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6 results for BM3D

Recently developed deep-learning-based denoisers often outperform state-of-the-art conventional denoisers such as the BM3D. They are typically trained to minimize the mean squared error (MSE) between the output image of a deep neural network (DNN) and a ground truth image. Thus, it is important for deep-learning-based …

2018-03-04abs ↗pdf ↗

Extended RDS filtering for positions and orientations, improving crossing structure enhancement and inpainting.

problem Enhancing and inpainting images with crossing structures.
method Extended RDS filtering to M2\mathbb{M}_2 space, using gauge frames to mitigate issues.
result RDS filtering outperforms existing techniques in denoising and inpainting images with crossing structures.

New method improves image denoising with fewer parameters and less data.

problem Image denoising requires large datasets and supervised settings, limiting practical applications.
method Self-supervised framework using Tucker low-rank tensor approximation.
result Improves model generalizability and reduces data acquisition costs.

Extends RDS filtering to position-orientation space for better image processing.

problem Enhancing and inpainting images with crossing structures.
method Created a version of RDS filtering using gauge frames, studying generalised diffusion.
result RDS filtering on position-orientation space improves denoising and inpainting of crossing structures.