484176635742,2.423580701045881,0.03490584164925773,26.80768638662994,768
1274.166908979416,3.201424394420643,20.968454360961914,2.089842708717911,0.01874925658790086,7.462204121984541,398
780.677412033081,3.500795569655072,29.299978256225586,3.1758027558377497,0.017996931807743595,4.0133157931268215,223
Berk_out
2687.594747185707,3.7172818080023613,48.48632049560547,3.884212269938133,0.02503235707572181,18.098394165746868,723
2449.5360144376755,3.9129968281752006,48.72830581665039,4.190141018929445,0.026578323430598925,16.638030467554927,626
2248.9365841150284,3.6687383101387088,24.20957374572754,2.434784715027513,0.02334839300378598,14.312564911320806,613
2386.9925570487976,3.6221434856582664,24.51873779296875,2.503845528850179,0.028970138332347226,19.091321161016822,659
2558.578493118286,3.773714591619891,50.86576843261719,3.418055103617325,0.02585626285314384,17.530546214431524,678
2592.295235991478,3.635757694237697,52.358192443847656,3.2337805396374515,0.024524578845538565,17.486024716868997,713
2561.138155579567,3.2378484899868103,16.90852165222168,1.978250128109907,0.024490677895243416,19.37212621513754,791
3345.3579272031784,3.64815477339496,39.54557418823242,2.880069078600365,0.02579340783446507,23.65255498420447,917
2192.156372189522,3.4740988465761045,48.14958953857422,3.5506460162235087,0.027054107882283192,17.071142073720694,631
2484.008170723915,3.5384731776693945,37.6187629699707,2.9612951727148524,0.03286086464900407,23.068326983600855,702
1462.3458621501923,3.4735056108080578,22.076406478881836,2.3849241758099997,0.024276126959226194,10.220249449834228,421
2419.1333129405975,3.495857388642482,29.215726852416992,2.7948339211851914,0.03273452721762261,22.652292834594846,692
2687.440049767494,3.467664580345154,34.797386169433594,2.5354207818312107,0.026453086143780138,20.501141761429608,775
1468.780837059021,3.2785286541496004,19.688207626342773,1.8301759005766227,0.022607883232662322,10.12833168823272,448
Eik_out
1579.444641828537,3.6816891417914617,19.227346420288086,2.4975664779859987,0.031246154553893006,13.4046003036201,429
1612.8415837287903,3.895752617702392,19.052034378051758,2.577455127470621,0.030227775289564603,12.514298969879746,414
1352.4212625026703,3.8640607500076296,15.00854206085205,2.35411413545315,0.031208549745913063,10.922992411069572,350
1538.6859678030014,3.780555203447178,40.99676513671875,3.3523572759224476,0.029105583906027258,11.845972649753094,407
1225.0985703468323,3.3290722020294354,19.58705711364746,2.038351397338684,0.025498346643238936,9.383391564711928,368
1365.3871425390244,3.447947329644001,19.194652557373047,2.2193953246091485,0.025410288173441934,10.062474116683006,396
1097.9404437541962,2.9998372780169293,12.264142990112305,1.581511211694125,0.023072358251350823,8.444483119994402,366
1291.582367658615,3.2864691289023287,28.83696937561035,2.3913841440343515,0.022361759129560933,8.788171337917447,393
1363.1331936120987,3.549826025031507,19.18490219116211,2.6828781845914205,0.022771707088395488,8.744335521943867,384
Els_out
1359.8641113042831,3.2767809910946584,19.266313552856445,1.897638219600126,0.03115534636539867,12.929468741640449,415
1134.7650756835938,3.327756820186492,18.936323165893555,1.7635501819834738,0.03266596192182684,11.13909301534295,341
1632.902286529541,3.5040821599346375,24.11359214782715,2.5618395036682124,0.03067660743626466,14.295299065299332,466
1536.4152345657349,3.5565167466799417,27.18216896057129,2.786383289622822,0.030237345891590748,13.062533425167203,432
1107.7055238485336,3.886686048591346,22.485553741455078,2.9948413624608015,0.026233021696016455,7.476411183364689,285
1616.8189809322357,4.429641043649961,45.3355827331543,4.300393576628321,0.025648677525148815,9.361767296679318,365
1041.9242010116577,3.2764911981498672,20.875349044799805,2.3053497977427333,0.026208830522900482,8.334408106282353,318
1111.8425114154816,3.3897637543154926,34.425537109375,2.6968539571918693,0.02739228969780592,8.984671020880342,328
Esdoorn_out
1804.0408366918564,3.280074248530648,16.878116607666016,2.014352156832684,0.023109257851134647,12.710091818124056,550
1065.8392305374146,3.125628242045204,12.645761489868164,1.5616937783846487,0.023261115867152942,7.932040510699153,341
1443.1293832063675,3.164757419312209,13.824272155761719,1.6381495412391829,0.023636438981874994,10.778216175734997,456
2109.4739229679108,3.3859934558072404,22.446571350097656,1.9491651806275798,0.024649366696049755,15.356555451638997,623
566.1849731206894,3.494968969880799,14.277800559997559,2.26332032519058,0.02264520879489956,3.668523824773729,162
654.3276780843735,3.255361582509321,14.174254417419434,2.0223312092105425,0.0228689360798369,4.596656152047217,201
2245.0964748859406,3.6804860244031814,24.625778198242188,2.75325816629717,0.028883854125733258,17.619151016697288,610
2144.3980325460434,3.9060073452569095,23.537641525268555,2.982770847358778,0.0322847970131995,17.724353560246527,549
716.7942097187042,3.303199123127669,12.021895408630371,1.8694689392752937,0.022289771651033706,4.836880448274314,217
512.756842136383,3.308108658944407,12.388520240783691,1.9337408376098448,0.022146687284111975,3.4327365290373564,155
203.3936928510666,2.676232800671929,9.652430534362793,1.0712162703218076,0.01939073234404388,1.473695658147335,76
69.72195136547089,2.9050813068946204,8.56438159942627,1.3172613562659046,0.019768514127160113,0.4744443390518427,24
760.4716109037399,3.456689140471545,15.6034517288208,1.8629395593771183,0.022623810722407968,4.977238358929753,220
1182.883133649826,3.360463447868824,19.758787155151367,2.1385583241671227,0.022289208096811886,7.845801250077784,352
Es_out
321.85712587833405,2.7746303955028795,8.890114784240723,1.3376489632824087,0.01832420542707731,2.125607829540968,116
552.8187339305878,3.2328580931613318,10.130751609802246,1.8025538661742508,0.018092449095470513,3.093808795325458,171
588.2388911247253,3.0478699022006492,9.2846097946167,1.3144556549216149,0.017584343860649693,3.3937783651053905,193
394.3926087617874,3.1301000695379955,10.9545259475708,1.6391168134480771,0.017145832527487997,2.1603748984634876,126
553.2564067840576,2.8372123424823465,10.358263969421387,1.350251161044622,0.018460245196444867,3.599747813306749,195
338.75891745090485,2.7996604748008664,9.217413902282715,1.283988791527709,0.018358958323201363,2.221433957107365,121
720.4328188896179,3.0526814359729575,12.120339393615723,1.6056232318864754,0.018135199863937194,4.279907167889178,236
849.7654691934586,3.255806395377236,10.75560474395752,1.4615165188330932,0.018580378411459056,4.849478765390813,261
