李佳男｜北京理工大学｜学者主页

2026

基于深度学习的图像目标检测原理与方法 = Deep learning for image object detection：principles and methods

李佳男

《北京理工大学出版社》

2026

Adaptive Image Zoom-in with Bounding Box Transformation for UAV Object Detection

Tao Wang, Chen-Yu Lin, Chen-Wei Tang, Ji-Zhe Zhou, Deng Xiong, Jianan Li, Jian Zhao, Jian-Cheng Lv

Isprs Journal of Photogrammetry and Remote Sensing

DOI

2026

S 3 E-Det: A Strict Spatial–Spectral Equivariant Detector for Multispectral Object Detection

Peng Zhang, Tingfa Xu, Jinrui Sui, Yuyang Tian, Jianan Li

IEEE Sensors Journal

DOI

2026

VETD220: A Visible-Event Benchmark and Baseline for Tracking Drones

Jiayu Qiu, Yasheng Zhang, Kaiyuan Zheng, Pengju Li, Jianan Li, Gege Sun, Yuqiang Fang

IEEE Transactions on Circuits and Systems for Video Technology

DOI

2026

Spectral–Spatiotemporal Prompting for Multispectral UAV Tracking

Xiaoyue Yan, Tingfa Xu, Haolin Qin, Tianhao Li, Jianan Li

IEEE Transactions on Geoscience and Remote Sensing

DOI

2026

Event-Guided Spatiotemporal Cube Learning for Infrared Video Small-Object Detection

Xu Fengxiang, Nan Zhang, Tingfa Xu, Lingjun Zhang, Yuan Tang, Haolin Qin, Jianan Li

IEEE Transactions on Geoscience and Remote Sensing

DOI

2026

SGLDet: Spectral-aware Global-Local Dynamic Modeling for Multispectral Aerial Object Detection

Peng Zhang, Shuaihao Han, Tingfa Xu, Jianan Li

IEEE Transactions on Geoscience and Remote Sensing

DOI

2026

Spectral-Aware Proposal Enhancement for Diffusion-Based Multispectral UAV Multi-Object Tracking

Xu Lin, Tingfa Xu, Tianhao Li, Haolin Qin, Huawei Gao, 冀川邢, Jianan Li

IEEE Geoscience and Remote Sensing Letters

DOI

2026

MODA: The First Challenging Benchmark for Multispectral Object Detection in Aerial Images

Shuaihao Han, Tingfa Xu, Peifu Liu, Jianan Li

Proceedings of the AAAI Conference on Artificial Intelligence

DOI

2026

HyperCOD: The First Challenging Benchmark and Baseline for Hyperspectral Camouflaged Object Detection

Shuyan Bai, Tingfa Xu, Peifu Liu, Yuhao Qiu, Huiyan Bai, huan chen, Yanyan Peng, Jianan Li

Proceedings of the AAAI Conference on Artificial Intelligence

DOI

2026

Efficient Hyperspectral Image Reconstruction Using Lightweight Separate Spectral Transformers

Jianan Li, Wangcai Zhao, Tingfa Xu

IEEE Transactions on Computational Imaging

DOI

2026

A Dual-Branch Temporal Deep-Supervised Framework for Remote Sensing Change Detection

Jingxuan Xu, Lirong Qiu, Ning Shen, Hao Shen, Peifu Liu, Jianan Li

IEEE Geoscience and Remote Sensing Letters

DOI

2026

Fully Rotation-Equivariant Spectral-Spatial Learning for Multispectral Object Detection

Peng Zhang, Tingfa Xu, Shuaihao Han, Jianan Li

Lecture notes in computer science

DOI

2026

Hyperspectral image classification via efficient global spectral supertoken clustering

Peifu Liu, Tingfa Xu, Jie Wang, Huan Chen, Huiyan Bai, Jianan Li

ISPRS Journal of Photogrammetry and Remote Sensing

DOI

2025

ESC-MISR: Enhancing Spatial Correlations for Multi-image Super-Resolution in Remote Sensing

Zhihui Zhang, Xiaoshuai Hao, Jianan Li, Jinhui Pang

Lecture notes in computer science

DOI

2025

MCOD: The First Challenging Benchmark for Multispectral Camouflaged Object Detection

Yang Li, Tingfa Xu, ShuYan Bai, Peifu Liu, Jianan Li

ACM International Conference on Multimedia (ACM MM)

DOI

2025

MSITrack: A Challenging Benchmark for Multispectral Single Object Tracking

Tao Feng, Tingfa Xu, Haolin Qin, Tianhao Li, Shuaihao Han, Xuyang Zou, Zhan Lv, Jianan Li

ACM International Conference on Multimedia (ACM MM)

DOI

2025

Bridging 3-D and 2-D Convolution for Hyperspectral Images With Cross-Dimensional Spectral Attention

