Search Results for author: Hui Tian

Found 26 papers, 4 papers with code

Unsupervised Band Selection Using Fused HSI and LiDAR Attention Integrating With Autoencoder

no code implementations8 Apr 2024 Judy X Yang, Jun Zhou, Jing Wang, Hui Tian, Alan Wee Chung Liew

These approaches overlook the potential benefits of integrating multiple data sources, such as Light Detection and Ranging (LiDAR), and is further challenged by the limited availability of labeled data in HSI processing, which represents a significant obstacle.

HSIMamba: Hyperpsectral Imaging Efficient Feature Learning with Bidirectional State Space for Classification

no code implementations30 Mar 2024 Judy X Yang, Jun Zhou, Jing Wang, Hui Tian, Alan Wee Chung Liew

HSIMamba is designed to process data bidirectionally, significantly enhancing the extraction of spectral features and integrating them with spatial information for comprehensive analysis.

Surface Reconstruction from Point Clouds via Grid-based Intersection Prediction

no code implementations21 Mar 2024 Hui Tian, Kai Xu

On the other hand, UDF-based methods can effectively represent open surfaces but often introduce noise, leading to artefacts in the mesh.

Surface Reconstruction

Polyhedral Surface: Self-supervised Point Cloud Reconstruction Based on Polyhedral Surface

no code implementations23 Oct 2023 Hui Tian, Kai Xu

This method provides more flexible to represent sharp feature and surface boundary on open surface.

Point cloud reconstruction

Semi-Federated Learning: Convergence Analysis and Optimization of A Hybrid Learning Framework

no code implementations4 Oct 2023 Jingheng Zheng, Wanli Ni, Hui Tian, Deniz Gunduz, Tony Q. S. Quek, Zhu Han

To tackle this issue, we propose a semi-federated learning (SemiFL) paradigm to leverage the computing capabilities of both the BS and devices for a hybrid implementation of centralized learning (CL) and FL.

Federated Learning

Performance Analysis and Optimization of Reconfigurable Multi-Functional Surface Assisted Wireless Communications

no code implementations4 Oct 2023 Wen Wang, Wanli Ni, Hui Tian, Naofal Al-Dhahir

To realize a self-sustainable communication system, we investigate the use of MF-RIS in improving the sum-rate of multi-user wireless networks.

Multi-Functional Reconfigurable Intelligent Surface: System Modeling and Performance Optimization

no code implementations4 Oct 2023 Wen Wang, Wanli Ni, Hui Tian, Yonina C. Eldar, Rui Zhang

In this paper, we propose and study a multi-functional reconfigurable intelligent surface (MF-RIS) architecture.

SuperUDF: Self-supervised UDF Estimation for Surface Reconstruction

1 code implementation28 Aug 2023 Hui Tian, Chenyang Zhu, Yifei Shi, Kai Xu

The key insight is that if the UDF is estimated correctly, the 3D points should be locally projected onto the underlying surface following the gradient of the UDF.

Surface Reconstruction

Tensorformer: Normalized Matrix Attention Transformer for High-quality Point Cloud Reconstruction

1 code implementation28 Jun 2023 Hui Tian, Zheng Qin, Renjiao Yi, Chenyang Zhu, Kai Xu

Surface reconstruction from raw point clouds has been studied for decades in the computer graphics community, which is highly demanded by modeling and rendering applications nowadays.

Point cloud reconstruction Surface Reconstruction

Semi-Federated Learning for Collaborative Intelligence in Massive IoT Networks

1 code implementation9 Mar 2023 Wanli Ni, Jingheng Zheng, Hui Tian

Implementing existing federated learning in massive Internet of Things (IoT) networks faces critical challenges such as imbalanced and statistically heterogeneous data and device diversity.

Federated Learning

Balancing Accuracy and Integrity for Reconfigurable Intelligent Surface-aided Over-the-Air Federated Learning

no code implementations17 Jul 2022 Jingheng Zheng, Hui Tian, Wanli Ni, Wei Ni, Ping Zhang

Under perfect channel state information (CSI), the new framework minimizes the aggregated model's distortion and retains the local models' recoverability by optimizing the transmit beamformers of the devices, the receive beamformers of the BS, and the RIS configuration in an alternating manner.

Federated Learning Robust Design

Mirror Complementary Transformer Network for RGB-thermal Salient Object Detection

1 code implementation7 Jul 2022 Xiurong Jiang, Lin Zhu, Yifan Hou, Hui Tian

Thus, the key problem of RGB-T SOD is to make the features from the two modalities complement and adjust each other flexibly, since it is inevitable that any modalities of RGB-T image pairs failure due to challenging scenes such as extreme light conditions and thermal crossover.

