data/image_attacks_variations.csv

strength,model,attack,psnr,ssim,lpips,bit_acc,p_value,word_acc,watermark_det_score
80,dctdwt,jpeg,42.91247549653053,0.995057998515625,0.010120634489794611,0.500732421875,0.5560591829162149,0.0,0.50830078125
80,fnns,jpeg,34.96815098822117,0.965918960234375,0.07546935688878875,0.953369140625,0.9999904687138041,0.3125,0.95458984375
80,hidden,jpeg,35.75047214329243,0.968833263046875,0.06922027589462232,0.8740234375,0.9937824379485392,0.078125,0.8369140625
80,ssl,jpeg,35.05887384712696,0.9654929864843751,0.08883099374361336,0.50537109375,0.5719362135350821,0.0,0.498046875
80,trustmark,jpeg,39.12432098388672,0.987269649140625,0.028644863101362716,0.995361328125,0.9998021972151037,0.9765625,
80,wam,jpeg,37.00450575351715,0.981217721640625,0.05087056217598729,0.998291015625,0.9999999900101102,0.96875,0.9935061195865273
40,dctdwt,jpeg,43.512987434864044,0.9960692584375,0.008799373062501559,0.49365234375,0.5364893004916667,0.0,0.51025390625
40,fnns,jpeg,35.324307292699814,0.9737862346093751,0.06762103189248592,0.8740234375,0.9995654675640253,0.0234375,0.86669921875
40,hidden,jpeg,35.823893785476685,0.9753012224218751,0.06447570073942188,0.788330078125,0.9862369229304022,0.015625,0.7705078125
40,ssl,jpeg,35.19669362902641,0.9715834327343751,0.08185929508181289,0.497314453125,0.5422900826379191,0.0,0.50830078125
40,trustmark,jpeg,39.23583436012268,0.9898285139062499,0.031352293786767405,0.994873046875,0.999970489372572,0.9765625,
40,wam,jpeg,37.118793070316315,0.984301623828125,0.04276705936354119,0.98193359375,0.9980944247890875,0.7890625,0.8995133808930404
1p5,dctdwt,brightness,34.6107772141695,0.977416782578125,0.020632701272916165,0.59814453125,0.6588510092406068,0.0625,0.62158203125
1p5,fnns,brightness,35.13597169518471,0.9757759016406249,0.0575354856409831,0.998046875,0.9999999990286597,0.953125,0.99951171875
1p5,hidden,brightness,35.62338408827782,0.97398957703125,0.04784048369037919,0.966552734375,0.9999586647609249,0.59375,0.96484375
1p5,ssl,brightness,35.2122767418623,0.973137935859375,0.07136770633951528,0.501953125,0.5598237577287364,0.0,0.5
1p5,trustmark,brightness,40.337884575128555,0.994127040390625,0.009981627831621154,0.975341796875,0.9944281438001781,0.890625,
1p5,wam,brightness,35.777281045913696,0.982256288828125,0.0443487092070427,0.999755859375,0.999999999998181,0.9921875,0.9851154403295368
2,dctdwt,brightness,33.28597332537174,0.974561582734375,0.026840657584216387,0.490478515625,0.5300742024519423,0.0,0.513671875
2,fnns,brightness,33.587818056344986,0.96980092625,0.05818322580307722,0.989990234375,0.9999215369807644,0.8671875,0.99365234375
2,hidden,brightness,33.9873411655426,0.9670814336718749,0.04973250327020651,0.95849609375,0.9998043688738107,0.5859375,0.95703125
2,ssl,brightness,33.64670541882515,0.96583176875,0.07068654947215691,0.495849609375,0.5334890515659936,0.0,0.50390625
2,trustmark,brightness,39.20732071995735,0.993129455234375,0.009869078088740935,0.93701171875,0.9946074724775826,0.6796875,
2,wam,brightness,34.27632135152817,0.9784582806250001,0.047270974835555535,0.999267578125,0.9999999999381544,0.984375,0.9870483204722404
1p5,dctdwt,contrast,35.03923077881336,0.97966085234375,0.018326270426769042,0.64306640625,0.7130839100500452,0.078125,0.65283203125
1p5,fnns,contrast,35.91911607980728,0.98398783109375,0.045585407613543794,0.998291015625,0.9999999999308784,0.953125,0.99560546875
