本项目目的是使用PyTorch实现从2012年LeNet到2016年的DenseNet卷积神经网络。
实现方法可能与原始论文有出入,如有错误欢迎指正!
我的笔记和Demo,包含分类,检测、分割、知识蒸馏。
Home Page: http://ishero.net/
作者您好:
在您的知识蒸馏相关代码中,我发现有关于蒸馏部分的代码有缺失,您只展示了教师和学生模型分别训练的过程,请问如何体现蒸馏过程呢?
期待您的回复。
请问这是什么代码?utils里面有这个load_data_Fnt10吗?
def writerRecord(save_path, HOME_PATH, coord=None, t_id=0):
writerTrain = tf.python_io.TFRecordWriter(os.path.join(save_path, "train" + str(t_id) + ".tfrecords"))
randIndexTrain = random.sample(range(0, len(trainPaths)), len(trainPaths))
size = int(len(randIndexTrain) / 4)
randIndexTrain = randIndexTrain[t_id * size: (t_id + 1) * size]
sess = tf.Session()
使用一个t_id变量来将训练集分为几个不同的tfrecords吗?
但是使用random.sample(),每次运行都会重新随机,用[t_id * size: (t_id + 1) * size]来确定范围,无法保证每次随机结果一样,那么每次手动更改t_id变量将无意义,无法生成所有图像的tfrecords
建议一次随机后使t_id自动循环,避免多次随机
本人新手,不太理解,所以提问一下,还请指教^_^
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