| phase,epoch,train_loss,train_accuracy,train_balanced_accuracy,train_f1_macro,train_top3_accuracy,train_dice_macro,train_support_AKIEC,train_precision_AKIEC,train_recall_AKIEC,train_f1_AKIEC,train_correct_AKIEC,train_conf_AKIEC_to_BCC_count,train_conf_AKIEC_to_BCC_rate,train_conf_AKIEC_to_BKL_count,train_conf_AKIEC_to_BKL_rate,train_conf_AKIEC_to_MAL_OTH_count,train_conf_AKIEC_to_MAL_OTH_rate,train_conf_AKIEC_to_MEL_count,train_conf_AKIEC_to_MEL_rate,train_conf_AKIEC_to_NV_count,train_conf_AKIEC_to_NV_rate,train_conf_AKIEC_to_SCCKA_count,train_conf_AKIEC_to_SCCKA_rate,train_conf_AKIEC_to_VASC_count,train_conf_AKIEC_to_VASC_rate,train_support_BCC,train_precision_BCC,train_recall_BCC,train_f1_BCC,train_correct_BCC,train_conf_BCC_to_AKIEC_count,train_conf_BCC_to_AKIEC_rate,train_conf_BCC_to_BKL_count,train_conf_BCC_to_BKL_rate,train_conf_BCC_to_DF_count,train_conf_BCC_to_DF_rate,train_conf_BCC_to_INF_count,train_conf_BCC_to_INF_rate,train_conf_BCC_to_MAL_OTH_count,train_conf_BCC_to_MAL_OTH_rate,train_conf_BCC_to_MEL_count,train_conf_BCC_to_MEL_rate,train_conf_BCC_to_NV_count,train_conf_BCC_to_NV_rate,train_conf_BCC_to_SCCKA_count,train_conf_BCC_to_SCCKA_rate,train_conf_BCC_to_VASC_count,train_conf_BCC_to_VASC_rate,train_support_BEN_OTH,train_precision_BEN_OTH,train_recall_BEN_OTH,train_f1_BEN_OTH,train_correct_BEN_OTH,train_conf_BEN_OTH_to_AKIEC_count,train_conf_BEN_OTH_to_AKIEC_rate,train_conf_BEN_OTH_to_BCC_count,train_conf_BEN_OTH_to_BCC_rate,train_conf_BEN_OTH_to_BKL_count,train_conf_BEN_OTH_to_BKL_rate,train_conf_BEN_OTH_to_DF_count,train_conf_BEN_OTH_to_DF_rate,train_conf_BEN_OTH_to_INF_count,train_conf_BEN_OTH_to_INF_rate,train_conf_BEN_OTH_to_MEL_count,train_conf_BEN_OTH_to_MEL_rate,train_conf_BEN_OTH_to_NV_count,train_conf_BEN_OTH_to_NV_rate,train_conf_BEN_OTH_to_SCCKA_count,train_conf_BEN_OTH_to_SCCKA_rate,train_conf_BEN_OTH_to_VASC_count,train_conf_BEN_OTH_to_VASC_rate,train_support_BKL,train_precision_BKL,train_recall_BKL,train_f1_BKL,train_correct_BKL,train_conf_BKL_to_AKIEC_count,train_conf_BKL_to_AKIEC_rate,train_conf_BKL_to_BCC_count,train_conf_BKL_to_BCC_rate,train_conf_BKL_to_DF_count,train_conf_BKL_to_DF_rate,train_conf_BKL_to_INF_count,train_conf_BKL_to_INF_rate,train_conf_BKL_to_MEL_count,train_conf_BKL_to_MEL_rate,train_conf_BKL_to_NV_count,train_conf_BKL_to_NV_rate,train_conf_BKL_to_SCCKA_count,train_conf_BKL_to_SCCKA_rate,train_conf_BKL_to_VASC_count,train_conf_BKL_to_VASC_rate,train_support_DF,train_precision_DF,train_recall_DF,train_f1_DF,train_correct_DF,train_conf_DF_to_AKIEC_count,train_conf_DF_to_AKIEC_rate,train_conf_DF_to_BCC_count,train_conf_DF_to_BCC_rate,train_conf_DF_to_BKL_count,train_conf_DF_to_BKL_rate,train_conf_DF_to_INF_count,train_conf_DF_to_INF_rate,train_conf_DF_to_MEL_count,train_conf_DF_to_MEL_rate,train_conf_DF_to_NV_count,train_conf_DF_to_NV_rate,train_conf_DF_to_SCCKA_count,train_conf_DF_to_SCCKA_rate,train_conf_DF_to_VASC_count,train_conf_DF_to_VASC_rate,train_support_INF,train_precision_INF,train_recall_INF,train_f1_INF,train_correct_INF,train_conf_INF_to_AKIEC_count