555.6458119153976,3.388084218996327,14.520678520202637,1.953400702594663,0.01816363431081721,2.9788360269740224,164
1692.7979286909103,3.632613580881782,20.59199333190918,2.3585647083456562,0.018669820646455615,8.700136421248317,466
749.9521169662476,3.1643549239082174,12.163043022155762,1.6879179665006827,0.01935904413335937,4.588093459606171,237
495.28962099552155,2.983672415635672,12.046462059020996,1.60246979233263,0.017850231289504522,2.9631383940577507,166
547.3506425619125,3.2008809506544593,12.70744514465332,1.6010494871239151,0.017072790629116066,2.9194471975788474,171
609.8123083114624,3.06438345885157,11.177712440490723,1.6252859374605053,0.01953577640087311,3.887619503773749,199
1049.4082342386246,3.915702366562032,40.334678649902344,4.186340109661006,0.021392696182618836,5.733242576941848,268
98.67310166358948,2.666840585502418,5.462077617645264,0.8816751949777557,0.018322708311717253,0.6779402075335383,37
Linde_out
2461.9480855464935,3.647330497105916,31.023351669311523,2.935188384240195,0.028290224722414103,19.09590168762952,675
1867.9105838537216,3.612979852715129,32.11227035522461,2.97824320863418,0.024062555778692377,12.440341337583959,517
2124.3844242095947,3.4099268446381936,25.51401710510254,2.3428222023628127,0.023997853738801436,14.950662879273295,623
1271.0833770036697,3.5210065844977003,30.341659545898438,2.694577657260915,0.022613988515928676,8.163649854250252,361
2168.191069126129,3.6379044783995456,22.332868576049805,2.5124689591930625,0.024711657454565966,14.728147842921317,596
2013.289783000946,3.653883453722225,25.39375114440918,2.890201927887927,0.024696742919714826,13.60790534876287,551
Plataan_out
393.0376785993576,6.238693311100914,54.77334213256836,8.288615256835522,0.018721998817036078,1.1794859254732728,63
121.42510282993317,3.0356275707483293,6.407865047454834,1.2202699276482052,0.018214209564030172,0.7285683825612068,40
535.1427782773972,2.9896244596502632,13.512324333190918,2.097842298338548,0.016643719497922413,2.979225790128112,179
90.34654986858368,3.1153982713304718,6.734649181365967,1.3800949819155952,0.015865142681989176,0.4600891377776861,29
437.9166510105133,2.9588962906115763,11.90050983428955,1.4047910909894616,0.01991794491186738,2.9478558469563723,148
165.1281417608261,2.580127215012908,4.76331090927124,0.7642263750567146,0.018476538331015036,1.1824984531849623,64
232.94678628444672,2.875886250425268,9.826898574829102,1.3727227350017257,0.019708929284487243,1.5964232720434666,81
332.89813327789307,3.78293333270333,22.732511520385742,3.045459303553181,0.019926275486465205,1.753512242808938,88
375.2972539663315,4.415261811368605,24.255054473876953,4.276442351754282,0.017834563169847516,1.515937869437039,85
55.11076760292053,3.061709311273363,9.913771629333496,1.935650105177096,0.017019378021359444,0.30634880438447,18
38.28573513031006,2.3928584456443787,3.611070394515991,0.5145855975780511,0.014993195189163089,0.23989112302660942,16
599.6391468048096,5.259992515831663,40.99736404418945,5.811482494116048,0.01938449298113323,2.2098321998491883,114
224.61611258983612,4.0110020105327875,38.507686614990234,6.750403253193775,0.01725217021469559,0.966121532022953,56
316.32959711551666,4.108176585915801,40.63800048828125,6.427567028038508,0.017561782018414566,1.3522572154179215,77
138.6963803768158,2.52175237048756,6.668946743011475,0.8272403842232803,0.016272347149523823,0.8949790932238102,55
241.65850698947906,3.0207313373684883,19.399702072143555,2.1353345471026124,0.017683570575900375,1.41468564607203,80
name,tot_mag,avg_mag,max_mag,std_mag,avg_rep,max_rep,counts
accasia,15164.9898583889,3.4063319538160153,57.976593017578125,2.917065856606418,0.017221197798456545,76.66877259872854,4452
accasia,15545.022024869919,3.5450449315552834,59.905799865722656,3.2648357170133546,0.01729495062183763,75.838358476758,4385
accasia,6928.212244153023,9.869248211044193,124.7079849243164,6.9960866404667765,0.019179201324037845,13.463799329474568,702
accasia,11936.62828195095,3.4202373300719056,41.06315994262695,2.595809195351602,0.01701887700930878,59.39588076248765,3490
accasia,36589.467280983925,3.878879177460397,164.98324584960938,3.9475491795260664,0.020075884262027,189.37581624370068,9433
accasia,26599.558555483818,2.872522522190477,83.51063537597656,2.437369350192232,0.018656586407388098,172.7599901324138,9260
accasia,7907.194328546524,5.144563649021811,49.580970764160156,4.195608238199338,0.016672596838943315,25.625781341455877,1537
accasia,10200.74049627781,4.718196344254306,33.869163513183594,3.291552362662293,0.016284186741083888,35.206411734223366,2162
accasia,31148.653141617775,2.980732358049548,150.19122314453125,3.0247675976627186,0.019246410631338518,201.1249910974875,10450
accasia,28875.25863957405,3.04623469137821,78.77422332763672,2.1939246913220405,0.017976174172203034,170.39615497831255,9479
accasia,15316.206339716911,5.525326962379838,104.40962982177734,5.2621921394581115,0.02150614555383539,59.61503547523171,2772
accasia,26347.344432592392,4.147881680194017,137.0272674560547,5.188415872170436,0.02343868701138137,148.88253989629447,6352
accasia,22511.89281797409,3.504341970419379,106.48409271240234,3.518006774914754,0.01850495697984966,118.87584363855422,6424
accasia,26173.198886990547,3.1507402054882085,71.0332260131836,2.9714700159332508,0.019877487305312743,165.12228704523295,8307
accasia,10168.147885918617,4.855849038165529,98.5608901977539,4.701275294236762,0.017976685668187928,37.643179789185524,2094
accasia,26446.716243505478,3.8311916910771373,94.63233947753906,3.343089116919832,0.022207788116992488,153.30036137159914,6903
accasia,27516.46874153614,3.3688135090029556,44.093666076660156,2.8204324634995626,0.01760253052904027,143.77746936120093,8168
accasia,48197.32991504669,3.6797472831765683,201.8857879638672,4.334822389400663,0.023141884257848286,303.11240000929683,13098
accasia,15747.088212013245,4.372976454321923,76.72649383544922,4.257208435303879,0.016772586843777335,60.398085224442184,3601
accasia,13369.382207036018,3.3726998504127192,116.50067138671875,4.031291684603461,0.01744039929081901,69.13374278880656,3964
berk,15165.593639731407,9.790570458186835,194.14788818359375,11.58330875940688,0.021276251428560374,32.95691346284002,1549
berk,39272.00748074055,3.836280890958342,194.97860717773438,5.205598637577069,0.02092294977963134,214.188236894086,10237
berk,51839.80159878731,3.2200634572822726,97.60083770751953,3.281217383277221,0.02156046767244086,347.1019690586254,16099