Autonomous Driving object-detection +3

Resilience in Industrial Internet of Things Systems: A Communication Perspective

no code implementations1 Jun 2022 Hao Wu, Yifan Miao, Peng Zhang, Yang Tian, Hui Tian

Industrial Internet of Things is an ultra-large-scale system that is much more sophisticated and fragile than conventional industrial platforms.

Management

Safeguarding NOMA Networks via Reconfigurable Dual-Functional Surface under Imperfect CSI

no code implementations29 May 2022 Wen Wang, Wanli Ni, Hui Tian, Zhaohui Yang, Chongwen Huang, Kai-Kit Wong

This paper investigates the use of the reconfigurable dual-functional surface to guarantee the full-space secure transmission in non-orthogonal multiple access (NOMA) networks.

Towards Communication-Learning Trade-off for Federated Learning at the Network Edge

no code implementations27 May 2022 Jianyang Ren, Wanli Ni, Hui Tian

In this letter, we study a wireless federated learning (FL) system where network pruning is applied to local users with limited resources.

Federated Learning Network Pruning

Research on Resource Allocation for Efficient Federated Learning

no code implementations19 Apr 2021 Jianyang Ren, Wanli Ni, Gaofeng Nie, Hui Tian

In this framework, we minimize the weighted sum of system cost and learning cost by optimizing bandwidth, computing frequency, power allocation and subcarrier assignment.

Edge-computing Federated Learning

Small-scale Bright Blobs Ejected from a Sunspot Light Bridge

no code implementations26 Feb 2021 Fuyu Li, Yajie Chen, Yijun Hou, Hui Tian, Xianyong Bai, Yongliang Song

From the transition region images we find an average projected area of $0. 57\pm0. 37$ Mm$^{2}$ for the blobs.

Solar and Stellar Astrophysics

Intelligent Reflecting Surface Aided Multi-Cell NOMA Networks

no code implementations7 Dec 2020 Wanli Ni, Xiao Liu, Yuanwei Liu, Hui Tian, Yue Chen

This paper proposes a novel framework of resource allocation in intelligent reflecting surface (IRS) aided multi-cell non-orthogonal multiple access (NOMA) networks, where a sum-rate maximization problem is formulated.

Coronal heating by MHD waves

no code implementations2 Dec 2020 Tom Van Doorsselaere, Abhishek K. Srivastava, Patrick Antolin, Norbert Magyar, Soheil Vasheghani Farahani, Hui Tian, Dmitrii Y. Kolotkov, Leon Ofman, Mingzhe Guo, Iñigo Arregui, Ineke De Moortel, David Pascoe

In this review we focus on recent advances in our understanding of MHD wave heating mechanisms.

Solar and Stellar Astrophysics

Federated Learning in Multi-RIS Aided Systems

no code implementations26 Oct 2020 Wanli Ni, Yuanwei Liu, Zhaohui Yang, Hui Tian, Xuemin Shen

This paper investigates the problem of model aggregation in federated learning systems aided by multiple reconfigurable intelligent surfaces (RISs).

Information Theory Signal Processing Information Theory

Resource Allocation for Multi-Cell IRS-Aided NOMA Networks

no code implementations21 Jun 2020 Wanli Ni, Xiao Liu, Yuanwei Liu, Hui Tian, Yue Chen

This paper proposes a novel framework of resource allocation in multi-cell intelligent reflecting surface (IRS) aided non-orthogonal multiple access (NOMA) networks, where an IRS is deployed to enhance the wireless service.

Gastroscopic Panoramic View: Application to Automatic Polyps Detection under Gastroscopy

no code implementations19 Oct 2019 Shi Chenfei, Yan Xue, Chuan Jiang, Hui Tian, Bei Liu

The main contributions of this paper are: firstly, a gastroscopic panorama reconstruction method is developed.

object-detection Object Detection

Improved Face Detection and Alignment using Cascade Deep Convolutional Network

no code implementations28 Jul 2017 Weilin Cong, Sanyuan Zhao, Hui Tian, Jianbing Shen

Real-world face detection and alignment demand an advanced discriminative model to address challenges by pose, lighting and expression.

Face Detection

adaptive direction information in differential evolution for numerical optimization

no code implementations2 Feb 2016 Yiqiao Cai, Jiahai Wang, Yonghong Chen, Tian Wang, Hui Tian, Wei Luo

In most of the DE algorithms, the neighborhood and direction information are not fully and simultaneously exploited to guide the search.

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