{ "test": { "Cars:top1": 0.6501678895659744, "DTD:top1": 0.5765957446808511, "EuroSAT:top1": 0.752962962962963, "GTSRB:top1": 0.6835312747426762, "MNIST:top1": 0.9527, "RESISC45:top1": 0.7804761904761904, "SVHN:top1": 0.8572526121696373, "SUN397:top1": 0.672191435768262, "Cars:normalized_top1": 0.9394429469901168, "DTD:normalized_top1": 0.7460426703372334, "EuroSAT:normalized_top1": 0.7614232209737827, "GTSRB:normalized_top1": 0.6972217735422387, "MNIST:normalized_top1": 0.9559502307846678, "RESISC45:normalized_top1": 0.8307146477445514, "SVHN:normalized_top1": 0.8900055834729201, "SUN397:normalized_top1": 0.9310585444142071, "avg_normalized_top1": 0.8439824522824647, "avg_top1": 0.7407347637958193 }, "val": { "0.0": { "CarsVal:top1": 0.5958230958230958, "DTDVal:top1": 0.425531914893617, "EuroSATVal:top1": 0.44555555555555554, "GTSRBVal:top1": 0.32995495495495497, "MNISTVal:top1": 0.4816, "RESISC45Val:top1": 0.6142857142857143, "SVHNVal:top1": 0.2916, "SUN397Val:top1": 0.6347607052896725, "CarsVal:normalized_top1": 0.8899082568807338, "DTDVal:normalized_top1": 0.5351170568561873, "EuroSATVal:normalized_top1": 0.45089955022488754, "GTSRBVal:normalized_top1": 0.3304511278195489, "MNISTVal:normalized_top1": 0.4837284049819204, "RESISC45Val:normalized_top1": 0.6478794642857143, "SVHNVal:normalized_top1": 0.3055322715842414, "SUN397Val:normalized_top1": 0.8993576017130621, "avg_normalized_top1": 0.567859216793287, "avg_top1": 0.4773889926003263 }, "0.05": { "CarsVal:top1": 0.6081081081081081, "DTDVal:top1": 0.4574468085106383, "EuroSATVal:top1": 0.5655555555555556, "GTSRBVal:top1": 0.3948948948948949, "MNISTVal:top1": 0.6254, "RESISC45Val:top1": 0.6835978835978836, "SVHNVal:top1": 0.395, "SUN397Val:top1": 0.6377833753148615, "CarsVal:normalized_top1": 0.908256880733945, "DTDVal:normalized_top1": 0.5752508361204013, "EuroSATVal:normalized_top1": 0.5723388305847077, "GTSRBVal:normalized_top1": 0.3954887218045113, "MNISTVal:normalized_top1": 0.6281639212535154, "RESISC45Val:normalized_top1": 0.7209821428571429, "SVHNVal:normalized_top1": 0.413872590108969, "SUN397Val:normalized_top1": 0.9036402569593149, "avg_normalized_top1": 0.6397492725528134, "avg_top1": 0.5459733282477428 }, "0.1": { "CarsVal:top1": 0.6179361179361179, "DTDVal:top1": 0.5, "EuroSATVal:top1": 0.6322222222222222, "GTSRBVal:top1": 0.4587087087087087, "MNISTVal:top1": 0.7494, "RESISC45Val:top1": 0.7174603174603175, "SVHNVal:top1": 0.5024, "SUN397Val:top1": 0.6488664987405541, "CarsVal:normalized_top1": 0.9229357798165138, "DTDVal:normalized_top1": 0.6287625418060201, "EuroSATVal:normalized_top1": 0.6398050974512745, "GTSRBVal:normalized_top1": 0.45939849624060153, "MNISTVal:normalized_top1": 0.7527119325030132, "RESISC45Val:normalized_top1": 0.7566964285714285, "SVHNVal:normalized_top1": 0.5264040234702431, "SUN397Val:normalized_top1": 0.9193433261955746, "avg_normalized_top1": 0.7007572032568337, "avg_top1": 0.60337423313349 }, "0.15000000000000002": { "CarsVal:top1": 0.6253071253071253, "DTDVal:top1": 0.526595744680851, "EuroSATVal:top1": 0.6755555555555556, "GTSRBVal:top1": 0.5086336336336337, "MNISTVal:top1": 0.8304, "RESISC45Val:top1": 0.737037037037037, "SVHNVal:top1": 0.6014, "SUN397Val:top1": 0.653904282115869, "CarsVal:normalized_top1": 0.9339449541284404, "DTDVal:normalized_top1": 