Huan Chen, Tingfa Xu, Peifu Liu, Huiyan Bai, Ziyang Bian, Jianan Li

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

DOI

2025

COXNet: Cross-Layer Fusion With Adaptive Alignment and Scale Integration for RGBT Tiny Object Detection

Peiran Peng, Tingfa Xu, Liqiang Song, Mengqi Zhu, Yuqiang Fang, Jianan Li

IEEE Transactions on Circuits and Systems for Video Technology

DOI

2025

PPTracker: Tracking UAV Swarms with Prior Prompt

Haolin Qin, Tianhao Li, Tingfa Xu, Jingxuan Xu, Yuqiang Fang, Jianan Li

IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)

DOI

2025

MUST: The First Dataset and Unified Framework for Multispectral UAV Single Object Tracking

Haolin Qin, Tingfa Xu, Tianhao Li, Zhenxiang Chen, Tao Feng, Jianan Li

IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings

DOI

2025

Mixed-Granularity Implicit Representation for Continuous Hyperspectral Compressive Reconstruction

Jianan Li, Huan Chen, Wangcai Zhao, Rui Chen, Tingfa Xu

IEEE Transactions on Neural Networks and Learning Systems

DOI

2025

FBRT-YOLO: Faster and Better for Real-Time Aerial Image Detection

Yao Xiao, Tingfa Xu, Xin Yu, Jianan Li

Proceedings of the AAAI Conference on Artificial Intelligence

DOI

2025

HSOD-BIT-V2: A Challenging Benchmark for Hyperspectral Salient Object Detection

Yuhao Qiu, Shuyan Bai, Tingfa Xu, Peifu Liu, Haolin Qin, Jianan Li

Proceedings of the AAAI Conference on Artificial Intelligence

DOI

2025

PAPooling: Graph-based Position Adaptive Aggregation of Local Geometry in Point Clouds

Jie Wang, Tingfa Xu, Liqiang Song, Lihe Ding, Hui Li, Peng Jiang, Yuqi Han, Jianan Li

ACM Transactions on Multimedia Computing Communications and Applications

DOI

2025

A survey of learning-based no-reference image quality assessment

Botao An, Hongwei Zhou, Peiran Peng, Lei Zhang, Shubo Ren, Jianan Li, Tingfa Xu

DOI

2025

IRSTD-YOLO: An Improved YOLO Framework for Infrared Small Target Detection

Yuan Tang, Tingfa Xu, Haolin Qin, Jianan Li

IEEE Geoscience and Remote Sensing Letters

DOI

2025

OSFormer: One-Step Transformer for Infrared Video Small Object Detection

Haolin Qin, Tingfa Xu, Yuan Tang, Fengxiang Xu, Jianan Li

IEEE Transactions on Image Processing

DOI

2025

FocusTrack: A Self-Adaptive Local Sampling Algorithm for Efficient Anti-UAV Tracking

Ying Wang, Tingfa Xu, Jianan Li

IEEE Transactions on Geoscience and Remote Sensing

DOI

2025

Hyperspectral Remote Sensing Images Salient Object Detection: The First Benchmark Dataset and Baseline

Peifu Liu, Huiyan Bai, Tingfa Xu, Jihui Wang, Huan Chen, Jianan Li

IEEE Transactions on Geoscience and Remote Sensing

DOI

2025

Spectrum-Oriented Point-Supervised Saliency Detector for Hyperspectral Images

Peifu Liu, Tingfa Xu, Guokai Shi, Jingxuan Xu, Huan Chen, Jianan Li

IEEE Transactions on Instrumentation and Measurement

DOI

2025

MMOT: The First Challenging Benchmark for Drone-based Multispectral Multi-Object Tracking

Tianhao Li, Tingfa Xu, Ying Wang, Haolin Qin, Lin Hai Xu, Jianan Li

neural information processing systems

DOI

2025

BiMAConv: Bimodal Adaptive Convolution for Multispectral Point Cloud Segmentation

Zheng Zhang, Tingfa Xu, Peng Lou, Peng Mei Lv, Tiehong Tian, Jianan Li

IEEE Geoscience and Remote Sensing Letters

DOI

2024

光谱信息扩展的单目标跟踪技术研究进展

许廷发，李天昊，王颖，李佳男

《信号处理》

2024

Unified Single-Stage Transformer Network for Efficient RGB-T Tracking

Jianqiang Xia, Dianxi Shi, Ke Song, Linna Song, Xiaolei Wang, Songchang Jin, Chenran Zhao, Yu Cheng, Lei Jin, Zheng Dong Zhu, Jianan Li, Gang Wang, Junliang Xing, Jian Zhao

DOI

2024

Multi-angle and full-Stokes polarization multispectral images using quarter-wave plate and tunable filter

