Abstract: Efficient compression of sparse point cloud geometry remains a critical challenge in 3D content processing, particularly for low-rate scenarios where conventional codecs struggle to maintain ...
Abstract: In recent years, single-cell multi-omics integrative analysis has faced challenges due to the sparsity and heterogeneity of multi-omics data, which affect clustering effectiveness. To ...
Additional visualizations highlighting the comparison between the proposed two-stage AG-VQ-VAE network (without skip connections) and the single-stage AG-UNet (with skip connections) are presented.