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Hong-Xia Dou

3 accepted papers

2024

Fourier-enhanced Implicit Neural Fusion Network for Multispectral and Hyperspectral Image Fusion

NeurIPS 2024poster

Recently, implicit neural representations (INR) have made significant strides in various vision-related domains, providing a novel solution for Multispectral and Hyperspectral Image Fusion (MHIF) tasks. However, INR is prone to losing high-frequency information and is confined to the lack of global…

2024

SSDiff: Spatial-spectral Integrated Diffusion Model for Remote Sensing Pansharpening

NeurIPS 2024poster

Pansharpening is a significant image fusion technique that merges the spatial content and spectral characteristics of remote sensing images to generate high-resolution multispectral images. Recently, denoising diffusion probabilistic models have been gradually applied to visual tasks, enhancing cont…

2022

Tensor Wheel Decomposition and Its Tensor Completion Application

NeurIPS 2022accept

Recently, tensor network (TN) decompositions have gained prominence in computer vision and contributed promising results to high-order data recovery tasks. However, current TN models are rather being developed towards more intricate structures to pursue incremental improvements, which instead leads…