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Table 1 Deep learning algorithm combinations explored in this study with brief descriptions

From: Sequential deep learning image enhancement models improve diagnostic confidence, lesion detectability, and image reconstruction time in PET

Reconstruction

number

Reconstruction and DL name

Comment

1

ToF-BSREM

Gold standard in the current study, widespread clinical use.

2

ToF-OSEM + DLE

Computationally fast. Evaluated previously [21]

3

OSEM + DLE + DLT

Computationally fast, Use of DLE is outside bounds of DL training data.

4

ToF-OSEM + DLE + DLT

Computationally fast. Use of DLT is outside bounds of DL training data.

5

ToF-BSREM + DLT

Use is outside bounds of DLT training data.