{ "Accuracy": 48.05, "Time": [ 321.36479871669997, 1.6889453585449103 ], "Device": "TITAN RTX", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize" ], "Log": [ { "epoch": 1, "train_loss": 2.173130512237549, "val_loss": 2.0827407836914062, "acc": 23.78, "time": 317.502303359, "param": [ 0.0556756891310215, 0.0933859646320343, 0.06790276616811752, 0.028022028505802155, 0.13231611251831055, 0.0077376170083880424, 0.11973586678504944, 0.15047359466552734, 0.10350779443979263, 0.0031854219269007444, 0.04103001579642296, 0.04943724349141121, 0.06119733676314354, 0.08639245480298996 ] }, { "epoch": 2, "train_loss": 1.9795418977737427, "val_loss": 1.8236479759216309, "acc": 28.73, "time": 320.441819655, "param": [ 0.06271563470363617, 0.0801260694861412, 0.07675934582948685, 0.04557391628623009, 0.053956903517246246, 0.14265693724155426, 0.09074193984270096, 0.07420025020837784, 0.05965842679142952, 0.019123829901218414, 0.026532422751188278, 0.08547573536634445, 0.09892979264259338, 0.08354876190423965 ] }, { "epoch": 3, "train_loss": 1.8952044248580933, "val_loss": 1.8287115097045898, "acc": 29.46, "time": 320.476554395, "param": [ 0.035013243556022644, 0.058475885540246964, 0.13386990129947662, 0.04654180258512497, 0.09589412063360214, 0.07983779907226562, 0.05912462994456291, 0.12885044515132904, 0.0, 0.06035589426755905, 0.03604396805167198, 0.18840447068214417, 0.07758785784244537, 0.0 ] }, { "epoch": 4, "train_loss": 1.7304476499557495, "val_loss": 1.7910305261611938, "acc": 35.09, "time": 320.4133948090001, "param": [ 0.108171746134758, 0.027454597875475883, 0.03252110257744789, 0.09055987745523453, 0.15118639171123505, 0.04532943293452263, 0.11364516615867615, 0.09980438649654388, 0.005659875925630331, 0.0880473256111145, 0.059209514409303665, 0.09033247083425522, 0.08807813376188278, 0.0 ] }, { "epoch": 5, "train_loss": 1.7158474922180176, "val_loss": 1.6980574131011963, "acc": 37.98, "time": 320.8508321730001, "param": [ 0.036822881549596786, 0.07804600894451141, 0.07276720553636551, 0.11797265708446503, 0.11340197175741196, 0.018913986161351204, 0.06589799374341965, 0.16949862241744995, 0.08909514546394348, 0.024962367489933968, 0.11667094379663467, 0.026152469217777252, 0.06979776173830032, 0.0 ] }, { "epoch": 6, "train_loss": 1.72559654712677, "val_loss": 1.7001582384109497, "acc": 39.35, "time": 322.52417873700006, "param": [ 0.04198653623461723, 0.0, 0.10362433642148972, 0.10896532982587814, 0.08900449424982071, 0.06521328538656235, 0.05566110461950302, 0.09504716843366623, 0.15048940479755402, 0.06713725626468658, 0.13074372708797455, 0.04686444625258446, 0.002736038062721491, 0.042526859790086746 ] }, { "epoch": 7, "train_loss": 1.8047716617584229, "val_loss": 1.445742130279541, "acc": 43.85, "time": 323.3904646369999, "param": [ 0.04685555398464203, 0.01128851342946291, 0.05001948028802872, 0.06673017144203186, 0.13432930409908295, 0.07344900071620941, 0.08308279514312744, 0.13302038609981537, 0.11066359281539917, 0.040860746055841446, 0.11776741594076157, 0.09685314446687698, 0.02629699744284153, 0.008782906457781792 ] }, { "epoch": 8, "train_loss": 1.6514205932617188, "val_loss": 1.4135222434997559, "acc": 46.33, "time": 322.80814110500023, "param": [ 0.06809183955192566, 0.01815865933895111, 0.026233794167637825, 0.09018884599208832, 0.1590980738401413, 0.08926219493150711, 0.02850848063826561, 0.1713668406009674, 0.09130560606718063, 0.009790148586034775, 0.03271136060357094, 0.11859018355607986, 0.09669401496648788, 0.0 ] }, { "epoch": 9, "train_loss": 1.5801615715026855, "val_loss": 1.472712755203247, "acc": 46.9, "time": 322.3816502899999, "param": [ 0.08570432662963867, 0.058720920234918594, 0.06436412036418915, 0.08254528790712357, 0.1486627459526062, 0.0706365630030632, 0.057322364300489426, 0.09377378225326538, 0.08726080507040024, 0.04800954461097717, 0.056497786194086075, 0.05775096267461777, 0.08875080943107605, 0.0 ] }, { "epoch": 10, "train_loss": 1.5747514963150024, "val_loss": 1.3328341245651245, "acc": 48.05, "time": 322.85864800699983, "param": [ 0.06736484915018082, 0.05407373607158661, 0.09037253260612488, 0.0836913138628006, 0.10631359368562698, 0.14757779240608215, 0.02730647101998329, 0.1157093346118927, 0.06408978253602982, 0.010284478776156902, 0.06398235261440277, 0.11194521188735962, 0.057231876999139786, 5.6757820857455954e-05 ] } ] }