lightning-uq-box
change-detection
conformal-prediction
remote-sensing
levircd_coat / series_summary.csv
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Add LEVIR-CD+ base model, AT/COAT threshold networks and results
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alpha,method,repeats,coverage_mean,coverage_std,coverage_gap_mean,coverage_gap_std,coverage_nonempty_mean,coverage_nonempty_std,f1_mean,f1_std,iou_mean,iou_std,dice_mean,dice_std,foreground_fraction_mean,foreground_fraction_std,tau_std_mean,tau_std_std,tau_clipped_zero_fraction_mean,tau_clipped_zero_fraction_std,empty_mask_fraction_mean,empty_mask_fraction_std
0.1,at,5,0.8993101289683565,0.01576986942324947,0.13962994216526853,0.009592300105088283,0.8525463894007391,0.025727652372754966,0.23748336888843796,0.042663209349655375,0.13528653891914025,0.02817121855684184,0.4983564711449208,0.021783448599598427,0.2814243255123015,0.053623909255605624,0.11792373657226562,0.012004833424387287,0.24435483870967745,0.05627853652376743,0.3153225806451613,0.013792444658457302
0.1,at_uncalibrated,5,0.7494219557588078,0.012828352632282472,0.2193460484691092,0.012960278879523467,0.6337755099852239,0.02276053227897487,0.8195123213211633,0.01455858831095214,0.6944216506529519,0.02094131851046402,0.682231398406352,0.0016867489523966295,0.0343825924781061,0.0023975409811393474,0.15801183879375458,0.016900531263439638,0.0,0.0,0.3153225806451613,0.013792444658457302
0.1,coat,5,0.9022495009693534,0.013391128222425011,0.13364131064321091,0.009163974903612525,0.8573575767163459,0.017955845130734387,0.5580757429999734,0.24275694294886901,0.41733438252242117,0.2252554515749048,0.46204522543160575,0.03536213352695614,0.12050204430857012,0.08303021286699235,0.11398479193449021,0.03749379980985478,0.06612903225806452,0.0933796448082564,0.3153225806451613,0.013792444658457302
0.1,coat_uncalibrated,5,0.9044278825986861,0.028379057074749338,0.131656780076184,0.01578033964827308,0.8601849430126034,0.042763417729973975,0.6286789854154373,0.1730503279052863,0.47604380178465966,0.17525359748858893,0.459978350922558,0.06975570352778747,0.08800602882139144,0.05127957359129214,0.11423836648464203,0.037863585040050336,0.0,0.0,0.3153225806451613,0.013792444658457302
0.1,crc_matched_calibration,5,0.9049358653457276,0.01609647573346904,0.14185212060235428,0.009184183111835234,0.8612790419024382,0.0220962298983897,0.7534960108379133,0.020403348389443413,0.6048310510241736,0.026243305216761277,0.4465181078274254,0.049093860603579,0.061089097299883446,0.0049152116985773375,0.0,0.0,0.0,0.0,0.3153225806451613,0.013792444658457302
0.2,at,5,0.7856837633979923,0.018000527458464158,0.20871365217864396,0.005042532818961357,0.6868724149484968,0.02700646708944078,0.8226299701207431,0.01726017615717553,0.6989916283591835,0.024755859267053322,0.6785867992791085,0.01220518037113752,0.03870194958102319,0.004118718103905266,0.1167852520942688,0.013854913008097767,0.0016129032258064516,0.0022085586996176054,0.3153225806451613,0.013792444658457302
0.2,at_uncalibrated,5,0.6999098705336195,0.01271255031824822,0.2435789112136252,0.01123446499064517,0.5615935069504274,0.019776570529492672,0.7676580775969202,0.012186637536641306,0.6230532817722454,0.016063160148890126,0.6686274585481979,0.009820727392024409,0.02905750274658203,0.001245306752221561,0.11689710021018981,0.013944758773627395,0.0,0.0,0.3153225806451613,0.013792444658457302
0.2,coat,5,0.7877213266931047,0.009848185857989734,0.21170873421395225,0.008876483647053887,0.6897773179114328,0.017630714949243006,0.8061209851944906,0.02129508599051598,0.675640686974593,0.030070661141426036,0.6436939326079891,0.023630827603207023,0.035390795430829444,0.0019354999612083846,0.26641447842121124,0.026773115119189776,0.0,0.0,0.3153225806451613,0.013792444658457302
0.2,coat_uncalibrated,5,0.8315540724169944,0.015215711500125116,0.1981193430882447,0.004073713421947133,0.7541325740829479,0.01962450337217622,0.6557829296139663,0.12464183749727667,0.49829533394397296,0.14108233270767112,0.5819582957760898,0.02912826980432925,0.062448412372219944,0.019426179099411273,0.2672575116157532,0.026900024505314056,0.0,0.0,0.3153225806451613,0.013792444658457302
0.2,crc_matched_calibration,5,0.7853318614263669,0.016532360985588943,0.21173489273263693,0.002048436718019567,0.6864720271840433,0.023176409725805685,0.8469717397359317,0.007985567606661276,0.7346293500933229,0.012000205616550498,0.6837523700397169,0.010830797386326004,0.037681127363635644,0.0022027921719146287,0.0,0.0,0.0,0.0,0.3153225806451613,0.013792444658457302