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Table 2 Comparison of the training of treatment planning and typical DL networks

From: Applying pytorch toolkit to plan optimization for circular cone based robotic radiotherapy

 

Typical DL

Treatment planning

Train and test process

Train and test on different datasets, separately

Train (optimize) for each patient without testing process

Input data of training iteration

Mini-batch of training dataset

All data of one patient

Desired results

Network

Neuron weight