医学影像作业-基于医学影像配准+DUNet实现的视网膜血管检测-眼底血管分割源码+数据集+详细操作说明+实验报告.zip

DRIVE, Unet train_num=20*9=180, batch_size=8; test_num=20*9=180, batch_size=1 %run train_test_evaluate train --datasetname='DRIVE' Epoch 1/5 ---------- 1/23,train_loss:0.736 2/23,train_loss:0.662 3/23,train_loss:0.623 4/23,train_loss:0.516 5/23,train_loss:0.492 6/23,train_loss:0.465 7/23,train_loss:0.460 8/23,train_loss:0.428 9/23,train_loss:0.387 10/23,train_loss:0.385 11/23,train_loss:0.368 12/23,train_loss:0.359 13/23,train_loss:0.377 14/23,train_loss:0.354 15/23,train_loss:0.359 16/23,train_loss:0.323 17/23,train_loss:0.330 18/23,train_loss:0.318 19/23,train_loss:0.315 20/23,train_loss:0.311 21/23,train_loss:0.309 22/23,train_loss:0.303 23/23,train_loss:0.319 epoch 1 loss:0.413 Epoch 2/5 ---------- 1/23,train_loss:0.293 2/23,train_loss:0.289 3/23,train_loss:0.277 4/23,train_loss:0.276 5/23,train_loss:0.266 6/23,train_loss:0.258 7/23,train_loss:0.273 8/23,train_loss:0.279 9/23,train_loss:0.255 10/23,train_loss:0.257 11/23,train_loss:0.249 12/23,train_loss:0.260 13/23,train_loss:0.252 14/23,train_loss:0.239 15/23,train_loss:0.269 16/23,train_loss:0.245 17/23,train_loss:0.234 18/23,train_loss:0.231 19/23,train_loss:0.232 20/23,train_loss:0.224 21/23,train_loss:0.236 22/23,train_loss:0.222 23/23,train_loss:0.213 epoch 2 loss:0.253 Epoch 3/5 ---------- 1/23,train_loss:0.217 2/23,train_loss:0.218 3/23,train_loss:0.238 4/23,train_loss:0.211 5/23,train_loss:0.210 6/23,train_loss:0.208 7/23,train_loss:0.205 8/23,train_loss:0.208 9/23,train_loss:0.212 10/23,train_loss:0.193 11/23,train_loss:0.203 12/23,train_loss:0.234 13/23,train_loss:0.197 14/23,train_loss:0.201 15/23,train_loss:0.193 16/23,train_loss:0.234 17/23,train_loss:0.185 18/23,train_loss:0.185 19/23,train_loss:0.209 20/23,train_loss:0.198 21/23,train_loss:0.184 22/23,train_loss:0.180 23/23,train_loss:0.174 epoch 3 loss:0.204 Epoch 4/5 ---------- 1/23,train_loss:0.192 2/23,train_loss:0.189 3/23,train_loss:0.183 4/23,train_loss:0.183 5/23,train_loss:0.195 6/23,train_loss:0.173 7/23,train_loss:0.174 8/23,train_loss:0.186 9/23,train_loss:0.185 10/23,train_loss:0.164 11/23,train_loss:0.177 12/23,train_loss:0.169 13/23,train_loss:0.156 14/23,train_loss:0.164 15/23,train_loss:0.158 16/23,train_loss:0.163 17/23,train_loss:0.164 18/23,train_loss:0.159 19/23,train_loss:0.165 20/23,train_loss:0.179 21/23,train_loss:0.157 22/23,train_loss:0.191 23/23,train_loss:0.169 epoch 4 loss:0.174 Epoch 5/5 ---------- 1/23,train_loss:0.156 2/23,train_loss:0.184 3/23,train_loss:0.152 4/23,train_loss:0.164 5/23,train_loss:0.150 6/23,train_loss:0.155 7/23,train_loss:0.144 8/23,train_loss:0.181 9/23,train_loss:0.159 10/23,train_loss:0.179 11/23,train_loss:0.175 12/23,train_loss:0.148 13/23,train_loss:0.150 14/23,train_loss:0.155 15/23,train_loss:0.148 16/23,train_loss:0.157 17/23,train_loss:0.139 18/23,train_loss:0.157 19/23,train_loss:0.149 20/23,train_loss:0.156 21/23,train_loss:0.175 22/23,train_loss:0.132 23/23,train_loss:0.134 epoch 5 loss:0.157 %run train_test_evaluate test --datasetname='DRIVE' index:1 dice score:0.8297099055045265 index:2 dice score:0.8287949542118989 index:3 dice score:0.7990722446525212 index:4 dice score:0.7737353239599942 index:5 dice score:0.7501107665042092 index:6 dice score:0.736418905667778 index:7 dice score:0.7807346326836582 index:8 dice score:0.811734443900049 index:9 dice score:0.7925742574257426 index:10 dice score:0.7724620770128354 index:11 dice score:0.8142943184099578 index:12 dice score:0.8366117531349889 index:13 dice score:0.752596874717731 index:14 dice score:0.7819158791921438 index:15 dice score:0.8407057446274772 index:16 dice score:0.790240760125614 index:17 dice score:0.8055893074119077 index:18 dice score:0.8419537472411477 index:19 dice score:0.8048796658489691 index:20 dice score:0.7675104448267388 index:21 dice score:0.7180045531030387 index:22 dice score:0.7561423873089572 index:23 dice score:0.6703225806451613 index:24 dice score:0.6476319089418346 index:25 dice score:0.7377244213714038 index:26 dice