[train hyper-parameters: Namespace(batch_size=16, lr=0.001, lrf=0.01)]
[epoch: 1]
train loss:0.0778 test accuracy:0.7938
[epoch: 2]
train loss:0.0358 test accuracy:0.8139
[epoch: 3]
train loss:0.0242 test accuracy:0.8540
[epoch: 4]
train loss:0.0186 test accuracy:0.8303
[epoch: 5]
train loss:0.0134 test accuracy:0.8449
[epoch: 6]
train loss:0.0106 test accuracy:0.8613
[epoch: 7]
train loss:0.0080 test accuracy:0.8321
[epoch: 8]
train loss:0.0088 test accuracy:0.8467
[epoch: 9]
train loss:0.0049 test accuracy:0.8595
[epoch: 10]
train loss:0.0036 test accuracy:0.8358
[epoch: 11]
train loss:0.0043 test accuracy:0.8631
[epoch: 12]
train loss:0.0047 test accuracy:0.8431
[epoch: 13]
train loss:0.0039 test accuracy:0.8668
[epoch: 14]
train loss:0.0025 test accuracy:0.8741
[epoch: 15]
train loss:0.0026 test accuracy:0.8358
[epoch: 16]
train loss:0.0025 test accuracy:0.8522
[epoch: 17]
train loss:0.0025 test accuracy:0.8668
[epoch: 18]
train loss:0.0017 test accuracy:0.8723
[epoch: 19]
train loss:0.0025 test accuracy:0.8577
[epoch: 20]
train loss:0.0011 test accuracy:0.8613
[epoch: 21]
train loss:0.0013 test accuracy:0.8631
[epoch: 22]
train loss:0.0016 test accuracy:0.8558
[epoch: 23]
train loss:0.0009 test accuracy:0.8631
[epoch: 24]
train loss:0.0008 test accuracy:0.8613
[epoch: 25]
train loss:0.0007 test accuracy:0.8668
[epoch: 26]
train loss:0.0005 test accuracy:0.8723
[epoch: 27]
train loss:0.0003 test accuracy:0.8650
[epoch: 28]
train loss:0.0007 test accuracy:0.8668
[epoch: 29]
train loss:0.0002 test accuracy:0.8686
[epoch: 30]
train loss:0.0001 test accuracy:0.8741
[epoch: 31]
train loss:0.0004 test accuracy:0.8595
[epoch: 32]
train loss:0.0005 test accuracy:0.8650
[epoch: 33]
train loss:0.0003 test accuracy:0.8759
[epoch: 34]
train loss:0.0005 test accuracy:0.8650
[epoch: 35]
train loss:0.0002 test accuracy:0.8650
[epoch: 36]
train loss:0.0001 test accuracy:0.8796
[epoch: 37]
train loss:0.0002 test accuracy:0.8723
[epoch: 38]
train loss:0.0002 test accuracy:0.8759
[epoch: 39]
train loss:0.0001 test accuracy:0.8686
[epoch: 40]
train loss:0.0002 test accuracy:0.8759
[epoch: 41]
train loss:0.0001 test accuracy:0.8759
[epoch: 42]
train loss:0.0000 test accuracy:0.8723
[epoch: 43]
train loss:0.0002 test accuracy:0.8759
[epoch: 44]
train loss:0.0001 test accuracy:0.8777
[epoch: 45]
train loss:0.0001 test accuracy:0.8723
[epoch: 46]
train loss:0.0002 test accuracy:0.8668
[epoch: 47]
train loss:0.0001 test accuracy:0.8650
[epoch: 48]
train loss:0.0002 test accuracy:0.8759
[epoch: 49]
train loss:0.0001 test accuracy:0.8741
[epoch: 50]
train loss:0.0002 test accuracy:0.8631
[epoch: 51]
train loss:0.0001 test accuracy:0.8723
[epoch: 52]
train loss:0.0001 test accuracy:0.8631
[epoch: 53]
train loss:0.0002 test accuracy:0.8613
[epoch: 54]