0.6622073578595317, "EuroSATVal:normalized_top1": 0.6836581709145427, "GTSRBVal:normalized_top1": 0.5093984962406015, "MNISTVal:normalized_top1": 0.834069907593411, "RESISC45Val:normalized_top1": 0.77734375, "SVHNVal:normalized_top1": 0.6301341156747695, "SUN397Val:normalized_top1": 0.9264810849393291, "avg_normalized_top1": 0.7446547296688282, "avg_top1": 0.6448541722912589 }, "0.2": { "CarsVal:top1": 0.6375921375921376, "DTDVal:top1": 0.5452127659574468, "EuroSATVal:top1": 0.7077777777777777, "GTSRBVal:top1": 0.5656906906906907, "MNISTVal:top1": 0.8808, "RESISC45Val:top1": 0.7608465608465609, "SVHNVal:top1": 0.6826, "SUN397Val:top1": 0.655919395465995, "CarsVal:normalized_top1": 0.9522935779816514, "DTDVal:normalized_top1": 0.68561872909699, "EuroSATVal:normalized_top1": 0.7162668665667166, "GTSRBVal:normalized_top1": 0.5665413533834587, "MNISTVal:normalized_top1": 0.8846926476496585, "RESISC45Val:normalized_top1": 0.8024553571428571, "SVHNVal:normalized_top1": 0.7152137468566638, "SUN397Val:normalized_top1": 0.929336188436831, "avg_normalized_top1": 0.7815523083893533, "avg_top1": 0.6795549160413261 }, "0.25": { "CarsVal:top1": 0.6363636363636364, "DTDVal:top1": 0.5425531914893617, "EuroSATVal:top1": 0.7322222222222222, "GTSRBVal:top1": 0.6193693693693694, "MNISTVal:top1": 0.9134, "RESISC45Val:top1": 0.7767195767195767, "SVHNVal:top1": 0.7474, "SUN397Val:top1": 0.6599496221662469, "CarsVal:normalized_top1": 0.9504587155963302, "DTDVal:normalized_top1": 0.6822742474916387, "EuroSATVal:normalized_top1": 0.7410044977511244, "GTSRBVal:normalized_top1": 0.6203007518796992, "MNISTVal:normalized_top1": 0.9174367215749296, "RESISC45Val:normalized_top1": 0.8191964285714285, "SVHNVal:normalized_top1": 0.7831098072087175, "SUN397Val:normalized_top1": 0.9350463954318344, "avg_normalized_top1": 0.8061034456882128, "avg_top1": 0.7034972022913016 }, "0.30000000000000004": { "CarsVal:top1": 0.64004914004914, "DTDVal:top1": 0.5691489361702128, "EuroSATVal:top1": 0.7444444444444445, "GTSRBVal:top1": 0.6677927927927928, "MNISTVal:top1": 0.9372, "RESISC45Val:top1": 0.7835978835978836, "SVHNVal:top1": 0.7878, "SUN397Val:top1": 0.6644836272040302, "CarsVal:normalized_top1": 0.9559633027522936, "DTDVal:normalized_top1": 0.7157190635451505, "EuroSATVal:normalized_top1": 0.7533733133433284, "GTSRBVal:normalized_top1": 0.6687969924812031, "MNISTVal:normalized_top1": 0.9413419043792688, "RESISC45Val:normalized_top1": 0.8264508928571429, "SVHNVal:normalized_top1": 0.8254400670578373, "SUN397Val:normalized_top1": 0.9414703783012134, "avg_normalized_top1": 0.8285694893396798, "avg_top1": 0.7243146030323129 }, "0.35000000000000003": { "CarsVal:top1": 0.6326781326781327, "DTDVal:top1": 0.5904255319148937, "EuroSATVal:top1": 0.7466666666666667, "GTSRBVal:top1": 0.7030780780780781, "MNISTVal:top1": 0.9474, "RESISC45Val:top1": 0.7814814814814814, "SVHNVal:top1": 0.8104, "SUN397Val:top1": 0.6670025188916877, "CarsVal:normalized_top1": 0.944954128440367, "DTDVal:normalized_top1": 0.7424749163879599, "EuroSATVal:normalized_top1": 0.7556221889055473, "GTSRBVal:normalized_top1": 0.7041353383458647, "MNISTVal:normalized_top1": 0.9515869827239856, "RESISC45Val:normalized_top1": 0.8242187499999999, "SVHNVal:normalized_top1": 0.8491198658843252, "SUN397Val:normalized_top1": 