berk,68079.86972010136,3.075666126952851,97.00767517089844,2.933243861070278,0.025058012977217225,554.6591172507033,22135
berk,52611.779153466225,3.4176808596509174,203.18980407714844,4.079258678053557,0.02103449909019636,323.80507899448276,15394
berk,45709.45268702507,3.5488705502348656,207.60891723632812,4.264039135894253,0.02020927820816023,260.29550332110375,12880
berk,56556.77719140053,3.4473227594417,66.8672103881836,2.991719027888606,0.02075826829247332,340.5601496063173,16406
berk,69326.75464332104,3.520196742323603,157.0282745361328,3.761617305682108,0.021653500907045535,426.44404686335474,19694
berk,51514.08223903179,3.4283297111028745,193.7554931640625,3.8365793786921363,0.021894522919173914,328.98710138350725,15026
berk,41592.69394314289,3.8295455246425645,150.65255737304688,4.4407310707238254,0.024121834594924778,261.987245535478,10861
berk,29622.170075058937,3.3377093042319927,87.41674041748047,3.4928618450518933,0.020495768032548295,181.8999412888661,8875
berk,42120.5403380394,3.5982009514812403,117.60240936279297,3.5612159199633155,0.024230402902433164,283.6410963758826,11706
berk,62913.26529479027,3.2983781742052147,140.00869750976562,3.3620915722297777,0.021727205081485915,414.42470972426236,19074
berk,45799.692146897316,3.0016838476141903,77.8819351196289,2.452876865742452,0.021599234874936587,329.56112572178245,15258
eik,63834.814037799835,2.8533351527713138,76.7087631225586,2.5404458006370016,0.028908435189681874,646.7395120635629,22372
eik,55188.4915984869,2.8565471841866925,76.25062561035156,2.553004505128218,0.031500903321005885,608.5974521618336,19320
eik,52288.57052016258,2.9721236014416292,60.617530822753906,2.6907289064405018,0.02678722223600569,471.2676007980481,17593
eik,50725.16963458061,2.87053192431558,165.36187744140625,2.8438650689729807,0.026012771288892723,459.6716814460233,17671
eik,51767.5250505209,2.7778238382979663,78.12059783935547,2.194832323417288,0.02457406891700393,457.9623483372852,18636
eik,51367.59564745426,2.7622927321711264,79.17882537841797,2.1496440557092606,0.02451177535195582,455.8209744449705,18596
eik,50980.52434504032,3.0087656011001136,57.09829330444336,2.0484073231389446,0.02121364530622238,359.444006068632,16944
eik,55399.77093279362,3.0033487440525652,78.6849594116211,2.1366994107310453,0.02088382376893502,385.22301324177533,18446
eik,57414.07801401615,2.9029263835583046,76.87667083740234,2.376024314305271,0.02226091847023349,440.27644550427794,19778
els,29888.712849259377,3.453346371953712,77.54449462890625,2.974133936476013,0.023307244492246023,201.72420108038932,8655
els,32700.319115042686,3.022769376506072,76.61088562011719,2.482134083814555,0.02650472737265412,286.7281407173723,10818
els,42571.35042846203,3.065554146213151,96.173583984375,3.079248377258068,0.025765765720768198,357.809188564308,13887
els,40233.43422353268,3.2795430570209225,225.88340759277344,4.323117946107758,0.023794323647620092,291.9087625090033,12268
els,43900.124643445015,2.7843042204252564,89.5900650024414,2.6182892137195872,0.023553875548558444,371.373955774121,15767
els,36148.41038763523,3.147445397269067,181.5131072998047,3.9690857204469085,0.024038225528490144,276.0790201947093,11485
els,47270.191927194595,2.8045204347193473,83.85931396484375,2.15174193741325,0.022752020757969164,383.48530987557024,16855
els,47888.50561273098,2.840362135986416,137.18141174316406,2.430663437201275,0.02384652077675546,402.0523402960971,16860
esdoorn,51964.72780644894,3.1776877518772664,65.31332397460938,2.6779375055754016,0.021021957924735424,343.7720779431984,16353
esdoorn,36469.041769742966,3.222785592942998,51.52651596069336,2.2908766176355653,0.020919144244291105,236.72103626839817,11316
esdoorn,44434.62904191017,3.3759785018925825,58.209197998046875,2.5395262662029543,0.020963976894730476,275.9278638884425,13162
esdoorn,69145.88754487038,3.0275356865392693,90.3474349975586,2.510245671208097,0.023009642571619617,525.5172266932204,22839
esdoorn,15921.277134418488,3.054148692579798,57.215606689453125,2.9429495370778596,0.022221898823889332,115.8427585689351,5213
esdoorn,15082.49755358696,3.448216175945807,56.76969528198242,3.128985506805403,0.020565349331860626,89.95283797755837,4374
esdoorn,51476.25468945503,3.3352504010272797,96.4999008178711,3.634572449729199,0.02638917390368874,407.290510029532,15434
esdoorn,56530.83743548393,3.10728507862826,94.0808334350586,3.0635875411866738,0.02877198096714066,523.44864973519,18193
esdoorn,14178.651248455048,3.7739289987902707,51.923377990722656,3.109030855766893,0.021073245825897927,79.17218456789851,3757
esdoorn,13968.505002975464,3.3147852403833564,51.84489059448242,2.636145941316305,0.021350118181105538,89.96939801517874,4214
esdoorn,9704.507964253426,2.9186490118055417,39.0592155456543,1.9892928017131728,0.01928112981770944,64.10975664388388,3325
esdoorn,4105.167162537575,2.917673889507871,34.16384506225586,1.80608932568296,0.019406570240791673,27.305044328793883,1407
esdoorn,20942.461718678474,3.0852182850145073,62.57198715209961,2.6654445510597586,0.022499254307175646,152.7249382371083,6788
esdoorn,20403.733518719673,3.6963285359999407,69.86234283447266,3.251308080454981,0.020655884929305025,114.02048480976373,5520
es,13859.789357066154,3.176664991305559,50.301063537597656,2.2194275031670085,0.018267407934363898,79.7007008176297,4363
es,18797.46695792675,2.891028446312942,40.70370101928711,2.3766250816626684,0.018375364310268264,119.47661874536425,6502
es,14539.770388841629,3.025966782277134,57.08477783203125,2.5402523423713848,0.017289947594334755,83.0781981907785,4805
es,9504.01031088829,3.2075633853824805,34.08616256713867,2.5010490486505024,0.016791504505396876,49.75322784949094,2963
es,24386.167057275772,2.732343647874036,42.56733322143555,1.6547304167824664,0.019324516822852675,172.47131264396012,8925
es,14266.262740135193,2.9073288649144473,37.2099609375,1.945462864301448,0.018608255268193954,91.31070860102773,4907
es,22237.651322841644,3.085991024540889,47.40462112426758,2.312334244836164,0.018053992728043845,130.09707159828395,7206
es,14912.85695695877,3.2146706093896897,42.73832321166992,2.7790836859857584,0.01712462381407776,79.44112987350672,4639
es,12068.791072368622,3.093768539443379,58.395687103271484,3.120448712948108,0.01802021693113606,70.29686624836177,3901
es,17076.999238967896,4.223843492200815,81.8597183227539,5.098221183187558,0.01778623857932783,71.90976257622242,4043
es,20633.80090200901,3.1367894347839784,48.71122741699219,2.519163694977517,0.0185501757045309,122.02305578440428,6578
es,13554.606061339378,3.593479867799411,47.93798065185547,2.6917741054294857,0.017044946006158503,64.29353633522987,3772