1p5,hidden,contrast,36.63895004987717,0.984912064375,0.03710834085359238,0.951171875,0.9999086224670464,0.328125,0.93017578125
1p5,ssl,contrast,36.08808836340904,0.9838520172656249,0.05642532280035084,0.497314453125,0.5326078593679995,0.0,0.50439453125
1p5,trustmark,contrast,40.61903750896454,0.9950350467968749,0.010137128543647123,0.97314453125,0.9961415808993479,0.8671875,
1p5,wam,contrast,36.62279459834099,0.988938591328125,0.03516158214188181,0.999755859375,0.999999999998181,0.9921875,0.9853838309645653
2,dctdwt,contrast,33.78380084037781,0.9785489840625,0.018999600044480758,0.490234375,0.5280579190948629,0.0,0.51123046875
2,fnns,contrast,34.59031741321087,0.9836150042187499,0.04144592180091422,0.99609375,0.9999999987885531,0.921875,0.98974609375
2,hidden,contrast,35.364812418818474,0.98463166078125,0.033416896272683516,0.943359375,0.9995538231760293,0.2890625,0.92041015625
2,ssl,contrast,34.773912996053696,0.983368389609375,0.050283263059100136,0.500244140625,0.5425482167811424,0.0,0.5009765625
2,trustmark,contrast,39.32561355829239,0.99433218453125,0.010084523089062714,0.92822265625,0.9933019623858854,0.640625,
2,wam,contrast,35.321476832032204,0.9883982825,0.033048597324523143,0.99951171875,0.999999999996362,0.984375,0.9863278903067112
1p5,dctdwt,saturation,34.069361716508865,0.968914926796875,0.029846498866390903,0.607421875,0.6855000165560341,0.078125,0.62158203125
1p5,fnns,saturation,35.545544266700745,0.97359199953125,0.061423425970133394,0.9990234375,0.999999999992724,0.96875,0.99853515625
1p5,hidden,saturation,35.52904924750328,0.969780297109375,0.05639283706841525,0.96044921875,0.999552374409177,0.4453125,0.95068359375
1p5,ssl,saturation,35.6574070751667,0.9727897932031251,0.08220186462858692,0.499267578125,0.543414779840532,0.0,0.4970703125
1p5,trustmark,saturation,42.344457894563675,0.995714098984375,0.009707907425763551,0.99755859375,0.9999216343476292,0.9921875,
1p5,wam,saturation,35.054817259311676,0.9757326606250001,0.062034532413235866,1.0,1.0,1.0,0.9990694499574602
2,dctdwt,saturation,32.14903376996517,0.9570230559375,0.04129807176650502,0.478759765625,0.5004651889485103,0.0078125,0.49462890625
2,fnns,saturation,33.68790327012539,0.9621853556250001,0.06689564911357593,0.998779296875,0.999999999990905,0.9609375,0.99853515625
2,hidden,saturation,33.43573449552059,0.9553434185156249,0.06517926230299054,0.963134765625,0.9997790186480415,0.4765625,0.9501953125
2,ssl,saturation,33.8270101249218,0.961943565078125,0.08819639455759898,0.4990234375,0.5442486211177311,0.0,0.49072265625
2,trustmark,saturation,42.25254434347153,0.9955631014843751,0.009573652674589539,0.998046875,0.9999917874938546,0.9921875,
2,wam,saturation,32.84207038581371,0.9628296650781251,0.07821167145448271,1.0,1.0,1.0,0.9982093963772058
1p5,dctdwt,sharpness,35.064448133111,0.9763328375781251,0.021227975010333466,0.916748046875,0.9663821073299914,0.65625,0.91064453125
1p5,fnns,sharpness,36.12850061058998,0.9782608985156249,0.06405682791955769,0.999267578125,0.999999999994543,0.9765625,0.9990234375
1p5,hidden,sharpness,36.98177453875542,0.978108473359375,0.05185313215770293,0.9599609375,0.9999852795281186,0.4296875,0.9423828125
1p5,ssl,sharpness,36.50343981385231,0.977158907890625,0.0791413250262849,0.50390625,0.5567954475445731,0.0,0.49951171875
1p5,trustmark,sharpness,42.26183098554611,0.99578211421875,0.00926655922376085,0.998779296875,0.9999999246047082,0.9921875,
