Search Results for author: Sonya Coleman

Found 7 papers, 3 papers with code

BSH-Det3D: Improving 3D Object Detection with BEV Shape Heatmap

1 code implementation3 Mar 2023 You Shen, Yunzhou Zhang, Yanmin Wu, Zhenyu Wang, Linghao Yang, Sonya Coleman, Dermot Kerr

Specifically, we design the Pillar-based Shape Completion (PSC) module to predict the probability of occupancy whether a pillar contains object shapes.

3D Object Detection Autonomous Driving +2

Accurate and Robust Object-oriented SLAM with 3D Quadric Landmark Construction in Outdoor Environment

no code implementations18 Oct 2021 Rui Tian, Yunzhou Zhang, Yonghui Feng, Linghao Yang, Zhenzhong Cao, Sonya Coleman, Dermot Kerr

To solve this problem, we propose a quadric initialization method based on the decoupling of the quadric parameters method, which improves the robustness to observation noise.

Autonomous Driving Object +1

Rough Set Microbiome Characterisation

no code implementations9 May 2021 Benjamin Wingfield, Sonya Coleman, T. M. McGinnity, Anthony J. Bjourson

Microbiota profiles measure the structure of microbial communities in a defined environment (known as microbiomes).

Accurate and Robust Scale Recovery for Monocular Visual Odometry Based on Plane Geometry

no code implementations15 Jan 2021 Rui Tian, Yunzhou Zhang, Delong Zhu, Shiwen Liang, Sonya Coleman, Dermot Kerr

In this paper, with the assumption of a constant height of the camera above the ground, we develop a light-weight scale recovery framework leveraging an accurate and robust estimation of the ground plane.

Loop Closure Detection Monocular Visual Odometry +2

Object SLAM-Based Active Mapping and Robotic Grasping

1 code implementation3 Dec 2020 Yanmin Wu, Yunzhou Zhang, Delong Zhu, Xin Chen, Sonya Coleman, Wenkai Sun, Xinggang Hu, Zhiqiang Deng

The framework is built on an object SLAM system integrated with a simultaneous multi-object pose estimation process that is optimized for robotic grasping.

Object Object SLAM +2

Event-VPR: End-to-End Weakly Supervised Network Architecture for Event-based Visual Place Recognition

no code implementations6 Nov 2020 Delei Kong, Zheng Fang, Haojia Li, Kuanxu Hou, Sonya Coleman, Dermot Kerr

In this paper, we propose an end-to-end visual place recognition network for event cameras, which can achieve good place recognition performance in challenging environments.

Visual Place Recognition

EAO-SLAM: Monocular Semi-Dense Object SLAM Based on Ensemble Data Association

2 code implementations27 Apr 2020 Yanmin Wu, Yunzhou Zhang, Delong Zhu, Yonghui Feng, Sonya Coleman, Dermot Kerr

Object-level data association and pose estimation play a fundamental role in semantic SLAM, which remain unsolved due to the lack of robust and accurate algorithms.

Object Object SLAM +2

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