hellopipu / PromptMR

Fill the K-Space and Refine the Image: Prompting for Dynamic and Multi-Contrast MRI Reconstruction, STACOM2023
https://link.springer.com/chapter/10.1007/978-3-031-52448-6_25
MIT License
29 stars 4 forks source link

About Acceleration Rates #3

Closed efox94 closed 7 months ago

efox94 commented 8 months ago

Hello,

In the context of both cardiac and knee challenges, there are multiple acceleration rates available. For cardiac scans, there are 4, 8, and 10-fold accelerated scans, and for knee scans, there are 4 and 8-fold accelerated scans. I'm seeking clarification on the training and testing procedure for the network:

Was the network trained exclusively with 4-fold accelerated scans and then tested with 4, 8, and 10-fold accelerated scans?

Or, was the network trained with 4-fold accelerated scans and tested only with 4-fold accelerated test scans?

Additionally, I'd like to know if the same approach extends to other acceleration rates.

Thank you,

hellopipu commented 8 months ago

The released models for the CMRxRecon dataset have been trained with acceleration factors of 4, 8, and 10.

The model currently released for the multi-coil knee dataset was trained and tested solely with an acceleration factor of 8 to allow for a fair comparison with HUMUS-Net, which provides pre-trained model only at this acceleration factor. We intend to release the model trained with acceleration factors of 4 and 8 soon.

In general, our approach should be to train a single model on all available acceleration factors for the given dataset.