0.9450392576730908, "avg_normalized_top1": 0.8396439285451425, "avg_top1": 0.7348915512138676 }, "0.4": { "CarsVal:top1": 0.6203931203931204, "DTDVal:top1": 0.5930851063829787, "EuroSATVal:top1": 0.7455555555555555, "GTSRBVal:top1": 0.7147147147147147, "MNISTVal:top1": 0.955, "RESISC45Val:top1": 0.7777777777777778, "SVHNVal:top1": 0.8164, "SUN397Val:top1": 0.6629722921914357, "CarsVal:normalized_top1": 0.9266055045871561, "DTDVal:normalized_top1": 0.745819397993311, "EuroSATVal:normalized_top1": 0.7544977511244377, "GTSRBVal:normalized_top1": 0.7157894736842105, "MNISTVal:normalized_top1": 0.959220570510245, "RESISC45Val:normalized_top1": 0.8203125, "SVHNVal:normalized_top1": 0.855406538139145, "SUN397Val:normalized_top1": 0.939329050678087, "avg_normalized_top1": 0.8396225983395741, "avg_top1": 0.7357373208769478 }, "0.45": { "CarsVal:top1": 0.5995085995085995, "DTDVal:top1": 0.5904255319148937, "EuroSATVal:top1": 0.7233333333333334, "GTSRBVal:top1": 0.7113363363363363, "MNISTVal:top1": 0.9568, "RESISC45Val:top1": 0.7603174603174603, "SVHNVal:top1": 0.8182, "SUN397Val:top1": 0.6594458438287154, "CarsVal:normalized_top1": 0.8954128440366972, "DTDVal:normalized_top1": 0.7424749163879599, "EuroSATVal:normalized_top1": 0.732008995502249, "GTSRBVal:normalized_top1": 0.7124060150375939, "MNISTVal:normalized_top1": 0.9610285255122538, "RESISC45Val:normalized_top1": 0.8018973214285714, "SVHNVal:normalized_top1": 0.857292539815591, "SUN397Val:normalized_top1": 0.934332619557459, "avg_normalized_top1": 0.8296067221597969, "avg_top1": 0.7274208881549173 }, "0.5": { "CarsVal:top1": 0.5700245700245701, "DTDVal:top1": 0.5718085106382979, "EuroSATVal:top1": 0.672962962962963, "GTSRBVal:top1": 0.6944444444444444, "MNISTVal:top1": 0.9592, "RESISC45Val:top1": 0.7439153439153439, "SVHNVal:top1": 0.8138, "SUN397Val:top1": 0.6367758186397985, "CarsVal:normalized_top1": 0.8513761467889909, "DTDVal:normalized_top1": 0.7190635451505016, "EuroSATVal:normalized_top1": 0.6810344827586208, "GTSRBVal:normalized_top1": 0.6954887218045113, "MNISTVal:normalized_top1": 0.963439132181599, "RESISC45Val:normalized_top1": 0.7845982142857142, "SVHNVal:normalized_top1": 0.8526823134953897, "SUN397Val:normalized_top1": 0.902212705210564, "avg_normalized_top1": 0.8062369077094864, "avg_top1": 0.7078664563281771 }, "0.55": { "CarsVal:top1": 0.5307125307125307, "DTDVal:top1": 0.5611702127659575, "EuroSATVal:top1": 0.6011111111111112, "GTSRBVal:top1": 0.6651651651651652, "MNISTVal:top1": 0.9582, "RESISC45Val:top1": 0.6994708994708995, "SVHNVal:top1": 0.8044, "SUN397Val:top1": 0.6136020151133501, "CarsVal:normalized_top1": 0.7926605504587155, "DTDVal:normalized_top1": 0.705685618729097, "EuroSATVal:normalized_top1": 0.60832083958021, "GTSRBVal:normalized_top1": 0.6661654135338346, "MNISTVal:normalized_top1": 0.9624347127360385, "RESISC45Val:normalized_top1": 0.7377232142857143, "SVHNVal:normalized_top1": 0.8428331936295055, "SUN397Val:normalized_top1": 0.8693790149892934, "avg_normalized_top1": 0.773150319742801, "avg_top1": 0.6792289917923768 }, "0.6000000000000001": { "CarsVal:top1": 0.49385749385749383, "DTDVal:top1": 0.5398936170212766, "EuroSATVal:top1": 0.5288888888888889, "GTSRBVal:top1": 0.6227477477477478, "MNISTVal:top1": 0.9522, "RESISC45Val:top1": 0.6417989417989418, "SVHNVal:top1": 