Axin Fan, Tingfa Xu, Geer Teng, Xi Wang, Chang Xu, Yuhan Zhang, Jianan Li

Scientific Data

DOI

2024

Dual-Stage Hyperspectral Image Classification Model with Spectral Supertoken

Peifu Liu, Tingfa Xu, Jie Wang, Huan Chen, Huiyan Bai, Jianan Li

Lecture notes in computer science

DOI

2024

Multi-scale Change-Aware Transformer for Remote Sensing Image Change Detection

Huan Chen, Tingfa Xu, Zhenxiang Chen, Peifu Liu, Huiyan Bai, Jianan Li

ACM International Conference on Multimedia (ACM MM)

DOI

2024

CVT-Track: Concentrating on Valid Tokens for One-Stream Tracking

Jianan Li, Xiaoying Yuan, Haolin Qin, Ying Wang, Xincong Liu, Tingfa Xu

IEEE Transactions on Circuits and Systems for Video Technology

DOI

2024

Opto‐intelligence spectrometer using diffractive neural networks

Ze Wang, Hang Chen, Jianan Li, Tingfa Xu, Zejia Zhao, Zhengyang Duan, Sheng Gao, Xing Lin

Nanophotonics

DOI

2024

Multi-Step Temporal Modeling for UAV Tracking

Xiaoying Yuan, Tingfa Xu, Xincong Liu, Ying Wang, Haolin Qin, Yuqiang Fang, Jianan Li

IEEE Transactions on Circuits and Systems for Video Technology

DOI

2024

A Lightweight Fusion Strategy With Enhanced Interlayer Feature Correlation for Small Object Detection

Yao Xiao, Tingfa Xu, Xin Yu, Yuqiang Fang, Jianan Li

IEEE Transactions on Geoscience and Remote Sensing

DOI

2024

PointGL: A Simple Global-Local Framework for Efficient Point Cloud Analysis

Jianan Li, Jie Wang, Tingfa Xu

IEEE Transactions on Multimedia

DOI

2024

DMSSN: Distilled Mixed Spectral–Spatial Network for Hyperspectral Salient Object Detection

Haolin Qin, Tingfa Xu, Peifu Liu, Jingxuan Xu, Jianan Li

IEEE Transactions on Geoscience and Remote Sensing

DOI

2024

An Occlusion-Aware Tracker With Local-Global Features Modeling in UAV Videos

Qiuyu Jin, Yuqi Han, Wenzheng Wang, Linbo Tang, Jianan Li, Chenwei Deng

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

DOI

2024

Content-Driven Magnitude-Derivative Spectrum Complementary Learning for Hyperspectral Image Classification

Huiyan Bai, Tingfa Xu, Huan Chen, Peifu Liu, Jianan Li

IEEE Transactions on Geoscience and Remote Sensing

DOI

2024

Feature-Based Knowledge Distillation for Infrared Small Target Detection

Jinglei Xue, Jianan Li, Yuqi Han, Ze Wang, Chenwei Deng, Tingfa Xu

IEEE Geoscience and Remote Sensing Letters

DOI

2024

Edge Feature Enhancement for Fine-Grained Segmentation of Remote Sensing Images

Zhenxiang Chen, Tingfa Xu, Yongzhuo Pan, Ning Shen, Huan Chen, Jianan Li

IEEE Transactions on Geoscience and Remote Sensing

DOI

2024

Region-Based Spectral-Spatial Mutual Induction Network for Hyperspectral Image Reconstruction

Jianan Li, Wangcai Zhao, Tingfa Xu

IEEE Transactions on Computational Imaging

DOI

2024

Enhanced Spectral–Spatial Fusion Network for Multispectral Object Detection in Ground-Aerial Images

Fengxiang Xu, Tingfa Xu, Lang Hong, Peiran Peng, Jiaxin Guo, Jianan Li

IEEE Geoscience and Remote Sensing Letters

DOI

2024

Feature-Enhanced Convolutional Attention for Unstable Rock Detection in Aerial Images

Peiran Peng, Zhenxiang Chen, Jianan Li, Shuaihao Han, Tongtong Gao, Lang Hong, Tingfa Xu

IEEE Geoscience and Remote Sensing Letters

DOI

2024

HEANet: Hierarchical-Feature Enhanced Attention Network for Remote Sensing Change Detection

Feng Mu, Yongzhuo Pan, Jianan Li, Haolin Qin, Ning Shen, Xin Xu, Zhenxiang Chen, Tingfa Xu

