activity
20192026
most citedLSANet: Feature Learning on Point Sets by Local Spatial Aware Layer

24 citations · 24 across the 5 of their papers we have counts for

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6 papers · 1 filter

cs.CV2026

LingBot-Map: Geometric Context Transformer for Streaming 3D Reconstruction

Lin-Zhuo Chen, Jian Gao, Shangzhan Zhang +9

Streaming 3D reconstruction aims to recover 3D information, such as camera poses and point clouds, from a video stream, which necessitates geometric accuracy, temporal consistency,…

cs.CV2025

Denoise to Track: Harnessing Video Diffusion Priors for Robust Correspondence

Tianyu Yuan, Yuanbo Yang, Lin-Zhuo Chen +2

In this work, we introduce HeFT (Head-Frequency Tracker), a zero-shot point tracking framework that leverages the visual priors of pretrained video diffusion models. To better unde…

cs.CV2025

SpatialVID: A Large-Scale Video Dataset with Spatial Annotations

Jiahao Wang, Yufeng Yuan, Rujie Zheng +12

Significant progress has been made in spatial intelligence, spanning both spatial reconstruction and world exploration. However, the scalability and real-world fidelity of current…

cs.CV2025

Flow Distillation Sampling: Regularizing 3D Gaussians with Pre-trained Matching Priors

Lin-Zhuo Chen, Kangjie Liu, Youtian Lin +4

3D Gaussian Splatting (3DGS) has achieved excellent rendering quality with fast training and rendering speed. However, its optimization process lacks explicit geometric constraints…

cs.CV2020

Spatial Information Guided Convolution for Real-Time RGBD Semantic Segmentation

Lin-Zhuo Chen, Zheng Lin, Ziqin Wang +2

3D spatial information is known to be beneficial to the semantic segmentation task. Most existing methods take 3D spatial data as an additional input, leading to a two-stream segme…

cs.CV2019★ 24 cited

LSANet: Feature Learning on Point Sets by Local Spatial Aware Layer

Lin-Zhuo Chen, Xuan-Yi Li, Deng-Ping Fan +3

Directly learning features from the point cloud has become an active research direction in 3D understanding. Existing learning-based methods usually construct local regions from th…