hermitkk's picture
Add alphabet-only model (27-class) alongside alphanumeric (37-class)
2c90078
Raw
History Blame Contribute Delete
6.7 kB
{
"device": "cuda",
"params": 2561829,
"train_size": 711932,
"val_size": 118323,
"best_val_accuracy": 0.9141502497401182,
"final_metrics": {
"accuracy": 0.9141502497401182,
"report": {
"0": {
"precision": 0.7405193349523631,
"recall": 0.6860505365178262,
"f1-score": 0.712245081304465,
"support": 5778.0
},
"1": {
"precision": 0.7482505547021676,
"recall": 0.6925750394944707,
"f1-score": 0.7193371072278284,
"support": 6330.0
},
"2": {
"precision": 0.984452296819788,
"recall": 0.9493951269381496,
"f1-score": 0.9666059502125076,
"support": 5869.0
},
"3": {
"precision": 0.9971462145375188,
"recall": 0.9951415647512146,
"f1-score": 0.9961428811001174,
"support": 5969.0
},
"4": {
"precision": 0.9886240520043337,
"recall": 0.9743726641751201,
"f1-score": 0.9814466254369454,
"support": 5619.0
},
"5": {
"precision": 0.9852760736196319,
"recall": 0.9283236994219654,
"f1-score": 0.955952380952381,
"support": 5190.0
},
"6": {
"precision": 0.986881758553448,
"recall": 0.9758106923751095,
"f1-score": 0.9813150008813679,
"support": 5705.0
},
"7": {
"precision": 0.9938301672349408,
"recall": 0.9970679263723734,
"f1-score": 0.9954464140510653,
"support": 6139.0
},
"8": {
"precision": 0.9942806076854335,
"recall": 0.9875732291851589,
"f1-score": 0.9909155682223014,
"support": 5633.0
},
"9": {
"precision": 0.9531277225997561,
"recall": 0.9620119591980303,
"f1-score": 0.9575492341356674,
"support": 5686.0
},
"A": {
"precision": 0.9769087523277468,
"recall": 0.9693274205469328,
"f1-score": 0.9731033203487294,
"support": 2706.0
},
"B": {
"precision": 0.9135338345864662,
"recall": 0.9713524317121919,
"f1-score": 0.9415563448498547,
"support": 1501.0
},
"C": {
"precision": 0.9656729900632339,
"recall": 0.9847996315062183,
"f1-score": 0.9751425313568985,
"support": 2171.0
},
"D": {
"precision": 0.9612,
"recall": 0.9760357432981316,
"f1-score": 0.9685610640870617,
"support": 2462.0
},
"E": {
"precision": 0.9920844327176781,
"recall": 0.988873153955088,
"f1-score": 0.9904761904761905,
"support": 4943.0
},
"F": {
"precision": 0.9852941176470589,
"recall": 0.9831521739130434,
"f1-score": 0.984221980413493,
"support": 1840.0
},
"G": {
"precision": 0.8182692307692307,
"recall": 0.8214285714285714,
"f1-score": 0.8198458574181118,
"support": 1036.0
},
"H": {
"precision": 0.9665354330708661,
"recall": 0.982,
"f1-score": 0.9742063492063492,
"support": 2000.0
},
"I": {
"precision": 0.5452204699066624,
"recall": 0.6844444444444444,
"f1-score": 0.6069509136510212,
"support": 2475.0
},
"J": {
"precision": 0.9304257528556594,
"recall": 0.9501590668080594,
"f1-score": 0.9401888772298006,
"support": 943.0
},
"K": {
"precision": 0.9871043376318874,
"recall": 0.9929245283018868,
"f1-score": 0.9900058788947678,
"support": 848.0
},
"L": {
"precision": 0.5728402932738285,
"recall": 0.537219730941704,
"f1-score": 0.5544585004628201,
"support": 3345.0
},
"M": {
"precision": 0.9923469387755102,
"recall": 0.9979476654694716,
"f1-score": 0.9951394218470196,
"support": 1949.0
},
"N": {
"precision": 0.9852034525277436,
"recall": 0.9836872883964297,
"f1-score": 0.9844447866933621,
"support": 3249.0
},
"O": {
"precision": 0.6482563999193711,
"recall": 0.6958026828212894,
"f1-score": 0.6711885630804549,
"support": 4622.0
},
"P": {
"precision": 0.985947161326588,
"recall": 0.9937677053824363,
"f1-score": 0.989841986455982,
"support": 1765.0
},
"Q": {
"precision": 0.7827547592385219,
"recall": 0.761437908496732,
"f1-score": 0.7719491993373827,
"support": 918.0
},
"R": {
"precision": 0.9858793324775353,
"recall": 0.9817833173537871,
"f1-score": 0.9838270616493194,
"support": 3129.0
},
"S": {
"precision": 0.9126833885470894,
"recall": 0.9776932826362484,
"f1-score": 0.9440704932076858,
"support": 3945.0
},
"T": {
"precision": 0.989202291758484,
"recall": 0.9885487778022461,
"f1-score": 0.98887542680912,
"support": 4541.0
},
"U": {
"precision": 0.9685457516339869,
"recall": 0.9545088566827697,
"f1-score": 0.9614760746147607,
"support": 2484.0
},
"V": {
"precision": 0.9117647058823529,
"recall": 0.9564873417721519,
"f1-score": 0.9335907335907336,
"support": 1264.0
},
"W": {
"precision": 0.9875486381322958,
"recall": 0.9968578161822467,
"f1-score": 0.9921813917122753,
"support": 1273.0
},
"X": {
"precision": 0.9759562841530055,
"recall": 0.9900221729490022,
"f1-score": 0.9829389102916896,
"support": 902.0
},
"Y": {
"precision": 0.8955823293172691,
"recall": 0.9457167090754877,
"f1-score": 0.91996699669967,
"support": 1179.0
},
"Z": {
"precision": 0.7622061482820977,
"recall": 0.921311475409836,
"f1-score": 0.8342404750123701,
"support": 915.0
},
"blank": {
"precision": 1.0,
"recall": 1.0,
"f1-score": 1.0,
"support": 2000.0
},
"accuracy": 0.9141502497401182,
"macro avg": {
"precision": 0.9127393516089608,
"recall": 0.9225841171815088,
"f1-score": 0.9170109614303128,
"support": 118323.0
},
"weighted avg": {
"precision": 0.9156025622181624,
"recall": 0.9141502497401182,
"f1-score": 0.9143677718158804,
"support": 118323.0
}
}
}
}