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FIIF-Net: an end-to-end multi-focus image fusion framework for cosmic dust microscopic imaging
Characterizing the microscopic morphology of cosmic dust particles is essential for understanding planetary formation and evolution; however, the shallow depth of field inherent in miniature imaging systems precludes single-shot all-in-focus acquisition. Multi-focus image fusion (MFIF) computationally extends the depth...
Enhanced WaterSplatting for underwater 3D reconstruction based on progressive perceptual loss and spatial coordinate encoding
Abstract. Underwater three-dimensional reconstruction is inherently challenged by light scattering and wavelength-dependent absorption, causing color distortion, contrast degradation, and limited visibility in recovered geometries. Existing underwater three-dimensional (3D) Gaussian splatting methods rely solely on pix...