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. Author manuscript; available in PMC: 2021 Nov 12.
Published in final edited form as: IEEE Trans Med Imaging. 2021 Oct 27;40(11):3154–3164. doi: 10.1109/TMI.2021.3076191

TABLE II.

Ablation Study on Our MDPET in Terms of Motion Estimation. ± LSTM Means MDPET With or Without BiConvLSTM and ± GAN Means MDPET With or Without Adversarial Learning.

NMAE Gate 1 Gate 2 Gate 3 Gate 4 Gate 5 Gate 6 GPU sec CPU sec
Ours-LSTM-GAN 0.1283 0.0849 0.0660 - 0.0701 0.1010 0.38 36
Ours+LSTM-GAN 0.1116* 0.0762* 0.0588* - 0.0623* 0.0920* 0.54 59
Ours+LSTM+GAN 0.1098* 0.0749* 0.0582* - 0.0619* 0.0908* 0.54 59
“*”

Means the Difference to the Baseline (1st Row) Are Significant at p < 0.05