es,5528.5674558877945,4.531612668760487,52.1837272644043,4.321579897352088,0.016761698828796384,20.449272571131587,1220
es,27199.32867872715,2.8139177197110645,44.931453704833984,2.015878584981796,0.019529254731182423,188.76977623160928,9666
es,32914.70514917374,3.037813119443815,161.8765106201172,3.378283405489069,0.0202808107034981,219.74258397240192,10835
linde,63871.849345326424,3.162598997094792,123.16515350341797,3.2060532979153304,0.021387362330449182,431.9391696257517,20196
linde,45863.457280635834,3.1261302760981415,128.25607299804688,3.3289444752338158,0.020177906039165524,296.0300595005974,14671
linde,51152.2439340353,3.212273545216987,103.11244201660156,3.041080519392309,0.019528893328345967,310.97809736058116,15924
linde,38751.792929530144,2.8891219659681013,120.66178131103516,2.6880328928215667,0.020017803890407998,268.49880358204246,13413
linde,53731.68099296093,3.0714348343981324,89.00190734863281,2.990320983622203,0.02108558129099293,368.87115910463035,17494
linde,56114.80684053898,3.284833275217408,102.59563446044922,3.3060893318294005,0.020988654479059933,358.54918446578085,17083
plataan,1729.4148353338242,15.580313831836254,219.07583618164062,26.45635168497052,0.016952781862503773,1.8817587867379189,111
plataan,4357.703786015511,2.8370467356871814,26.809112548828125,2.121002316215746,0.016336855511932907,25.093410066328943,1536
plataan,21035.534307718277,2.865876608680964,102.953369140625,2.427748326439853,0.016621306377440203,122.0003888104111,7340
plataan,3647.662783384323,2.99725783351218,27.455228805541992,2.092285785778102,0.016457317008245844,20.02855479903519,1217
plataan,11276.632598400116,3.133268296304561,48.31289291381836,2.3686226002960895,0.01762741158537051,63.44105429574847,3599
plataan,2780.628197789192,3.3910099973038927,19.053707122802734,2.173822146963218,0.016518751522753297,13.545376248657703,820
plataan,8295.696098685265,2.9169114271045236,40.91032791137695,2.008587344002149,0.01774939457963204,50.479278184473515,2844
plataan,17380.02264869213,2.7508741134365513,94.3486099243164,2.7094429153510995,0.018418108266856418,116.36560802999884,6318
plataan,4099.102380394936,4.346874210386995,126.37276458740234,7.098989333082836,0.01673552955373379,15.781604369170964,943
plataan,2547.2662686109543,2.8524818237524685,39.15373992919922,1.9698678997855525,0.01706619038635579,15.240108015015721,893
plataan,1925.219081878662,2.9303182372582377,12.850839614868164,1.3474462069592477,0.01587614152705243,10.430624983273447,657
plataan,13615.978735089302,3.0639016055556487,164.1551971435547,5.028849252836136,0.018529106203330852,82.34334796760231,4444
plataan,3256.649623632431,4.101573833290216,153.08065795898438,9.573489959244478,0.016077877360135693,12.76583462394774,794
plataan,5729.01670062542,3.3020269167869856,83.26604461669922,3.0823282064947537,0.01664422937274323,28.8777379617095,1735
plataan,15331.447711229324,2.5467521114998877,26.43955421447754,1.020247154962402,0.018039538105485645,108.59801939502358,6020
plataan,14527.706436991692,3.045002397189623,77.73555755615234,1.945592025707336,0.017644656706719285,84.18265714775771,4771

1 Accasia_out name tot_mag avg_mag max_mag std_mag avg_rep max_rep counts
2 698.7577929496765,3.1334430177115538,14.639884948730469,1.828372937292583,0.019404600608275344,4.3272259356454015,223 accasia 15164.9898583889 3.4063319538160153 57.976593017578125 2.917065856606418 0.017221197798456545 76.66877259872854 4452
3 835.5868207216263,3.2014820717303687,12.595267295837402,1.6907475606337812,0.019033726119218657,4.96780251711607,261 accasia 15545.022024869919 3.5450449315552834 59.905799865722656 3.2648357170133546 0.01729495062183763 75.838358476758 4385
4 1322.7272791862488,3.06897280553654,31.375614166259766,1.9465412537508602,0.020197111614083055,8.704955105669796,431 accasia 6928.212244153023 9.869248211044193 124.7079849243164 6.9960866404667765 0.019179201324037845 13.463799329474568 702
5 616.1432831287384,2.948053986261906,10.182110786437988,1.3003369871725294,0.01828445773126121,3.8214516658335924,209 accasia 11936.62828195095 3.4202373300719056 41.06315994262695 2.595809195351602 0.01701887700930878 59.39588076248765 3490
6 2042.4658575057983,3.370405705455113,41.08128356933594,2.6347973287004307,0.025092723959190124,15.206190719269216,606 accasia 36589.467280983925 3.878879177460397 164.98324584960938 3.9475491795260664 0.020075884262027 189.37581624370068 9433
7 679.9872843027115,3.2849627261000554,19.78511619567871,2.3892941334247926,0.020702168241971068,4.285348826088011,207 accasia 26599.558555483818 2.872522522190477 83.51063537597656 2.437369350192232 0.018656586407388098 172.7599901324138 9260
8 702.1195831298828,2.901320591445797,12.382240295410156,1.3507806557012718,0.01787308056661782,4.325285497121513,242 accasia 7907.194328546524 5.144563649021811 49.580970764160156 4.195608238199338 0.016672596838943315 25.625781341455877 1537
9 809.6343139410019,2.772720253222609,7.978091716766357,1.095115195842802,0.017495756149164415,5.108760795556009,292 accasia 10200.74049627781 4.718196344254306 33.869163513183594 3.291552362662293 0.016284186741083888 35.206411734223366 2162
10 991.9575394392014,3.4562980468264857,37.2266845703125,3.4535018683730523,0.02128367463146249,6.108414619229734,287 accasia 31148.653141617775 2.980732358049548 150.19122314453125 3.0247675976627186 0.019246410631338518 201.1249910974875 10450
11 883.6591415405273,2.814201087708686,19.852262496948242,1.35472176718185,0.01984180409200252,6.230326484888792,314 accasia 28875.25863957405 3.04623469137821 78.77422332763672 2.1939246913220405 0.017976174172203034 170.39615497831255 9479
12 1665.44428896904,3.284899978242682,26.174636840820312,2.252376816106766,0.024839076586435062,12.593411829322577,507 accasia 15316.206339716911 5.525326962379838 104.40962982177734 5.2621921394581115 0.02150614555383539 59.61503547523171 2772
13 1716.247862815857,3.7391020976380327,34.431396484375,3.7368679730976226,0.027567605871488068,12.653531095013022,459 accasia 26347.344432592392 4.147881680194017 137.0272674560547 5.188415872170436 0.02343868701138137 148.88253989629447 6352
14 1033.3027093410492,3.093720686649848,26.645557403564453,2.403131773101099,0.022129791454149936,7.391350345686078,334 accasia 22511.89281797409 3.504341970419379 106.48409271240234 3.518006774914754 0.01850495697984966 118.87584363855422 6424
