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Enhancing Sparse-view 3D Reconstruction with LM-Gaussian: Leveraging Large Model Priors for High-Quality Scene Synthesis from Limited Images

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…

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Transformer? Diffusion? Transfusion!

A gentle introduction to the latest multi-modal transfusion model Recently, Meta and Waymo released their latest paper — Transfusion: Predict the Next Token and Diffuse Images with One Multi-Modal Model, which integrates the popular transformer model with the diffusion model for multi-modal training and prediction purposes. Like Meta’s previous work, the Transfusion model is based on the…

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Unlocking the Power of Hugging Face for NLP Tasks | by Ravjot Singh | Jul, 2024

The field of Natural Language Processing (NLP) has seen significant advancements in recent years, largely driven by the development of sophisticated models capable of understanding and generating human language. One of the key players in this revolution is Hugging Face, an open-source AI company that provides state-of-the-art models for a wide range of NLP tasks.…

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