0.7864, "SUN397Val:top1": 0.5758186397984887, "CarsVal:normalized_top1": 0.7376146788990825, "DTDVal:normalized_top1": 0.6789297658862876, "EuroSATVal:normalized_top1": 0.5352323838080959, "GTSRBVal:normalized_top1": 0.6236842105263158, "MNISTVal:normalized_top1": 0.9564081960626758, "RESISC45Val:normalized_top1": 0.6768973214285714, "SVHNVal:normalized_top1": 0.8239731768650461, "SUN397Val:normalized_top1": 0.815845824411135, "avg_normalized_top1": 0.7310731947359013, "avg_top1": 0.6427006661391048 }, "0.65": { "CarsVal:top1": 0.43611793611793614, "DTDVal:top1": 0.5106382978723404, "EuroSATVal:top1": 0.45925925925925926, "GTSRBVal:top1": 0.5701951951951952, "MNISTVal:top1": 0.9378, "RESISC45Val:top1": 0.5798941798941799, "SVHNVal:top1": 0.764, "SUN397Val:top1": 0.5118387909319899, "CarsVal:normalized_top1": 0.6513761467889908, "DTDVal:normalized_top1": 0.6421404682274247, "EuroSATVal:normalized_top1": 0.46476761619190404, "GTSRBVal:normalized_top1": 0.5710526315789474, "MNISTVal:normalized_top1": 0.941944556046605, "RESISC45Val:normalized_top1": 0.6116071428571428, "SVHNVal:normalized_top1": 0.8005029337803856, "SUN397Val:normalized_top1": 0.7251962883654532, "avg_normalized_top1": 0.6760734729796067, "avg_top1": 0.5962179574088626 }, "0.7000000000000001": { "CarsVal:top1": 0.36609336609336607, "DTDVal:top1": 0.48404255319148937, "EuroSATVal:top1": 0.39925925925925926, "GTSRBVal:top1": 0.5198948948948949, "MNISTVal:top1": 0.9248, "RESISC45Val:top1": 0.4888888888888889, "SVHNVal:top1": 0.7432, "SUN397Val:top1": 0.44584382871536526, "CarsVal:normalized_top1": 0.546788990825688, "DTDVal:normalized_top1": 0.6086956521739131, "EuroSATVal:normalized_top1": 0.404047976011994, "GTSRBVal:normalized_top1": 0.5206766917293234, "MNISTVal:normalized_top1": 0.9288871032543189, "RESISC45Val:normalized_top1": 0.515625, "SVHNVal:normalized_top1": 0.7787091366303436, "SUN397Val:normalized_top1": 0.6316916488222699, "avg_normalized_top1": 0.6168902749309814, "avg_top1": 0.5465028488804079 }, "0.75": { "CarsVal:top1": 0.3132678132678133, "DTDVal:top1": 0.39361702127659576, "EuroSATVal:top1": 0.3451851851851852, "GTSRBVal:top1": 0.44144144144144143, "MNISTVal:top1": 0.9038, "RESISC45Val:top1": 0.3962962962962963, "SVHNVal:top1": 0.7174, "SUN397Val:top1": 0.345088161209068, "CarsVal:normalized_top1": 0.46788990825688076, "DTDVal:normalized_top1": 0.49498327759197325, "EuroSATVal:normalized_top1": 0.34932533733133436, "GTSRBVal:normalized_top1": 0.4421052631578947, "MNISTVal:normalized_top1": 0.9077942948975493, "RESISC45Val:normalized_top1": 0.41796875, "SVHNVal:normalized_top1": 0.7516764459346186, "SUN397Val:normalized_top1": 0.4889364739471806, "avg_normalized_top1": 0.5400849688896789, "avg_top1": 0.48201198983454996 }, "0.8": { "CarsVal:top1": 0.24201474201474202, "DTDVal:top1": 0.3537234042553192, "EuroSATVal:top1": 0.2788888888888889, "GTSRBVal:top1": 0.3566066066066066, "MNISTVal:top1": 0.8784, "RESISC45Val:top1": 0.31058201058201057, "SVHNVal:top1": 0.6896, "SUN397Val:top1": 0.2579345088161209, "CarsVal:normalized_top1": 0.3614678899082569, "DTDVal:normalized_top1": 0.4448160535117057, "EuroSATVal:normalized_top1": 0.2822338830584708, "GTSRBVal:normalized_top1": 0.35714285714285715, "MNISTVal:normalized_top1": 