15 1002.2664128541946,3.318762956470843,17.658721923828125,2.2496636828812204,0.020582417291373212,6.21589002199471,302 accasia 26173.198886990547 3.1507402054882085 71.0332260131836 2.9714700159332508 0.019877487305312743 165.12228704523295 8307
16 905.6036241054535,3.1554133244092455,24.95030975341797,2.079331380141301,0.01953536727326153,5.606650407426059,287 accasia 10168.147885918617 4.855849038165529 98.5608901977539 4.701275294236762 0.017976685668187928 37.643179789185524 2094
17 1573.2526054382324,3.1654982000769265,22.565237045288086,1.8844591835561313,0.027768299585092117,13.800844893790781,497 accasia 26446.716243505478 3.8311916910771373 94.63233947753906 3.343089116919832 0.022207788116992488 153.30036137159914 6903
18 1344.9189388751984,3.0705911846465717,10.925896644592285,1.3562763371500577,0.018900907925887195,8.278597671538591,438 accasia 27516.46874153614 3.3688135090029556 44.093666076660156 2.8204324634995626 0.01760253052904027 143.77746936120093 8168
19 2635.2527647018433,3.4313187040388584,21.754484176635742,2.423580701045881,0.03490584164925773,26.80768638662994,768 accasia 48197.32991504669 3.6797472831765683 201.8857879638672 4.334822389400663 0.023141884257848286 303.11240000929683 13098
20 1274.166908979416,3.201424394420643,20.968454360961914,2.089842708717911,0.01874925658790086,7.462204121984541,398 accasia 15747.088212013245 4.372976454321923 76.72649383544922 4.257208435303879 0.016772586843777335 60.398085224442184 3601
21 780.677412033081,3.500795569655072,29.299978256225586,3.1758027558377497,0.017996931807743595,4.0133157931268215,223 accasia 13369.382207036018 3.3726998504127192 116.50067138671875 4.031291684603461 0.01744039929081901 69.13374278880656 3964
22 Berk_out berk 15165.593639731407 9.790570458186835 194.14788818359375 11.58330875940688 0.021276251428560374 32.95691346284002 1549
23 2687.594747185707,3.7172818080023613,48.48632049560547,3.884212269938133,0.02503235707572181,18.098394165746868,723 berk 39272.00748074055 3.836280890958342 194.97860717773438 5.205598637577069 0.02092294977963134 214.188236894086 10237
24 2449.5360144376755,3.9129968281752006,48.72830581665039,4.190141018929445,0.026578323430598925,16.638030467554927,626 berk 51839.80159878731 3.2200634572822726 97.60083770751953 3.281217383277221 0.02156046767244086 347.1019690586254 16099
25 2248.9365841150284,3.6687383101387088,24.20957374572754,2.434784715027513,0.02334839300378598,14.312564911320806,613 berk 68079.86972010136 3.075666126952851 97.00767517089844 2.933243861070278 0.025058012977217225 554.6591172507033 22135
26 2386.9925570487976,3.6221434856582664,24.51873779296875,2.503845528850179,0.028970138332347226,19.091321161016822,659 berk 52611.779153466225 3.4176808596509174 203.18980407714844 4.079258678053557 0.02103449909019636 323.80507899448276 15394
27 2558.578493118286,3.773714591619891,50.86576843261719,3.418055103617325,0.02585626285314384,17.530546214431524,678 berk 45709.45268702507 3.5488705502348656 207.60891723632812 4.264039135894253 0.02020927820816023 260.29550332110375 12880
28 2592.295235991478,3.635757694237697,52.358192443847656,3.2337805396374515,0.024524578845538565,17.486024716868997,713 berk 56556.77719140053 3.4473227594417 66.8672103881836 2.991719027888606 0.02075826829247332 340.5601496063173 16406
29 2561.138155579567,3.2378484899868103,16.90852165222168,1.978250128109907,0.024490677895243416,19.37212621513754,791 berk 69326.75464332104 3.520196742323603 157.0282745361328 3.761617305682108 0.021653500907045535 426.44404686335474 19694
30 3345.3579272031784,3.64815477339496,39.54557418823242,2.880069078600365,0.02579340783446507,23.65255498420447,917 berk 51514.08223903179 3.4283297111028745 193.7554931640625 3.8365793786921363 0.021894522919173914 328.98710138350725 15026
31 2192.156372189522,3.4740988465761045,48.14958953857422,3.5506460162235087,0.027054107882283192,17.071142073720694,631 berk 41592.69394314289 3.8295455246425645 150.65255737304688 4.4407310707238254 0.024121834594924778 261.987245535478 10861
32 2484.008170723915,3.5384731776693945,37.6187629699707,2.9612951727148524,0.03286086464900407,23.068326983600855,702 berk 29622.170075058937 3.3377093042319927 87.41674041748047 3.4928618450518933 0.020495768032548295 181.8999412888661 8875
33 1462.3458621501923,3.4735056108080578,22.076406478881836,2.3849241758099997,0.024276126959226194,10.220249449834228,421 berk 42120.5403380394 3.5982009514812403 117.60240936279297 3.5612159199633155 0.024230402902433164 283.6410963758826 11706
34 2419.1333129405975,3.495857388642482,29.215726852416992,2.7948339211851914,0.03273452721762261,22.652292834594846,692 berk 62913.26529479027 3.2983781742052147 140.00869750976562 3.3620915722297777 0.021727205081485915 414.42470972426236 19074
35 2687.440049767494,3.467664580345154,34.797386169433594,2.5354207818312107,0.026453086143780138,20.501141761429608,775 berk 45799.692146897316 3.0016838476141903 77.8819351196289 2.452876865742452 0.021599234874936587 329.56112572178245 15258
36 1468.780837059021,3.2785286541496004,19.688207626342773,1.8301759005766227,0.022607883232662322,10.12833168823272,448 eik 63834.814037799835 2.8533351527713138 76.7087631225586 2.5404458006370016 0.028908435189681874 646.7395120635629 22372
37 Eik_out eik 55188.4915984869 2.8565471841866925 76.25062561035156 2.553004505128218 0.031500903321005885 608.5974521618336 19320
38 1579.444641828537,3.6816891417914617,19.227346420288086,2.4975664779859987,0.031246154553893006,13.4046003036201,429 eik 52288.57052016258 2.9721236014416292 60.617530822753906 2.6907289064405018 0.02678722223600569 471.2676007980481 17593
39 1612.8415837287903,3.895752617702392,19.052034378051758,2.577455127470621,0.030227775289564603,12.514298969879746,414 eik 50725.16963458061 2.87053192431558 165.36187744140625 2.8438650689729807 0.026012771288892723 459.6716814460233 17671
40 1352.4212625026703,3.8640607500076296,15.00854206085205,2.35411413545315,0.031208549745913063,10.922992411069572,350 eik 51767.5250505209 2.7778238382979663 78.12059783935547 2.194832323417288 0.02457406891700393 457.9623483372852 18636
41 1538.6859678030014,3.780555203447178,40.99676513671875,3.3523572759224476,0.029105583906027258,11.845972649753094,407 eik 51367.59564745426 2.7622927321711264 79.17882537841797 2.1496440557092606 0.02451177535195582 455.8209744449705 18596
42 1225.0985703468323,3.3290722020294354,19.58705711364746,2.038351397338684,0.025498346643238936,9.383391564711928,368 eik 50980.52434504032 3.0087656011001136 57.09829330444336 2.0484073231389446 0.02121364530622238 359.444006068632 16944
