[train hyper-parameters: Namespace(base_size=500, batch_size=8, crop_size=480, epochs=10, lr=0.01, lrf=0.001)]
[epoch: 1]
global correct: 0.9555
precision: ['0.9846', '0.7384', '0.0000']
recall: ['0.9705', '0.8759', '0.0000']
IoU: ['0.9560', '0.6685', '0.0000']
mean IoU: 0.5415
[epoch: 2]
global correct: 0.9525
precision: ['0.9934', '0.6927', '0.0000']
recall: ['0.9592', '0.9473', '0.0000']
IoU: ['0.9531', '0.6670', '0.0000']
mean IoU: 0.5400
[epoch: 3]
global correct: 0.9715
precision: ['0.9885', '0.8323', '0.0000']
recall: ['0.9842', '0.9137', '0.0000']
IoU: ['0.9730', '0.7716', '0.0000']
mean IoU: 0.5816
[epoch: 4]
global correct: 0.9769
precision: ['0.9941', '0.8420', '0.0000']
recall: ['0.9858', '0.9541', '0.0000']
IoU: ['0.9800', '0.8092', '0.0000']
mean IoU: 0.5964
[epoch: 5]
global correct: 0.9822
precision: ['0.9926', '0.9008', '0.7736']
recall: ['0.9903', '0.9355', '0.5310']
IoU: ['0.9831', '0.8481', '0.4596']
mean IoU: 0.7636
[epoch: 6]
global correct: 0.9800
precision: ['0.9951', '0.8662', '0.7146']
recall: ['0.9860', '0.9567', '0.4484']
IoU: ['0.9812', '0.8335', '0.3803']
mean IoU: 0.7317
[epoch: 7]
global correct: 0.9836
precision: ['0.9888', '0.9389', '0.8609']
recall: ['0.9956', '0.9078', '0.4291']
IoU: ['0.9845', '0.8572', '0.4013']
mean IoU: 0.7477
[epoch: 8]
global correct: 0.9864
precision: ['0.9949', '0.9236', '0.7633']
recall: ['0.9922', '0.9499', '0.7055']
IoU: ['0.9872', '0.8807', '0.5789']
mean IoU: 0.8156
[epoch: 9]
global correct: 0.9881
precision: ['0.9946', '0.9377', '0.8382']
recall: ['0.9942', '0.9498', '0.7000']
IoU: ['0.9889', '0.8934', '0.6167']
mean IoU: 0.8330
[epoch: 10]
global correct: 0.9886
precision: ['0.9950', '0.9392', '0.8320']
recall: ['0.9942', '0.9535', '0.7187']
IoU: ['0.9893', '0.8981', '0.6276']
mean IoU: 0.8383
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基于Unet 对肝肿瘤分割(LITS)切片的分割项目【包含数据集、完整代码、训练的结果文件】
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本项目数据集:LITS肝肿瘤轴位面(横端面)分割【mask中1为肝、2为肿瘤 、0为背景】 网络仅仅训练了10个epochs,全局像素点的准确度达到0.988,miou为0.838,训练epoch加大的话,性能还会更加优越 代码介绍:【参考文章:https://blog.csdn.net/qq_44886601/article/details/136047740】 【训练】train 脚本会自动训练,代码会自动将数据随机缩放为设定尺寸的0.5-1.5倍之间,实现多尺度训练。为了实现多分割项目,utils中的compute_gray函数会将mask灰度值保存在txt文本,并且自动为unet网络定义输出的channel 【介绍】学习率采用cos衰减,训练集和测试集的损失和iou曲线可以在run_results文件内查看,图像由matplotlib库绘制。除此外,还保存了训练日志,最好权重等,在训练日志可以看到每个类别的iou、recall、precision以及全局像素点的准确率等等 具体参考README文件
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