1p5,wam,sharpness,38.00299337506294,0.986847365625,0.04120643033093074,1.0,1.0,1.0,0.9995462861843407
2,dctdwt,sharpness,33.48268041014671,0.9708754653124999,0.02386782391113229,0.903076171875,0.958346706460361,0.6328125,0.89013671875
2,fnns,sharpness,34.72083592414856,0.9734383275781249,0.0696520029741805,0.99951171875,0.999999999996362,0.984375,0.99951171875
2,hidden,sharpness,35.80072721838951,0.9739863689062499,0.054967197072983254,0.95751953125,0.9999787512260809,0.3984375,0.943359375
2,ssl,sharpness,35.30623137950897,0.9725226728906251,0.08150987948465627,0.50048828125,0.5428594024015183,0.0,0.498046875
2,trustmark,sharpness,42.12780427932739,0.9958499985156251,0.00875457158053905,0.998779296875,0.9999999246047082,0.9921875,
2,wam,sharpness,37.65694788098335,0.9866136053125,0.04009610969660571,1.0,1.0,1.0,0.9993416564539075
01,dctdwt,perspective,14.765785232186317,0.526130185625,0.325908086146228,0.514404296875,0.6006368958769599,0.0,0.51513671875
01,fnns,perspective,15.029426366090775,0.5354854860937499,0.3251305114245042,0.99658203125,0.9999999890405888,0.9296875,0.994140625
01,hidden,perspective,15.048293262720108,0.53445215734375,0.3231944089056924,0.938232421875,0.9995194811108377,0.2734375,0.91748046875
01,ssl,perspective,14.846762269735336,0.5263153628906251,0.3432236344087869,0.497802734375,0.5382384195654595,0.0,0.498046875
01,trustmark,perspective,14.963468238711357,0.5336060820312499,0.314592964714393,0.928466796875,0.9951404315270338,0.6796875,
01,wam,perspective,14.733071506023407,0.525662867265625,0.3335900203092024,0.9931640625,0.9999999987667252,0.828125,0.8977703186683357
05,dctdwt,perspective,11.289193198084831,0.508166023671875,0.45036894432269037,0.495849609375,0.5415194282504672,0.0,0.51318359375
05,fnns,perspective,11.091219186782837,0.492404563515625,0.46774607663974166,0.922607421875,0.9998750022605236,0.265625,0.88818359375
05,hidden,perspective,11.401051610708237,0.511768582890625,0.4531042925082147,0.896240234375,0.9991953933149489,0.0703125,0.833984375
05,ssl,perspective,11.36006897687912,0.50516818953125,0.4594588272739202,0.492431640625,0.532036685206549,0.0,0.49755859375
05,trustmark,perspective,11.307923331856728,0.508141153828125,0.45057507744058967,0.500732421875,0.5522512897623528,0.0,
05,wam,perspective,11.16841596364975,0.5032370303906251,0.4577692311722785,0.645751953125,0.8533837045051769,0.0078125,0.2580223951881635
3,dctdwt,median_filter,37.066333547234535,0.9821210742187501,0.020721803724882193,0.524658203125,0.635449241824972,0.0,0.52783203125
3,fnns,median_filter,37.76264375448227,0.9828054867187499,0.058616160829842556,0.9990234375,0.999999999992724,0.96875,0.9990234375
3,hidden,median_filter,38.27897611260414,0.981913029609375,0.049081019933510106,0.94970703125,0.9999079148019518,0.3671875,0.93505859375
3,ssl,median_filter,37.82210400700569,0.9813803056249999,0.07717383127601352,0.509033203125,0.5747399257234065,0.0,0.4892578125
3,trustmark,median_filter,42.38543578982353,0.995678343984375,0.010072039211081574,0.999267578125,0.9999999990377546,0.9921875,
3,wam,median_filter,38.304045498371124,0.986841457109375,0.04296974204771686,1.0,1.0,1.0,0.9997110250405967
7,dctdwt,median_filter,41.9236104786396,0.9929999566406249,0.008453583346636151,0.533447265625,0.6442290895902261,0.0,0.53369140625
7,fnns,median_filter,39.36562395095825,0.9846206015625,0.05056942043302115,0.9140625,0.9998036470515217,0.0703125,0.919921875