43 1365.3871425390244,3.447947329644001,19.194652557373047,2.2193953246091485,0.025410288173441934,10.062474116683006,396 eik 55399.77093279362 3.0033487440525652 78.6849594116211 2.1366994107310453 0.02088382376893502 385.22301324177533 18446
44 1097.9404437541962,2.9998372780169293,12.264142990112305,1.581511211694125,0.023072358251350823,8.444483119994402,366 eik 57414.07801401615 2.9029263835583046 76.87667083740234 2.376024314305271 0.02226091847023349 440.27644550427794 19778
45 1291.582367658615,3.2864691289023287,28.83696937561035,2.3913841440343515,0.022361759129560933,8.788171337917447,393 els 29888.712849259377 3.453346371953712 77.54449462890625 2.974133936476013 0.023307244492246023 201.72420108038932 8655
46 1363.1331936120987,3.549826025031507,19.18490219116211,2.6828781845914205,0.022771707088395488,8.744335521943867,384 els 32700.319115042686 3.022769376506072 76.61088562011719 2.482134083814555 0.02650472737265412 286.7281407173723 10818
47 Els_out els 42571.35042846203 3.065554146213151 96.173583984375 3.079248377258068 0.025765765720768198 357.809188564308 13887
48 1359.8641113042831,3.2767809910946584,19.266313552856445,1.897638219600126,0.03115534636539867,12.929468741640449,415 els 40233.43422353268 3.2795430570209225 225.88340759277344 4.323117946107758 0.023794323647620092 291.9087625090033 12268
49 1134.7650756835938,3.327756820186492,18.936323165893555,1.7635501819834738,0.03266596192182684,11.13909301534295,341 els 43900.124643445015 2.7843042204252564 89.5900650024414 2.6182892137195872 0.023553875548558444 371.373955774121 15767
50 1632.902286529541,3.5040821599346375,24.11359214782715,2.5618395036682124,0.03067660743626466,14.295299065299332,466 els 36148.41038763523 3.147445397269067 181.5131072998047 3.9690857204469085 0.024038225528490144 276.0790201947093 11485
51 1536.4152345657349,3.5565167466799417,27.18216896057129,2.786383289622822,0.030237345891590748,13.062533425167203,432 els 47270.191927194595 2.8045204347193473 83.85931396484375 2.15174193741325 0.022752020757969164 383.48530987557024 16855
52 1107.7055238485336,3.886686048591346,22.485553741455078,2.9948413624608015,0.026233021696016455,7.476411183364689,285 els 47888.50561273098 2.840362135986416 137.18141174316406 2.430663437201275 0.02384652077675546 402.0523402960971 16860
53 1616.8189809322357,4.429641043649961,45.3355827331543,4.300393576628321,0.025648677525148815,9.361767296679318,365 esdoorn 51964.72780644894 3.1776877518772664 65.31332397460938 2.6779375055754016 0.021021957924735424 343.7720779431984 16353
54 1041.9242010116577,3.2764911981498672,20.875349044799805,2.3053497977427333,0.026208830522900482,8.334408106282353,318 esdoorn 36469.041769742966 3.222785592942998 51.52651596069336 2.2908766176355653 0.020919144244291105 236.72103626839817 11316
55 1111.8425114154816,3.3897637543154926,34.425537109375,2.6968539571918693,0.02739228969780592,8.984671020880342,328 esdoorn 44434.62904191017 3.3759785018925825 58.209197998046875 2.5395262662029543 0.020963976894730476 275.9278638884425 13162
56 Esdoorn_out esdoorn 69145.88754487038 3.0275356865392693 90.3474349975586 2.510245671208097 0.023009642571619617 525.5172266932204 22839
57 1804.0408366918564,3.280074248530648,16.878116607666016,2.014352156832684,0.023109257851134647,12.710091818124056,550 esdoorn 15921.277134418488 3.054148692579798 57.215606689453125 2.9429495370778596 0.022221898823889332 115.8427585689351 5213
58 1065.8392305374146,3.125628242045204,12.645761489868164,1.5616937783846487,0.023261115867152942,7.932040510699153,341 esdoorn 15082.49755358696 3.448216175945807 56.76969528198242 3.128985506805403 0.020565349331860626 89.95283797755837 4374
59 1443.1293832063675,3.164757419312209,13.824272155761719,1.6381495412391829,0.023636438981874994,10.778216175734997,456 esdoorn 51476.25468945503 3.3352504010272797 96.4999008178711 3.634572449729199 0.02638917390368874 407.290510029532 15434
60 2109.4739229679108,3.3859934558072404,22.446571350097656,1.9491651806275798,0.024649366696049755,15.356555451638997,623 esdoorn 56530.83743548393 3.10728507862826 94.0808334350586 3.0635875411866738 0.02877198096714066 523.44864973519 18193
61 566.1849731206894,3.494968969880799,14.277800559997559,2.26332032519058,0.02264520879489956,3.668523824773729,162 esdoorn 14178.651248455048 3.7739289987902707 51.923377990722656 3.109030855766893 0.021073245825897927 79.17218456789851 3757
62 654.3276780843735,3.255361582509321,14.174254417419434,2.0223312092105425,0.0228689360798369,4.596656152047217,201 esdoorn 13968.505002975464 3.3147852403833564 51.84489059448242 2.636145941316305 0.021350118181105538 89.96939801517874 4214
63 2245.0964748859406,3.6804860244031814,24.625778198242188,2.75325816629717,0.028883854125733258,17.619151016697288,610 esdoorn 9704.507964253426 2.9186490118055417 39.0592155456543 1.9892928017131728 0.01928112981770944 64.10975664388388 3325
64 2144.3980325460434,3.9060073452569095,23.537641525268555,2.982770847358778,0.0322847970131995,17.724353560246527,549 esdoorn 4105.167162537575 2.917673889507871 34.16384506225586 1.80608932568296 0.019406570240791673 27.305044328793883 1407
65 716.7942097187042,3.303199123127669,12.021895408630371,1.8694689392752937,0.022289771651033706,4.836880448274314,217 esdoorn 20942.461718678474 3.0852182850145073 62.57198715209961 2.6654445510597586 0.022499254307175646 152.7249382371083 6788
66 512.756842136383,3.308108658944407,12.388520240783691,1.9337408376098448,0.022146687284111975,3.4327365290373564,155 esdoorn 20403.733518719673 3.6963285359999407 69.86234283447266 3.251308080454981 0.020655884929305025 114.02048480976373 5520
67 203.3936928510666,2.676232800671929,9.652430534362793,1.0712162703218076,0.01939073234404388,1.473695658147335,76 es 13859.789357066154 3.176664991305559 50.301063537597656 2.2194275031670085 0.018267407934363898 79.7007008176297 4363
68 69.72195136547089,2.9050813068946204,8.56438159942627,1.3172613562659046,0.019768514127160113,0.4744443390518427,24 es 18797.46695792675 2.891028446312942 40.70370101928711 2.3766250816626684 0.018375364310268264 119.47661874536425 6502
69 760.4716109037399,3.456689140471545,15.6034517288208,1.8629395593771183,0.022623810722407968,4.977238358929753,220 es 14539.770388841629 3.025966782277134 57.08477783203125 2.5402523423713848 0.017289947594334755 83.0781981907785 4805
70 1182.883133649826,3.360463447868824,19.758787155151367,2.1385583241671227,0.022289208096811886,7.845801250077784,352 es 9504.01031088829 3.2075633853824805 34.08616256713867 2.5010490486505024 0.016791504505396876 49.75322784949094 2963
