Deep learning has made significant strides in artificial intelligence, particularly in natural language processing and computer vision. However, even the most advanced systems often fail in ways that humans would not, highlighting a critical gap between artificial and human intelligence. This discrepancy has reignited debates about whether neural networks possess the essential components of human…

Recent advancements in sparse-view 3D reconstruction have focused on novel view synthesis and scene representation techniques. Methods like Neural Radiance Fields (NeRF) and 3D Gaussian Splatting (3DGS) have shown significant success in accurately reconstructing complex real-world scenes. Researchers have proposed various enhancements to improve performance, speed, and quality. Sparse view scene reconstruction techniques employ regularization…