Abstract: In typical image inpainting tasks, the locations and shapes of damaged or masked areas are often random and irregular. Vanilla convolutions, commonly employed in learning-based inpainting ...

Abstract: The process of ultrasound (US) image formation can generally be modeled, using a linear and shift invariance approximation, as a convolution. In practice, the point spread function (PSF) is ...

Apr 21, 2024: 🔥🔥🔥 The implementation for Re-Parameterization are available now. Create a new conda environment and install dependencies: conda create -n pytorch_1_10 python=3.8 conda activate ...

In this paper, we tackle the high computational overhead of transformers for lightweight image super-resolution. (SR). Motivated by the observations of self-attention's inter-layer repetition, we ...