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Zhou Huang

4 accepted papers

2025

PSReg: Prior-guided Sparse Mixture of Experts for Point Cloud Registration

AAAI 2025technical

The discriminative feature is crucial for point cloud registration. Recent methods improve the feature discriminative by distinguishing between non-overlapping and overlapping region points. However, they still face challenges in distinguishing the ambiguous structures in the overlapping regions. Th…

Cited by 1SourcePDFScholar
2024

Frozen CLIP Transformer Is an Efficient Point Cloud Encoder

AAAI 2024technical

The pretrain-finetune paradigm has achieved great success in NLP and 2D image fields because of the high-quality representation ability and transferability of their pretrained models. However, pretraining such a strong model is difficult in the 3D point cloud field due to the limited amount of point…

2024

TCLC-GS: Tightly Coupled LiDAR-Camera Gaussian Splatting for Autonomous Driving

ECCV 2024poster

"Most 3D Gaussian Splatting (3D-GS) based methods for urban scenes initialize 3D Gaussians directly with 3D LiDAR points, which not only underutilizes LiDAR data capabilities but also overlooks the potential advantages of fusing LiDAR with camera data. In this paper, we design a novel tightly couple…

2023

Feature Shrinkage Pyramid for Camouflaged Object Detection With Transformers

CVPR 2023poster

Vision transformers have recently shown strong global context modeling capabilities in camouflaged object detection. However, they suffer from two major limitations: less effective locality modeling and insufficient feature aggregation in decoders, which are not conducive to camouflaged object detec…