,train_conf_INF_to_AKIEC_rate,train_conf_INF_to_BCC_count,train_conf_INF_to_BCC_rate,train_conf_INF_to_BEN_OTH_count,train_conf_INF_to_BEN_OTH_rate,train_conf_INF_to_BKL_count,train_conf_INF_to_BKL_rate,train_conf_INF_to_DF_count,train_conf_INF_to_DF_rate,train_conf_INF_to_MEL_count,train_conf_INF_to_MEL_rate,train_conf_INF_to_NV_count,train_conf_INF_to_NV_rate,train_conf_INF_to_SCCKA_count,train_conf_INF_to_SCCKA_rate,train_conf_INF_to_VASC_count,train_conf_INF_to_VASC_rate,train_support_MAL_OTH,train_precision_MAL_OTH,train_recall_MAL_OTH,train_f1_MAL_OTH,train_correct_MAL_OTH,train_conf_MAL_OTH_to_BCC_count,train_conf_MAL_OTH_to_BCC_rate,train_conf_MAL_OTH_to_MEL_count,train_conf_MAL_OTH_to_MEL_rate,train_conf_MAL_OTH_to_NV_count,train_conf_MAL_OTH_to_NV_rate,train_conf_MAL_OTH_to_SCCKA_count,train_conf_MAL_OTH_to_SCCKA_rate,train_conf_MAL_OTH_to_VASC_count,train_conf_MAL_OTH_to_VASC_rate,train_support_MEL,train_precision_MEL,train_recall_MEL,train_f1_MEL,train_correct_MEL,train_conf_MEL_to_AKIEC_count,train_conf_MEL_to_AKIEC_rate,train_conf_MEL_to_BCC_count,train_conf_MEL_to_BCC_rate,train_conf_MEL_to_BKL_count,train_conf_MEL_to_BKL_rate,train_conf_MEL_to_DF_count,train_conf_MEL_to_DF_rate,train_conf_MEL_to_MAL_OTH_count,train_conf_MEL_to_MAL_OTH_rate,train_conf_MEL_to_NV_count,train_conf_MEL_to_NV_rate,train_conf_MEL_to_SCCKA_count,train_conf_MEL_to_SCCKA_rate,train_conf_MEL_to_VASC_count,train_conf_MEL_to_VASC_rate,train_support_NV,train_precision_NV,train_recall_NV,train_f1_NV,train_correct_NV,train_conf_NV_to_AKIEC_count,train_conf_NV_to_AKIEC_rate,train_conf_NV_to_BCC_count,train_conf_NV_to_BCC_rate,train_conf_NV_to_BKL_count,train_conf_NV_to_BKL_rate,train_conf_NV_to_DF_count,train_conf_NV_to_DF_rate,train_conf_NV_to_INF_count,train_conf_NV_to_INF_rate,train_conf_NV_to_MAL_OTH_count,train_conf_NV_to_MAL_OTH_rate,train_conf_NV_to_MEL_count,train_conf_NV_to_MEL_rate,train_conf_NV_to_SCCKA_count,train_conf_NV_to_SCCKA_rate,train_conf_NV_to_VASC_count,train_conf_NV_to_VASC_rate,train_support_SCCKA,train_precision_SCCKA,train_recall_SCCKA,train_f1_SCCKA,train_correct_SCCKA,train_conf_SCCKA_to_AKIEC_count,train_conf_SCCKA_to_AKIEC_rate,train_conf_SCCKA_to_BCC_count,train_conf_SCCKA_to_BCC_rate,train_conf_SCCKA_to_BKL_count,train_conf_SCCKA_to_BKL_rate,train_conf_SCCKA_to_DF_count,train_conf_SCCKA_to_DF_rate,train_conf_SCCKA_to_INF_count,train_conf_SCCKA_to_INF_rate,train_conf_SCCKA_to_MEL_count,train_conf_SCCKA_to_MEL_rate,train_conf_SCCKA_to_NV_count,train_conf_SCCKA_to_NV_rate,train_conf_SCCKA_to_VASC_count,train_conf_SCCKA_to_VASC_rate,train_support_VASC,train_precision_VASC,train_recall_VASC,train_f1_VASC,train_correct_VASC,train_conf_VASC_to_BCC_count,train_conf_VASC_to_BCC_rate,train_conf_VASC_to_BKL_count,train_conf_VASC_to_BKL_rate,train_conf_VASC_to_DF_count,train_conf_VASC_to_DF_rate,train_conf_VASC_to_INF_count,train_conf_VASC_to_INF_rate,train_conf_VASC_to_MEL_count,train_conf_VASC_to_MEL_rate,train_conf_VASC_to_NV_count,train_conf_VASC_to_NV_rate,train_conf_VASC_to_SCCKA_count,train_conf_VASC_