Depth map super-resolution (DMSR) is a crucial area in image processing that focuses on enhancing the quality of low-resolution depth maps, often captured by inexpensive depth sensors. These low ...

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This method reduces computational complexity while effectively capturing relationships between pixels in the depth map. By integrating a vision transformer as an encoder and the CRF as a decoder ...

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Therefore, their applicability to indoor scenes is hindered. In this work, we propose a depth map reconstruction system that integrates an RGB-guided depth map super-resolution convolutional neural ...

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It is widely believed that sparse supervision is worse than dense supervision in the field of depth completion, but the underlying reasons for this are rarely discussed. To this end, we revisit the ...

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