71 Es_out es 24386.167057275772 2.732343647874036 42.56733322143555 1.6547304167824664 0.019324516822852675 172.47131264396012 8925
72 321.85712587833405,2.7746303955028795,8.890114784240723,1.3376489632824087,0.01832420542707731,2.125607829540968,116 es 14266.262740135193 2.9073288649144473 37.2099609375 1.945462864301448 0.018608255268193954 91.31070860102773 4907
73 552.8187339305878,3.2328580931613318,10.130751609802246,1.8025538661742508,0.018092449095470513,3.093808795325458,171 es 22237.651322841644 3.085991024540889 47.40462112426758 2.312334244836164 0.018053992728043845 130.09707159828395 7206
74 588.2388911247253,3.0478699022006492,9.2846097946167,1.3144556549216149,0.017584343860649693,3.3937783651053905,193 es 14912.85695695877 3.2146706093896897 42.73832321166992 2.7790836859857584 0.01712462381407776 79.44112987350672 4639
75 394.3926087617874,3.1301000695379955,10.9545259475708,1.6391168134480771,0.017145832527487997,2.1603748984634876,126 es 12068.791072368622 3.093768539443379 58.395687103271484 3.120448712948108 0.01802021693113606 70.29686624836177 3901
76 553.2564067840576,2.8372123424823465,10.358263969421387,1.350251161044622,0.018460245196444867,3.599747813306749,195 es 17076.999238967896 4.223843492200815 81.8597183227539 5.098221183187558 0.01778623857932783 71.90976257622242 4043
77 338.75891745090485,2.7996604748008664,9.217413902282715,1.283988791527709,0.018358958323201363,2.221433957107365,121 es 20633.80090200901 3.1367894347839784 48.71122741699219 2.519163694977517 0.0185501757045309 122.02305578440428 6578
78 720.4328188896179,3.0526814359729575,12.120339393615723,1.6056232318864754,0.018135199863937194,4.279907167889178,236 es 13554.606061339378 3.593479867799411 47.93798065185547 2.6917741054294857 0.017044946006158503 64.29353633522987 3772
79 849.7654691934586,3.255806395377236,10.75560474395752,1.4615165188330932,0.018580378411459056,4.849478765390813,261 es 5528.5674558877945 4.531612668760487 52.1837272644043 4.321579897352088 0.016761698828796384 20.449272571131587 1220
80 555.6458119153976,3.388084218996327,14.520678520202637,1.953400702594663,0.01816363431081721,2.9788360269740224,164 es 27199.32867872715 2.8139177197110645 44.931453704833984 2.015878584981796 0.019529254731182423 188.76977623160928 9666
81 1692.7979286909103,3.632613580881782,20.59199333190918,2.3585647083456562,0.018669820646455615,8.700136421248317,466 es 32914.70514917374 3.037813119443815 161.8765106201172 3.378283405489069 0.0202808107034981 219.74258397240192 10835
82 749.9521169662476,3.1643549239082174,12.163043022155762,1.6879179665006827,0.01935904413335937,4.588093459606171,237 linde 63871.849345326424 3.162598997094792 123.16515350341797 3.2060532979153304 0.021387362330449182 431.9391696257517 20196
83 495.28962099552155,2.983672415635672,12.046462059020996,1.60246979233263,0.017850231289504522,2.9631383940577507,166 linde 45863.457280635834 3.1261302760981415 128.25607299804688 3.3289444752338158 0.020177906039165524 296.0300595005974 14671
84 547.3506425619125,3.2008809506544593,12.70744514465332,1.6010494871239151,0.017072790629116066,2.9194471975788474,171 linde 51152.2439340353 3.212273545216987 103.11244201660156 3.041080519392309 0.019528893328345967 310.97809736058116 15924
85 609.8123083114624,3.06438345885157,11.177712440490723,1.6252859374605053,0.01953577640087311,3.887619503773749,199 linde 38751.792929530144 2.8891219659681013 120.66178131103516 2.6880328928215667 0.020017803890407998 268.49880358204246 13413
86 1049.4082342386246,3.915702366562032,40.334678649902344,4.186340109661006,0.021392696182618836,5.733242576941848,268 linde 53731.68099296093 3.0714348343981324 89.00190734863281 2.990320983622203 0.02108558129099293 368.87115910463035 17494
87 98.67310166358948,2.666840585502418,5.462077617645264,0.8816751949777557,0.018322708311717253,0.6779402075335383,37 linde 56114.80684053898 3.284833275217408 102.59563446044922 3.3060893318294005 0.020988654479059933 358.54918446578085 17083
88 Linde_out plataan 1729.4148353338242 15.580313831836254 219.07583618164062 26.45635168497052 0.016952781862503773 1.8817587867379189 111
89 2461.9480855464935,3.647330497105916,31.023351669311523,2.935188384240195,0.028290224722414103,19.09590168762952,675 plataan 4357.703786015511 2.8370467356871814 26.809112548828125 2.121002316215746 0.016336855511932907 25.093410066328943 1536
90 1867.9105838537216,3.612979852715129,32.11227035522461,2.97824320863418,0.024062555778692377,12.440341337583959,517 plataan 21035.534307718277 2.865876608680964 102.953369140625 2.427748326439853 0.016621306377440203 122.0003888104111 7340
91 2124.3844242095947,3.4099268446381936,25.51401710510254,2.3428222023628127,0.023997853738801436,14.950662879273295,623 plataan 3647.662783384323 2.99725783351218 27.455228805541992 2.092285785778102 0.016457317008245844 20.02855479903519 1217
92 1271.0833770036697,3.5210065844977003,30.341659545898438,2.694577657260915,0.022613988515928676,8.163649854250252,361 plataan 11276.632598400116 3.133268296304561 48.31289291381836 2.3686226002960895 0.01762741158537051 63.44105429574847 3599
93 2168.191069126129,3.6379044783995456,22.332868576049805,2.5124689591930625,0.024711657454565966,14.728147842921317,596 plataan 2780.628197789192 3.3910099973038927 19.053707122802734 2.173822146963218 0.016518751522753297 13.545376248657703 820
94 2013.289783000946,3.653883453722225,25.39375114440918,2.890201927887927,0.024696742919714826,13.60790534876287,551 plataan 8295.696098685265 2.9169114271045236 40.91032791137695 2.008587344002149 0.01774939457963204 50.479278184473515 2844
95 Plataan_out plataan 17380.02264869213 2.7508741134365513 94.3486099243164 2.7094429153510995 0.018418108266856418 116.36560802999884 6318
96 393.0376785993576,6.238693311100914,54.77334213256836,8.288615256835522,0.018721998817036078,1.1794859254732728,63 plataan 4099.102380394936 4.346874210386995 126.37276458740234 7.098989333082836 0.01673552955373379 15.781604369170964 943
97 121.42510282993317,3.0356275707483293,6.407865047454834,1.2202699276482052,0.018214209564030172,0.7285683825612068,40 plataan 2547.2662686109543 2.8524818237524685 39.15373992919922 1.9698678997855525 0.01706619038635579 15.240108015015721 893
98 535.1427782773972,2.9896244596502632,13.512324333190918,2.097842298338548,0.016643719497922413,2.979225790128112,179 plataan 1925.219081878662 2.9303182372582377 12.850839614868164 1.3474462069592477 0.01587614152705243 10.430624983273447 657