to_SCCKA_rate,train_tail_recall_macro,selected_variant,train_conf_AKIEC_to_INF_count,train_conf_AKIEC_to_INF_rate,train_conf_BCC_to_BEN_OTH_count,train_conf_BCC_to_BEN_OTH_rate,train_conf_BKL_to_BEN_OTH_count,train_conf_BKL_to_BEN_OTH_rate,train_conf_MAL_OTH_to_BEN_OTH_count,train_conf_MAL_OTH_to_BEN_OTH_rate,train_conf_MAL_OTH_to_BKL_count,train_conf_MAL_OTH_to_BKL_rate,train_conf_MEL_to_BEN_OTH_count,train_conf_MEL_to_BEN_OTH_rate,train_conf_MEL_to_INF_count,train_conf_MEL_to_INF_rate,train_conf_NV_to_BEN_OTH_count,train_conf_NV_to_BEN_OTH_rate,train_conf_SCCKA_to_BEN_OTH_count,train_conf_SCCKA_to_BEN_OTH_rate,train_conf_VASC_to_BEN_OTH_count,train_conf_VASC_to_BEN_OTH_rate,train_conf_AKIEC_to_DF_count,train_conf_AKIEC_to_DF_rate |
| freeze,1,1.3398243647722798,0.6721374045801527,0.43519796700491953,0.4177920696188057,0.9072519083969466,0.4177920696188057,303.0,0.31758530183727035,0.39933993399339934,0.3538011695906433,121.0,52.0,0.1716171617161716,49.0,0.1617161716171617,1.0,0.0033003300330033004,12.0,0.039603960396039604,6.0,0.019801980198019802,61.0,0.20132013201320131,1.0,0.0033003300330033004,2522.0,0.8632933865956502,0.7712133227597145,0.8146596858638744,1945.0,125.0,0.049563838223632035,138.0,0.05471847739888977,16.0,0.006344171292624901,8.0,0.0031720856463124504,1.0,0.0003965107057890563,35.0,0.01387787470261697,27.0,0.01070578905630452,218.0,0.08643933386201427,9.0,0.0035685963521015066,44.0,0.0,0.0,0.0,0.0,1.0,0.022727272727272728,8.0,0.18181818181818182,7.0,0.1590909090909091,1.0,0.022727272727272728,1.0,0.022727272727272728,7.0,0.1590909090909091,11.0,0.25,5.0,0.11363636363636363,3.0,0.06818181818181818,544.0,0.45542635658914726,0.4319852941176471,0.44339622641509435,235.0,61.0,0.11213235294117647,93.0,0.17095588235294118,3.0,0.0055147058823529415,2.0,0.003676470588235294,41.0,0.07536764705882353,34.0,0.0625,74.0,0.13602941176470587,1.0,0.001838235294117647,52.0,0.41509433962264153,0.4230769230769231,0.41904761904761906,22.0,1.0,0.019230769230769232,13.0,0.25,4.0,0.07692307692307693,1.0,0.019230769230769232,4.0,0.07692307692307693,4.0,0.07692307692307693,2.0,0.038461538461538464,1.0,0.019230769230769232,50.0,0.15789473684210525,0.06,0.08695652173913043,3.0,2.0,0.04,21.0,0.42,3.0,0.06,6.0,0.12,4.0,0.08,1.0,0.02,2.0,0.04,5.0,0.1,3.0,0.06,9.0,0.0,0.0,0.0,0.0,3.0,0.3333333333333333,1.0,0.1111111111111111,2.0,0.2222222222222222,2.0,0.2222222222222222,1.0,0.1111111111111111,450.0,0.5776515151515151,0.6777777777777778,0.623721881390593,305.0,6.0,0.013333333333333334,10.0,0.022222222222222223,22.0,0.04888888888888889,2.0,0.0044444444444444444,1.0,0.0022222222222222222,90.0,0.2,11.0,0.024444444444444446,3.0,0.006666666666666667,746.0,0.7543624161073825,0.7533512064343163,0.7538564721663313,562.0,3.0,0.004021447721179625,32.0,0.04289544235924933,27.0,0.036193029490616625,2.0,0.002680965147453083,2.0,0.002680965147453083,1.0,0.0013404825737265416,111.0,0.1487935656836461,3.0,0.004021447721179625,3.0,0.004021447721179625,473.0,0.43841642228739003,0.6321353065539113,0.5177489177489177,299.0,61.0,0.12896405919661733,73.0,0.1543340380549683,27.0,0.05708245243128964,2.0,0.004228329809725159,1.0,0.0021141649048625794,6.0,0.012684989429175475,3.0,0.006342494714587738,1.0,0.0021141649048625794,47.0,0.5357142857142857,0.6382978723404256,0.5825242718446602,30.0,3.0,0.06382978723404255,1.0,0.02127659574468085,1.0,0.02127659574468085,1.0,0.02127659574468085,5.0,0.10638297872340426,4.0,0.0851063829787234,2.0,0.0425531914893617,0.1745744680851064,raw,,,,,,,,,,,,,,,,,,,,,, |
