LipFD / robustnessv4 /robustness_table.csv
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perturbation,level,param,n_clips,AUROC,AP,Accuracy,Acc@EER,TPR@FPR=1%,TPR@FPR=0.1%
block_wise,2,8,581,0.9706363313188766,0.961842625956055,0.9087779690189329,0.9173838209982789,0.596551724137931,0.09310344827586207
block_wise,3,16,581,0.9706244815736462,0.9616343179834019,0.9036144578313253,0.9173838209982789,0.5758620689655173,0.06896551724137931
block_wise,4,24,581,0.9684322787060078,0.9601029786120157,0.8967297762478486,0.9104991394148021,0.5793103448275863,0.07931034482758621
block_wise,5,32,581,0.9685744756487735,0.9606156625435756,0.9070567986230637,0.9156626506024096,0.5551724137931034,0.10344827586206896
color_contrast,2,0.85,581,0.9703400876881146,0.9618131893858384,0.8984509466437177,0.9208261617900172,0.503448275862069,0.07931034482758621
color_contrast,3,1.2,581,0.9726981869889797,0.9663464125394221,0.8967297762478486,0.9122203098106713,0.596551724137931,0.05517241379310345
color_contrast,4,1.4,581,0.9721649484536082,0.9677725431587463,0.891566265060241,0.9139414802065404,0.5379310344827586,0.12413793103448276
color_contrast,5,1.6,581,0.9712643678160919,0.969733587406969,0.8812392426850258,0.9139414802065404,0.6344827586206897,0.23448275862068965
color_saturation,2,0.8,581,0.9709325749496386,0.9625726687169951,0.9104991394148021,0.919104991394148,0.5827586206896552,0.06551724137931035
color_saturation,3,1.2,581,0.9710866216376348,0.9644582868698658,0.8950086058519794,0.9139414802065404,0.5793103448275863,0.13793103448275862
color_saturation,4,1.5,581,0.9706363313188766,0.9678130998911674,0.8881239242685026,0.9036144578313253,0.5310344827586206,0.2896551724137931
color_saturation,5,2.0,581,0.9643322668562626,0.9659882006624247,0.8640275387263339,0.8967297762478486,0.5862068965517241,0.5482758620689655
gaussian_blur,2,3,581,0.9700793932930442,0.9616367530805014,0.9053356282271945,0.9173838209982789,0.5862068965517241,0.09310344827586207
gaussian_blur,3,7,581,0.9657779357743809,0.9599197695711028,0.9036144578313253,0.9070567986230637,0.5103448275862069,0.1310344827586207
gaussian_blur,4,11,581,0.960149306789904,0.9546642897795196,0.8777969018932874,0.8967297762478486,0.4724137931034483,0.12758620689655173
gaussian_blur,5,15,581,0.9516174902239602,0.947260960348703,0.810671256454389,0.8881239242685026,0.41379310344827586,0.1310344827586207
gaussian_noise,1,0.0,581,0.9711695698542482,0.963284813670888,0.9070567986230637,0.919104991394148,0.6103448275862069,0.10344827586206896
gaussian_noise,2,0.001,581,0.9589998815025477,0.9546247005388946,0.8760757314974182,0.8967297762478486,0.3758620689655172,0.2655172413793103
gaussian_noise,3,0.005,581,0.9300628036497215,0.9246039218517703,0.8347676419965576,0.8519793459552496,0.3137931034482759,0.16896551724137931
gaussian_noise,4,0.01,581,0.9182723071453963,0.9116952521947262,0.7676419965576592,0.8450946643717728,0.2,0.05862068965517241
gaussian_noise,5,0.05,581,0.7283445905913023,0.7018203772621896,0.5008605851979346,0.6764199655765921,0.05862068965517241,0.034482758620689655
jpeg_quality,2,85,581,0.9713828652683967,0.9640729017480663,0.9053356282271945,0.919104991394148,0.6068965517241379,0.09655172413793103
jpeg_quality,3,70,581,0.9711103211280957,0.9635534900234138,0.9053356282271945,0.9173838209982789,0.6068965517241379,0.10689655172413794
jpeg_quality,4,50,581,0.971015523166252,0.9622118164633725,0.9053356282271945,0.9208261617900172,0.6137931034482759,0.07241379310344828
jpeg_quality,5,30,581,0.9702571394715014,0.9600982030270745,0.9018932874354562,0.9139414802065404,0.5793103448275863,0.05862068965517241
pixelate,2,2,581,0.9672710036734209,0.9609417769511195,0.9036144578313253,0.9104991394148021,0.5310344827586206,0.12413793103448276
pixelate,3,4,581,0.9586206896551723,0.9525942217545772,0.8657487091222031,0.8932874354561101,0.4586206896551724,0.09655172413793103
pixelate,4,6,581,0.9445194928309042,0.9409031038006339,0.7521514629948365,0.8657487091222031,0.3758620689655172,0.15172413793103448
pixelate,5,8,581,0.9223012205237587,0.9204455559793818,0.621342512908778,0.8313253012048193,0.29310344827586204,0.23448275862068965