0.8822820409803133, "RESISC45Val:normalized_top1": 0.32756696428571425, "SVHNVal:normalized_top1": 0.7225481978206203, "SUN397Val:normalized_top1": 0.3654532476802284, "avg_normalized_top1": 0.4679388917985209, "avg_top1": 0.420968770145461 }, "0.8500000000000001": { "CarsVal:top1": 0.1597051597051597, "DTDVal:top1": 0.29521276595744683, "EuroSATVal:top1": 0.22814814814814816, "GTSRBVal:top1": 0.29354354354354356, "MNISTVal:top1": 0.8508, "RESISC45Val:top1": 0.24285714285714285, "SVHNVal:top1": 0.6612, "SUN397Val:top1": 0.16826196473551638, "CarsVal:normalized_top1": 0.2385321100917431, "DTDVal:normalized_top1": 0.37123745819397996, "EuroSATVal:normalized_top1": 0.23088455772113944, "GTSRBVal:normalized_top1": 0.29398496240601507, "MNISTVal:normalized_top1": 0.8545600642828445, "RESISC45Val:normalized_top1": 0.25613839285714285, "SVHNVal:normalized_top1": 0.69279128248114, "SUN397Val:normalized_top1": 0.23840114204139903, "avg_normalized_top1": 0.3970662462594255, "avg_top1": 0.36246609061836965 }, "0.9": { "CarsVal:top1": 0.08476658476658476, "DTDVal:top1": 0.23138297872340424, "EuroSATVal:top1": 0.2051851851851852, "GTSRBVal:top1": 0.22147147147147148, "MNISTVal:top1": 0.82, "RESISC45Val:top1": 0.17407407407407408, "SVHNVal:top1": 0.6278, "SUN397Val:top1": 0.09370277078085643, "CarsVal:normalized_top1": 0.12660550458715594, "DTDVal:normalized_top1": 0.2909698996655518, "EuroSATVal:normalized_top1": 0.20764617691154424, "GTSRBVal:normalized_top1": 0.2218045112781955, "MNISTVal:normalized_top1": 0.823623945359582, "RESISC45Val:normalized_top1": 0.18359375, "SVHNVal:normalized_top1": 0.6577954735959766, "SUN397Val:normalized_top1": 0.13276231263383298, "avg_normalized_top1": 0.3306001967539799, "avg_top1": 0.307297883125197 }, "0.9500000000000001": { "CarsVal:top1": 0.04176904176904177, "DTDVal:top1": 0.2047872340425532, "EuroSATVal:top1": 0.19814814814814816, "GTSRBVal:top1": 0.1692942942942943, "MNISTVal:top1": 0.7866, "RESISC45Val:top1": 0.12275132275132275, "SVHNVal:top1": 0.5924, "SUN397Val:top1": 0.042821158690176324, "CarsVal:normalized_top1": 0.06238532110091743, "DTDVal:normalized_top1": 0.25752508361204013, "EuroSATVal:normalized_top1": 0.20052473763118442, "GTSRBVal:normalized_top1": 0.16954887218045114, "MNISTVal:normalized_top1": 0.7900763358778625, "RESISC45Val:normalized_top1": 0.1294642857142857, "SVHNVal:normalized_top1": 0.6207041072925399, "SUN397Val:normalized_top1": 0.06067094932191292, "avg_normalized_top1": 0.2863624615913993, "avg_top1": 0.2698213999619421 }, "1.0": { "CarsVal:top1": 0.0171990171990172, "DTDVal:top1": 0.17287234042553193, "EuroSATVal:top1": 0.1837037037037037, "GTSRBVal:top1": 0.12274774774774774, "MNISTVal:top1": 0.7418, "RESISC45Val:top1": 0.09312169312169312, "SVHNVal:top1": 0.5482, "SUN397Val:top1": 0.021662468513853905, "CarsVal:normalized_top1": 0.02568807339449541, "DTDVal:normalized_top1": 0.2173913043478261, "EuroSATVal:normalized_top1": 0.18590704647676162, "GTSRBVal:normalized_top1": 0.12293233082706767, "MNISTVal:normalized_top1": 0.7450783447167537, "RESISC45Val:normalized_top1": 0.09821428571428571, "SVHNVal:normalized_top1": 0.5743922883487007, "SUN397Val:normalized_top1": 0.030692362598144184, "avg_normalized_top1": 0.25003700455300437, "avg_top1": 0.23766337133894344 } }, "optimal_coef": 0.35000000000000003 }