Search Results for author: Deying Li

Found 6 papers, 3 papers with code

VOLoc: Visual Place Recognition by Querying Compressed Lidar Map

1 code implementation25 Feb 2024 Xudong Cai, Yongcai Wang, Zhe Huang, Yu Shao, Deying Li

Then the QPC is compressed by the same GPC, and is aggregated into a global descriptor by an attention-based aggregation module, to query the compressed Lidar map in the vector space.

Pose Estimation Transfer Learning +2

Parameter-efficient Prompt Learning for 3D Point Cloud Understanding

1 code implementation24 Feb 2024 Hongyu Sun, Yongcai Wang, Wang Chen, Haoran Deng, Deying Li

Finally, a lightweight PointAdapter module is arranged near target tasks to enhance prompt tuning for 3D point cloud understanding.

Few-Shot Learning Prompt Engineering

ViewFormer: View Set Attention for Multi-view 3D Shape Understanding

no code implementations29 Apr 2023 Hongyu Sun, Yongcai Wang, Peng Wang, Xudong Cai, Deying Li

This paper presents ViewFormer, a simple yet effective model for multi-view 3d shape recognition and retrieval.

3D Shape Recognition 3D Shape Retrieval +1

AirBirds: A Large-scale Challenging Dataset for Bird Strike Prevention in Real-world Airports

no code implementations23 Apr 2023 Hongyu Sun, Yongcai Wang, Xudong Cai, Peng Wang, Zhe Huang, Deying Li, Yu Shao, Shuo Wang

To advance the research and practical solutions for bird strike prevention, in this paper, we present a large-scale challenging dataset AirBirds that consists of 118, 312 time-series images, where a total of 409, 967 bounding boxes of flying birds are manually, carefully annotated.

Time Series

IDLL: Inverse Depth Line based Visual Localization in Challenging Environments

no code implementations23 Apr 2023 Wanting Li, Yu Shao, Yongcai Wang, Shuo Wang, Xuewei Bai, Deying Li

In this paper, we propose Inverse Depth Line Localization(IDLL), which models each extracted line feature using two inverse depth variables exploiting the fact that the projected pixel coordinates on the image plane are rather accurate, which partially restrict the lines.

Visual Localization

ViPFormer: Efficient Vision-and-Pointcloud Transformer for Unsupervised Pointcloud Understanding

1 code implementation25 Mar 2023 Hongyu Sun, Yongcai Wang, Xudong Cai, Xuewei Bai, Deying Li

For example, the image branch in CrossPoint is $\sim$8. 3x heavier than the point cloud branch leading to higher complexity and latency.

3D Shape Classification Contrastive Learning +1

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