train loss:0.0001 test accuracy:0.8723
[epoch: 55]
train loss:0.0001 test accuracy:0.8704
[epoch: 56]
train loss:0.0001 test accuracy:0.8668
[epoch: 57]
train loss:0.0001 test accuracy:0.8668
[epoch: 58]
train loss:0.0001 test accuracy:0.8759
[epoch: 59]
train loss:0.0001 test accuracy:0.8704
[epoch: 60]
train loss:0.0001 test accuracy:0.8704
[epoch: 61]
train loss:0.0001 test accuracy:0.8686
[epoch: 62]
train loss:0.0001 test accuracy:0.8777
[epoch: 63]
train loss:0.0001 test accuracy:0.8777
[epoch: 64]
train loss:0.0001 test accuracy:0.8759
[epoch: 65]
train loss:0.0001 test accuracy:0.8668
[epoch: 66]
train loss:0.0001 test accuracy:0.8668
[epoch: 67]
train loss:0.0001 test accuracy:0.8686
[epoch: 68]
train loss:0.0000 test accuracy:0.8704
[epoch: 69]
train loss:0.0001 test accuracy:0.8686
[epoch: 70]
train loss:0.0000 test accuracy:0.8686
[epoch: 71]
train loss:0.0001 test accuracy:0.8668
[epoch: 72]
train loss:0.0001 test accuracy:0.8686
[epoch: 73]
train loss:0.0001 test accuracy:0.8723
[epoch: 74]
train loss:0.0000 test accuracy:0.8704
[epoch: 75]
train loss:0.0001 test accuracy:0.8704
[epoch: 76]
train loss:0.0001 test accuracy:0.8741
[epoch: 77]
train loss:0.0000 test accuracy:0.8741
[epoch: 78]
train loss:0.0001 test accuracy:0.8723
[epoch: 79]
train loss:0.0000 test accuracy:0.8704
[epoch: 80]
train loss:0.0001 test accuracy:0.8704
[epoch: 81]
train loss:0.0000 test accuracy:0.8704
[epoch: 82]
train loss:0.0001 test accuracy:0.8704
[epoch: 83]
train loss:0.0001 test accuracy:0.8704
[epoch: 84]
train loss:0.0000 test accuracy:0.8704
[epoch: 85]
train loss:0.0001 test accuracy:0.8704
[epoch: 86]
train loss:0.0000 test accuracy:0.8704
[epoch: 87]
train loss:0.0001 test accuracy:0.8704
[epoch: 88]
train loss:0.0000 test accuracy:0.8686
[epoch: 89]
train loss:0.0000 test accuracy:0.8704
[epoch: 90]
train loss:0.0001 test accuracy:0.8686
[epoch: 91]
train loss:0.0001 test accuracy:0.8686
[epoch: 92]
train loss:0.0001 test accuracy:0.8686
[epoch: 93]
train loss:0.0000 test accuracy:0.8686
[epoch: 94]
train loss:0.0001 test accuracy:0.8686
[epoch: 95]
train loss:0.0001 test accuracy:0.8686
[epoch: 96]
train loss:0.0001 test accuracy:0.8704
[epoch: 97]
train loss:0.0000 test accuracy:0.8704
[epoch: 98]
train loss:0.0000 test accuracy:0.8686
[epoch: 99]
train loss:0.0001 test accuracy:0.8686
[epoch: 100]
train loss:0.0001 test accuracy:0.8686
没有合适的资源?快使用搜索试试~ 我知道了~
温馨提示
本项目基于VGG16迁移学习的图像分类,可直接运行。 项目总大小:477MB 项目包含data数据集,数据分为以下8类:布偶猫、波斯猫、暹罗猫、橘猫、加菲猫、折耳猫、短毛猫、俄罗斯蓝猫(每个类别均有300+张图片) 下载解压后的图像目录:训练集(2207张图片)和测试集(548张图片) 网络训练的时候采用cos 学习率自动衰减,训练了100个epoch。模型在测试集最好的表现达到89%精度。在run_results 目录下存有最好的权重文件,以及训练日志和loss、精度曲线等等 预测的时候,只需要运行predict即可,代码会自动将inference下所有图片推理,并取前三个概率最大类别的绘制在左上角 如果想要训练自己的数据集,请查看README文件
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