Search Results for author: Xinxing Cheng

Found 3 papers, 2 papers with code

Decoder-Only Image Registration

1 code implementation5 Feb 2024 Xi Jia, Wenqi Lu, Xinxing Cheng, Jinming Duan

For this, we propose a novel network architecture, termed LessNet in this paper, which contains only a learnable decoder, while entirely omitting the utilization of a learnable encoder.

Image Registration Medical Image Registration

Fourier-Net: Fast Image Registration with Band-limited Deformation

1 code implementation29 Nov 2022 Xi Jia, Joseph Bartlett, Wei Chen, Siyang Song, Tianyang Zhang, Xinxing Cheng, Wenqi Lu, Zhaowen Qiu, Jinming Duan

Specifically, instead of our Fourier-Net learning to output a full-resolution displacement field in the spatial domain, we learn its low-dimensional representation in a band-limited Fourier domain.

Ranked #3 on Medical Image Registration on OASIS (val dsc metric)

Medical Image Registration Unsupervised Image Registration

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