99 90.34654986858368,3.1153982713304718,6.734649181365967,1.3800949819155952,0.015865142681989176,0.4600891377776861,29 plataan 13615.978735089302 3.0639016055556487 164.1551971435547 5.028849252836136 0.018529106203330852 82.34334796760231 4444
100 437.9166510105133,2.9588962906115763,11.90050983428955,1.4047910909894616,0.01991794491186738,2.9478558469563723,148 plataan 3256.649623632431 4.101573833290216 153.08065795898438 9.573489959244478 0.016077877360135693 12.76583462394774 794
101 165.1281417608261,2.580127215012908,4.76331090927124,0.7642263750567146,0.018476538331015036,1.1824984531849623,64 plataan 5729.01670062542 3.3020269167869856 83.26604461669922 3.0823282064947537 0.01664422937274323 28.8777379617095 1735
102 232.94678628444672,2.875886250425268,9.826898574829102,1.3727227350017257,0.019708929284487243,1.5964232720434666,81 plataan 15331.447711229324 2.5467521114998877 26.43955421447754 1.020247154962402 0.018039538105485645 108.59801939502358 6020
103 332.89813327789307,3.78293333270333,22.732511520385742,3.045459303553181,0.019926275486465205,1.753512242808938,88 plataan 14527.706436991692 3.045002397189623 77.73555755615234 1.945592025707336 0.017644656706719285 84.18265714775771 4771
375.2972539663315,4.415261811368605,24.255054473876953,4.276442351754282,0.017834563169847516,1.515937869437039,85
55.11076760292053,3.061709311273363,9.913771629333496,1.935650105177096,0.017019378021359444,0.30634880438447,18
38.28573513031006,2.3928584456443787,3.611070394515991,0.5145855975780511,0.014993195189163089,0.23989112302660942,16
599.6391468048096,5.259992515831663,40.99736404418945,5.811482494116048,0.01938449298113323,2.2098321998491883,114
224.61611258983612,4.0110020105327875,38.507686614990234,6.750403253193775,0.01725217021469559,0.966121532022953,56
316.32959711551666,4.108176585915801,40.63800048828125,6.427567028038508,0.017561782018414566,1.3522572154179215,77
138.6963803768158,2.52175237048756,6.668946743011475,0.8272403842232803,0.016272347149523823,0.8949790932238102,55
241.65850698947906,3.0207313373684883,19.399702072143555,2.1353345471026124,0.017683570575900375,1.41468564607203,80

104
src/experiments/algorithms/sift_v3.py
View File

@ -5,84 +5,84 @@ import matplotlib.pyplot as plt
import csv
import pandas as pd
DATASET_PATH = "C:\\Users\\Tom\\Downloads\\Dataset_out\\"
CSV_PATH = "C:\\Users\\Tom\\Desktop\\Files\\Repositories\\EV5_Beeldherk_Bomen\\src\\experiments\\algorithms\\data\\"
DATASET_FOLDERS_LEN = len(os.listdir(DATASET_PATH))
DATASET_PATH = "C:\\Users\\tomse\\Downloads\\processed"
CSV_PATH = "C:\\Users\\tomse\\Desktop\\Repositories\\EV5_Beeldherk_Bomen\\src\\experiments\\algorithms\\data\\"
DATASET_FOLDERS_LEN = 7+1 # Actually tree types
EARLY_BREAK = 0
SCALE = .25
SCALE = 1
sift = cv2.SIFT.create(enable_precise_upscale=True)
## Create 2D lists ##
max_magnitudes = [[] for x in range(DATASET_FOLDERS_LEN)]
avg_magnitudes = [[] for x in range(DATASET_FOLDERS_LEN)]
tot_magnitudes = [[] for x in range(DATASET_FOLDERS_LEN)]
std_magnitudes = [[] for x in range(DATASET_FOLDERS_LEN)]
max_responses = [[] for x in range(DATASET_FOLDERS_LEN)]
avg_responses = [[] for x in range(DATASET_FOLDERS_LEN)]
counts = [[] for x in range(DATASET_FOLDERS_LEN)]
max_magnitudes = [[] for x in range(DATASET_FOLDERS_LEN)]
avg_magnitudes = [[] for x in range(DATASET_FOLDERS_LEN)]
tot_magnitudes = [[] for x in range(DATASET_FOLDERS_LEN)]
std_magnitudes = [[] for x in range(DATASET_FOLDERS_LEN)]
max_responses = [[] for x in range(DATASET_FOLDERS_LEN)]
avg_responses = [[] for x in range(DATASET_FOLDERS_LEN)]
counts = [[] for x in range(DATASET_FOLDERS_LEN)]
## Create other variables ##
labels = ['' for x in range(DATASET_FOLDERS_LEN)]
i = 0
i = -1
last_name = ""
for folder in os.listdir(DATASET_PATH):
if not folder.endswith("_out"):
continue
for file in os.listdir(DATASET_PATH):
name = file.split('_')[0]
if last_name != name:
last_name = name
i += 1
if EARLY_BREAK:
print("Step %d/%d processing %s:"%(i+1, EARLY_BREAK, folder))
print("Step %d/%d processing %s:"%(i+1, EARLY_BREAK, file))
else:
print("Step %d/%d processing %s:"%(i+1, DATASET_FOLDERS_LEN, folder))
print("Step %d/%d processing %s:"%(i+1, DATASET_FOLDERS_LEN, file))
for file in os.listdir(DATASET_PATH + folder):
## Load an image ##
path = DATASET_PATH + folder + "\\" + file
full_image = cv2.imread(path, 0)
image = cv2.resize(full_image, (0, 0), fx=SCALE, fy=SCALE)
## Load an image ##
path = DATASET_PATH + "\\" + file
full_image = cv2.imread(path, 0)
image = cv2.resize(full_image, (0, 0), fx=SCALE, fy=SCALE)
## Detect keypoints ##
kp = sift.detect(image, None)
image = cv2.drawKeypoints(
image,
kp,
image,
flags=cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS)
## Detect keypoints ##
kp = sift.detect(image, None)
image = cv2.drawKeypoints(
image,
kp,
image,
flags=cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS)
## Average and Max size ##
magnitudes = [keypoint.size for keypoint in kp]
tot_magnitudes[i].append(np.sum(magnitudes))
max_magnitudes[i].append(np.amax(magnitudes))
avg_magnitudes[i].append(np.sum(magnitudes)/len(kp))
std_magnitudes[i].append(np.std(magnitudes))
## Number of keypoints ##
counts[i].append(len(kp))
## Response ##
responses = [keypoint.response for keypoint in kp]
max_responses[i].append(np.sum(responses))
avg_responses[i].append(np.mean(responses))
# cv2.imshow("Opencv tech", image)
# cv2.waitKey(0)
## Average and Max size ##
magnitudes = [keypoint.size for keypoint in kp]
tot_magnitudes[i].append(np.sum(magnitudes))
max_magnitudes[i].append(np.amax(magnitudes))
avg_magnitudes[i].append(np.sum(magnitudes)/len(kp))
std_magnitudes[i].append(np.std(magnitudes))
## Number of keypoints ##
counts[i].append(len(kp))
## Response ##
responses = [keypoint.response for keypoint in kp]
max_responses[i].append(np.sum(responses))
avg_responses[i].append(np.mean(responses))
# cv2.imshow("Opencv tech", image)
# cv2.waitKey(0)
## Store labels ##
labels[i] = folder
labels[i] = name
## Increment arrays ##
i += 1
if(i == EARLY_BREAK):
if(i == EARLY_BREAK and EARLY_BREAK != 0):
break
print("Done!")
## CSV ##
with open(CSV_PATH + "sift.csv" , 'w', newline='') as file:
file.write("name,tot_mag,avg_mag,max_mag,std_mag,avg_rep,max_rep,counts\n")
for i in range(len(labels)):
file.write(labels[i] + '\n')
for j in range(len(tot_magnitudes[i])):
file.write(str(labels[i]) + ',')
file.write(str(tot_magnitudes[i][j]) + ',')
file.write(str(avg_magnitudes[i][j]) + ',')
file.write(str(max_magnitudes[i][j]) + ',')