| freeze,2,1.1089463575991965,0.725763358778626,0.5226353187177879,0.49909781812927034,0.9389312977099237,0.49909781812927034,303.0,0.40789473684210525,0.5115511551155115,0.4538799414348463,155.0,40.0,0.132013201320132,34.0,0.11221122112211221,,,7.0,0.0231023102310231,3.0,0.009900990099009901,58.0,0.19141914191419143,2.0,0.006600660066006601,2522.0,0.8889372822299652,0.8092783505154639,0.8472395184723952,2041.0,96.0,0.0380650277557494,127.0,0.05035685963521015,13.0,0.005154639175257732,18.0,0.007137192704203013,,,26.0,0.010309278350515464,20.0,0.007930214115781126,173.0,0.06859635210150675,4.0,0.0015860428231562252,44.0,0.11538461538461539,0.06818181818181818,0.08571428571428572,3.0,2.0,0.045454545454545456,4.0,0.09090909090909091,4.0,0.09090909090909091,3.0,0.06818181818181818,6.0,0.13636363636363635,5.0,0.11363636363636363,11.0,0.25,2.0,0.045454545454545456,4.0,0.09090909090909091,544.0,0.5444444444444444,0.5404411764705882,0.5424354243542435,294.0,58.0,0.10661764705882353,82.0,0.15073529411764705,3.0,0.0055147058823529415,4.0,0.007352941176470588,22.0,0.04044117647058824,21.0,0.03860294117647059,55.0,0.10110294117647059,2.0,0.003676470588235294,52.0,0.49230769230769234,0.6153846153846154,0.5470085470085471,32.0,1.0,0.019230769230769232,8.0,0.15384615384615385,3.0,0.057692307692307696,2.0,0.038461538461538464,1.0,0.019230769230769232,1.0,0.019230769230769232,3.0,0.057692307692307696,1.0,0.019230769230769232,50.0,0.2037037037037037,0.22,0.21153846153846154,11.0,5.0,0.1,16.0,0.32,3.0,0.06,3.0,0.06,8.0,0.16,,,3.0,0.06,,,1.0,0.02,9.0,0.0,0.0,0.0,0.0,3.0,0.3333333333333333,,,2.0,0.2222222222222222,1.0,0.1111111111111111,1.0,0.1111111111111111,450.0,0.6852248394004282,0.7111111111111111,0.697928026172301,320.0,7.0,0.015555555555555555,10.0,0.022222222222222223,17.0,0.03777777777777778,1.0,0.0022222222222222222,,,80.0,0.17777777777777778,4.0,0.008888888888888889,4.0,0.008888888888888889,746.0,0.8029891304347826,0.792225201072386,0.7975708502024291,591.0,4.0,0.005361930294906166,22.0,0.029490616621983913,29.0,0.0388739946380697,4.0,0.005361930294906166,5.0,0.006702412868632708,,,83.0,0.11126005361930295,4.0,0.005361930294906166,1.0,0.0013404825737265416,473.0,0.5145631067961165,0.6723044397463002,0.5829514207149404,318.0,52.0,0.10993657505285412,66.0,0.13953488372093023,27.0,0.05708245243128964,1.0,0.0021141649048625794,3.0,0.006342494714587738,3.0,0.006342494714587738,1.0,0.0021141649048625794,,,47.0,0.6551724137931034,0.8085106382978723,0.7238095238095238,38.0,4.0,0.0851063829787234,1.0,0.02127659574468085,,,,,,,3.0,0.06382978723404255,,,0.2741731141199226,raw,4.0,0.013201320132013201,4.0,0.0015860428231562252,3.0,0.0055147058823529415,1.0,0.1111111111111111,1.0,0.1111111111111111,6.0,0.013333333333333334,1.0,0.0022222222222222222,3.0,0.004021447721179625,2.0,0.004228329809725159,1.0,0.02127659574468085,, |