7,hidden,median_filter,39.48963209986687,0.9831644894531251,0.04997639893554151,0.841796875,0.9972550292459346,0.0078125,0.82470703125
7,ssl,median_filter,39.072687327861786,0.98270162359375,0.07262467039981857,0.497314453125,0.5386573270588997,0.0,0.48046875
7,trustmark,median_filter,42.472613483667374,0.99482843234375,0.014194530151144136,1.0,1.0,1.0,
7,wam,median_filter,38.58054009079933,0.984765825234375,0.04541950037673814,0.999267578125,0.9999999999381544,0.984375,0.998325124848634
m01,dctdwt,hue,34.97307015955448,0.9716423551562501,0.08345660019404022,0.703369140625,0.7480902289426012,0.296875,0.71435546875
m01,fnns,hue,36.71408662199974,0.979628759140625,0.059133267830475233,0.993408203125,0.9999999878909875,0.8671875,0.98974609375
m01,hidden,hue,37.04716610908508,0.97825222015625,0.056122039757610764,0.778076171875,0.9929662418144289,0.0,0.77685546875
m01,ssl,hue,36.69674414396286,0.9781781521874999,0.07963020719762426,0.506103515625,0.5647891189255461,0.0,0.49658203125
m01,trustmark,hue,42.13197538256645,0.995570303125,0.011078755553171504,0.99853515625,0.9999995583038981,0.9921875,
m01,wam,hue,36.01674075424671,0.981849063046875,0.05620272796659265,1.0,1.0,1.0,0.9979757159017026
p01,dctdwt,hue,35.43960766494274,0.9738374300781251,0.04193624286563136,0.835693359375,0.8777738615081034,0.5234375,0.84033203125
p01,fnns,hue,36.67725804448128,0.9796218953125,0.06192316292435862,0.99658203125,0.9999999998053681,0.9140625,0.99853515625
p01,hidden,hue,37.03883185982704,0.97826089640625,0.05945463110401761,0.850341796875,0.9966291683322197,0.0078125,0.818359375
p01,ssl,hue,36.68877187371254,0.978220126328125,0.08050554126384668,0.5029296875,0.5538868784788065,0.0,0.49609375
p01,trustmark,hue,42.14040717482567,0.9956067180468751,0.010762334813989582,0.998291015625,0.9999979099502525,0.9921875,
p01,wam,hue,35.96251168847084,0.9813091515625001,0.0640124366764212,1.0,1.0,1.0,0.9984505432657897
3,dctdwt,gaussian_blur,43.642051070928574,0.9939806205468751,0.01137524600198958,0.753173828125,0.8649775907542789,0.234375,0.74658203125
3,fnns,gaussian_blur,42.549162566661835,0.9916398857812501,0.03572848643671023,0.956298828125,0.9997959245847596,0.296875,0.96484375
3,hidden,gaussian_blur,41.57147741317749,0.9888690874999999,0.038309526127704885,0.885009765625,0.998161229872494,0.09375,0.8828125
3,ssl,gaussian_blur,41.29501008987427,0.988944995234375,0.06074192914820742,0.50537109375,0.5666637876020104,0.0,0.4921875
3,trustmark,gaussian_blur,42.69217684864998,0.995530220234375,0.013239629259260255,0.998779296875,0.9999999246047082,0.9921875,
3,wam,gaussian_blur,39.2068472802639,0.98760826,0.03882511461415561,1.0,1.0,1.0,0.9993412788026035
17,dctdwt,gaussian_blur,52.478980004787445,0.99927883171875,0.00133717383982912,0.500732421875,0.5585088032312342,0.0,0.48828125
17,fnns,gaussian_blur,52.585019528865814,0.9982989642968749,0.003612933422118658,0.510009765625,0.5715162169508403,0.0,0.50634765625
17,hidden,gaussian_blur,49.2130229473114,0.9963126250781249,0.006038946846274484,0.517333984375,0.5893661110276298,0.0,0.513671875
17,ssl,gaussian_blur,49.58369380235672,0.996798187421875,0.010131513658052427,0.4921875,0.5248685544647742,0.0,0.49853515625
17,trustmark,gaussian_blur,44.983821123838425,0.9974225661718751,0.012929260352393612,0.995361328125,0.9991588029242848,0.9765625,
17,wam,gaussian_blur,42.921505719423294,0.9937459689843751,0.023064775643433677,0.995361328125,0.9999726537862443,0.9375,0.9990756241604686