score:0.7472294926769505 index:27 dice score:0.7632150615496017 index:28 dice score:0.8383145516903479 index:29 dice score:0.8286048932847475 index:30 dice score:0.7994041064835805 index:31 dice score:0.7959802201308024 index:32 dice score:0.8460909388289173 index:33 dice score:0.8226716645384521 index:34 dice score:0.6729400410182169 index:35 dice score:0.8071216617210683 index:36 dice score:0.8198539869157107 index:37 dice score:0.8110170138094148 index:38 dice score:0.810272134917593 index:39 dice score:0.7870073624945864 index:40 dice score:0.7710793879018178 index:41 dice score:0.7117437722419929 index:42 dice score:0.6714681440443213 index:43 dice score:0.7521124856350977 index:44 dice score:0.7454962787786047 index:45 dice score:0.7106001629401647 index:46 dice score:0.7016634851377147 index:47 dice score:0.7469930365055919 index:48 dice score:0.7577943513877002 index:49 dice score:0.6237424547283702 index:50 dice score:0.6715496666940992 index:51 dice score:0.737471663531568 index:52 dice score:0.6584392919471453 index:53 dice score:0.7385019710906702 index:54 dice score:0.7957613734780172 index:55 dice score:0.7159673175460463 index:56 dice score:0.7263157894736842 index:57 dice score:0.7859102064385737 index:58 dice score:0.6218989479153136 index:59 dice score:0.6277504270069326 index:60 dice score:0.7933511614493209 index:61 dice score:0.7073670585697336 index:62 dice score:0.7300138538016462 index:63 dice score:0.8008331456879081 index:64 dice score:0.6968174204355109 index:65 dice score:0.7107327658153898 index:66 dice score:0.7116939890710382 index:67 dice score:0.5217391304347826 index:68 dice score:0.5316423589093215 index:69 dice score:0.6872949501447411 index:70 dice score:0.6649980239757608 index:71 dice score:0.7245220282626766 index:72 dice score:0.7662030006681649 index:73 dice score:0.7430568328122126 index:74 dice score:0.7651911788037442 index:75 dice score:0.7073257048484134 index:76 dice score:0.7066019295037518 index:77 dice score:0.6698645598194131 index:78 dice score:0.6029132362254591 index:79 dice score:0.6875153902979562 index:80 dice score:0.6874564459930314 index:81 dice score:0.6774159553166825 index:82 dice score:0.7912149795860904 index:83 dice score:0.8141836173721825 index:84 dice score:0.8191653786707882 index:85 dice score:0.6580751302440362 index:86 dice score:0.7039848197343453 index:87 dice score:0.7602943654850851 index:88 dice score:0.6683537897001138 index:89 dice score:0.7610169491525424 index:90 dice score:0.788251441119956 index:91 dice score:0.8344713915705204 index:92 dice score:0.7584920956627482 index:93 dice score:0.7026369168356998 index:94 dice score:0.8349673202614379 index:95 dice score:0.7376069756176328 index:96 dice score:0.6556103108415466 index:97 dice score:0.8137147284819526 index:98 dice score:0.7343868841375814 index:99 dice score:0.7167332445628052 index:100 dice score:0.7576724772894672 index:101 dice score:0.7737153445941131 index:102 dice score:0.7791081750619323 index:103 dice score:0.7381283298586981 index:104 dice score:0.6950860608222599 index:105 dice score:0.6792710706150342 index:106 dice score:0.7914163090128755 index:107 dice score:0.7807892149978936 index:108 dice score:0.7079326923076923 index:109 dice score:0.6867088607594937 index:110 dice score:0.766517921404923 index:111 dice score:0.78824095061474 index:112 dice score:0.6331141661685594 index:113 dice score:0.7044676276180616 index:115 dice score:0.747887323943662 index:116 dice score:0.7850209781451563 index:117 dice score:0.7975151452921244 index:118 dice score:0.7663934426229508 index:119 dice score:0.7870156734823773 index:120 dice score:0.7933170099380671 index:121 dice score:0.6776306992913491 index:122 dice score:0.6527592231014284 index:123 dice score:0.7640910548252645 index:124 dice score:0.6801795280150572 index:125 dice score:0.710610002891009 index:126 dice score:0.8234587189039779 index:127 dice score:0.8329795918367346 index:128 dice score:0.8262011026516146 index:129 dice score:0.7653206650831353 index:130 dic