| freeze,3,1.0172119151886183,0.7410305343511451,0.5635903338267069,0.5347362680641033,0.9425572519083969,0.5347362680641033,303.0,0.455026455026455,0.5676567656765676,0.5051395007342144,172.0,30.0,0.09900990099009901,30.0,0.09900990099009901,,,7.0,0.0231023102310231,1.0,0.0033003300330033004,56.0,0.1848184818481848,1.0,0.0033003300330033004,2522.0,0.9009640666082384,0.8152260111022998,0.8559533721898418,2056.0,87.0,0.0344964314036479,141.0,0.05590800951625694,17.0,0.0067406819984139575,28.0,0.011102299762093577,,,19.0,0.00753370340999207,22.0,0.008723235527359239,147.0,0.05828707375099128,4.0,0.0015860428231562252,44.0,0.47058823529411764,0.18181818181818182,0.26229508196721313,8.0,1.0,0.022727272727272728,6.0,0.13636363636363635,4.0,0.09090909090909091,1.0,0.022727272727272728,3.0,0.06818181818181818,5.0,0.11363636363636363,10.0,0.22727272727272727,2.0,0.045454545454545456,4.0,0.09090909090909091,544.0,0.5155393053016454,0.5183823529411765,0.5169569202566453,282.0,52.0,0.09558823529411764,88.0,0.16176470588235295,5.0,0.009191176470588236,5.0,0.009191176470588236,25.0,0.04595588235294118,18.0,0.03308823529411765,66.0,0.1213235294117647,2.0,0.003676470588235294,52.0,0.5074626865671642,0.6538461538461539,0.5714285714285714,34.0,2.0,0.038461538461538464,7.0,0.1346153846153846,2.0,0.038461538461538464,3.0,0.057692307692307696,,,3.0,0.057692307692307696,,,1.0,0.019230769230769232,50.0,0.24,0.36,0.288,18.0,5.0,0.1,16.0,0.32,2.0,0.04,1.0,0.02,3.0,0.06,1.0,0.02,3.0,0.06,,,1.0,0.02,9.0,0.0,0.0,0.0,0.0,,,1.0,0.1111111111111111,3.0,0.3333333333333333,1.0,0.1111111111111111,1.0,0.1111111111111111,450.0,0.7350993377483444,0.74,0.7375415282392026,333.0,4.0,0.008888888888888889,8.0,0.017777777777777778,16.0,0.035555555555555556,2.0,0.0044444444444444444,,,76.0,0.1688888888888889,4.0,0.008888888888888889,4.0,0.008888888888888889,746.0,0.8178191489361702,0.824396782841823,0.8210947930574098,615.0,5.0,0.006702412868632708,20.0,0.02680965147453083,28.0,0.03753351206434316,2.0,0.002680965147453083,5.0,0.006702412868632708,,,59.0,0.07908847184986595,3.0,0.004021447721179625,5.0,0.006702412868632708,473.0,0.5371900826446281,0.6871035940803383,0.6029684601113172,325.0,50.0,0.10570824524312897,49.0,0.10359408033826638,39.0,0.0824524312896406,1.0,0.0021141649048625794,5.0,0.010570824524312896,3.0,0.006342494714587738,,,1.0,0.0021141649048625794,47.0,0.625,0.851063829787234,0.7207207207207207,40.0,2.0,0.0425531914893617,1.0,0.02127659574468085,,,2.0,0.0425531914893617,,,1.0,0.02127659574468085,1.0,0.02127659574468085,0.348220502901354,raw,4.0,0.013201320132013201,1.0,0.0003965107057890563,1.0,0.001838235294117647,,,3.0,0.3333333333333333,1.0,0.0022222222222222222,2.0,0.0044444444444444444,4.0,0.005361930294906166,,,,,2.0,0.006600660066006601 |
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