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Xinlin Ren

3 accepted papers

2024

MVSFormer++: Revealing the Devil in Transformer's Details for Multi-View Stereo

ICLR 2024poster

Recent advancements in learning-based Multi-View Stereo (MVS) methods have prominently featured transformer-based models with attention mechanisms. However, existing approaches have not thoroughly investigated the profound influence of transformers on different MVS modules, resulting in limited dept…

2022

Density-Preserving Deep Point Cloud Compression

CVPR 2022poster

Local density of point clouds is crucial for representing local details, but has been overlooked by existing point cloud compression methods. To address this, we propose a novel deep point cloud compression method that preserves local density information. Our method works in an auto-encoder fashion:…

Cited by 70PDFcodeScholar
2022

LoRD: Local 4D Implicit Representation for High-Fidelity Dynamic Human Modeling

ECCV 2022poster

"Recent progress in 4D implicit representation focuses on globally controlling the shape and motion with low dimensional latent vectors, which is prone to missing surface details and accumulating tracking error. While many deep local representations have shown promising results for 3D shape modeling…