LambdaLi

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我用3080ti,一个epoch才1.30min

> @LambdaLi @zz10001 您好,我想问一下`slice_down_scale`的含义具体是什么。我现在想将此网络应用于新的数据集,如果我更改`min_slices`和`slice_down_scale`的值,我需要更改模型的其他参数吗? ![image](https://private-user-images.githubusercontent.com/89564922/287608032-fb3a0e30-abad-4c53-b56b-1685ffb12d53.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.FiwN-j4CT8L3Xv0yqC9Up8OqJriPHPlep9XrXpXaA5s) slice_down_scale这个是处理CT的Z轴切片,它和上面xy_down_scale作用应该是一样,我个人理解的是可以在x, y轴上缩放(下采样)来降低图片尺寸,Z轴由于是3D分割所以维持原状,毕竟要找到肝脏的首部和尾部,改变之后影不影响分割性能我也不太清楚,min_slices我看了相关文章"To maximize the use of GPU video memory, 48 consecutive slices were randomly selected from these as network model inputs with a size of...

> 好的,非常感谢您的回复。还想再问一下,在训练的时候没有问题,但是在val处理某个文件时,报了以下错误,请问可能会是什么原因? ![image](https://private-user-images.githubusercontent.com/89564922/287618499-6be6192b-147a-4d2f-9ba0-cbeec94c2826.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTEiLCJleHAiOjE3MDE2NzQ4MTAsIm5iZiI6MTcwMTY3NDUxMCwicGF0aCI6Ii84OTU2NDkyMi8yODc2MTg0OTktNmJlNjE5MmItMTQ3YS00ZDJmLTliYTAtY2JlZWM5NGMyODI2LnBuZz9YLUFtei1BbGdvcml0aG09QVdTNC1ITUFDLVNIQTI1NiZYLUFtei1DcmVkZW50aWFsPUFLSUFJV05KWUFYNENTVkVINTNBJTJGMjAyMzEyMDQlMkZ1cy1lYXN0LTElMkZzMyUyRmF3czRfcmVxdWVzdCZYLUFtei1EYXRlPTIwMjMxMjA0VDA3MjE1MFomWC1BbXotRXhwaXJlcz0zMDAmWC1BbXotU2lnbmF0dXJlPWFmODU0ODBlZDE5NTI4Njk0ZTcyNTRhOWI3NDBhOGQ5ZmRhZGVlMzJkZjk4ZGJkNTg3YjRjMGZjODFmZjMxMGImWC1BbXotU2lnbmVkSGVhZGVycz1ob3N0JmFjdG9yX2lkPTAma2V5X2lkPTAmcmVwb19pZD0wIn0.O1IYIM7eEMQZ2jkFnxQA6JIWSGdJdVFGn7XWx_iLi-Q) ![image](https://private-user-images.githubusercontent.com/89564922/287618825-c283d71c-7e7e-4ba7-84e8-221266d818b6.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.r7wlQPpSST-i-VEz2RjXgJoTAeRyfvC9LoeIGs9KapY) > > 其余的没有问题 ![image](https://private-user-images.githubusercontent.com/89564922/287618620-31ae782f-8253-4d98-8990-963a36c90488.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.c_O1KxdsLny7aUAr4slv6MRjt9nsDQehvy58LkRrfck) 突然出问题确实很奇怪,分辨率也太不正常检查一下 下采和上采吧

@zhouyizhuo 很不正常,我跑了几次这个模型loss是持续降低的,而且你看你两个dice低的离谱,由于这个只是我练手用的,所以我没有关闭他的早停功能,3080ti跑了60左右的epoch就停了,A4000跑了100多个epoch吧,但是我觉得问题不是出在epoch上,还是检查代码,是不是模型预测的结果和真实标签的不对应。

I think there is no fourth down sampling at all. I guess the author used the fourth stage as a bottleneck and directly went up sampling after enc5.