Smart innovation, systems and technologies

DOI

2023

深度学习单目标跟踪方法的基础架构研究进展

许廷发，王颖，史国凯，李天昊，李佳男

《光学学报》

2023

基于空-谱编码的压缩感知高光谱计算成像

徐畅，许廷发，史国凯，王茜，樊阿馨，张宇寒，李佳男

《光学学报》

2023

基于点云数据的三维目标检测技术研究进展

李佳男，王泽，许廷发

《光学学报》

2023

The 3rd Anti-UAV Workshop & Challenge: Methods and Results

Jian Zhao, Jianan Li, Lei Jin, Jiaming Chu, Zhihao Zhang, Jun Wang, Jia Xia, K. Wang, Yang Liu, Sadaf Gulshad, Jiao-Jiao Zhao, Tian-Yang Xu, Xue-Feng Zhu, Shihan Liu, Zheng Zhu, Gui-Bo Zhu, Ze-Chao Li, Zheng Wang, Bai-Gui Sun, Yandong Guo, Shin'ichi Satoh, Junliang Xing, J. Shen

arXiv.org

DOI

2023

Evidential Detection and Tracking Collaboration: New Problem, Benchmark and Algorithm for Robust Anti-UAV System

Xue-Feng Zhu, Tian-Hao Xu, Jian-jun Zhao, Jiawen Liu, Kai Wang, G. Wang, Jianan Li, Zhihao Zhang, Qiang Wang, Lei Jin, Zhengyu Zhu, Junliang Xing, Xiao-Jun Wu

arXiv.org

DOI

2023

Factorization Vision Transformer: Modeling Long-Range Dependency With Local Window Cost

Haolin Qin, Daquan Zhou, Tingfa Xu, Ziyang Bian, Jianan Li

IEEE Transactions on Neural Networks and Learning Systems

DOI

2023

MsSVT++: Mixed-Scale Sparse Voxel Transformer With Center Voting for 3D Object Detection

Jianan Li, Shaocong Dong, Lihe Ding, Tingfa Xu

IEEE Transactions on Pattern Analysis and Machine Intelligence

DOI

2023

Searching Region-Free and Template-Free Siamese Network for Tracking Drones in TIR Videos

Bo Huang, Zeyang Dou, Junjie Chen, Jianan Li, Ning Shen, Ying Wang, Tingfa Xu

IEEE Transactions on Geoscience and Remote Sensing

DOI

2023

BACTrack: Building Appearance Collection for Aerial Tracking

Xincong Liu, Tingfa Xu, Ying Wang, Zhinong Yu, Xiaoying Yuan, Haolin Qin, Jianan Li

IEEE Transactions on Circuits and Systems for Video Technology

DOI

2023

Anti-UAV410: A Thermal Infrared Benchmark and Customized Scheme for Tracking Drones in the Wild

Bo Huang, Jianan Li, Junjie Chen, Gang Wang, Jian Cun Zhao, Tingfa Xu

IEEE Transactions on Pattern Analysis and Machine Intelligence

DOI

2023

Spectrum-Driven Mixed-Frequency Network for Hyperspectral Salient Object Detection

Peifu Liu, Tingfa Xu, Huan Chen, Shiyun Zhou, Haolin Qin, Jianan Li

IEEE Transactions on Multimedia

DOI

2023

Sample-adaptive Augmentation for Point Cloud Recognition Against Real-world Corruptions

Jie Wang, Lihe Ding, Tingfa Xu, Shaocong Dong, Xinli Xu, Long Bai, Jianan Li

IEEE/CVF International Conference on Computer Vision (ICCV)

DOI

2023

Spectral-Wise Implicit Neural Representation for Hyperspectral Image Reconstruction

Huan Chen, Wangcai Zhao, Tingfa Xu, Guokai Shi, Shiyun Zhou, Peifu Liu, Jianan Li

IEEE Transactions on Circuits and Systems for Video Technology

DOI

2023

Dynamic Loss for Robust Learning

Shenwang Jiang, Jianan Li, Jizhou Zhang, Ying Wang, Tingfa Xu

IEEE Transactions on Pattern Analysis and Machine Intelligence

DOI

2023

Full-Stokes polarization multispectral images of various stereoscopic objects

Axin Fan, Tingfa Xu, Geer Teng, Xi Wang, Yuhan Zhang, Chang Xu, Xin Sheng Xu, Jianan Li

Scientific Data

DOI

2023

HAFNet: Hierarchical Attentive Fusion Network for Multispectral Pedestrian Detection

Peiran Peng, Tingfa Xu, Bo Huang, Jianan Li

Remote Sensing

DOI

2023

Hyperspectral image joint super-resolution via implicit neural representation

Jizhou Zhang, Tingfa Xu, Shengwang Jiang, Yuhan Zhang, Jianan Li

DOI

2023

MetaSeg: Content-Aware Meta-Net for Omni-Supervised Semantic Segmentation

Shenwang Jiang, Jianan Li, Ying Wang, Wenxuan Wu, Jizhou Zhang, Bo Huang, Tingfa Xu

IEEE Transactions on Neural Networks and Learning Systems

DOI

2023

FusionRCNN: LiDAR-Camera Fusion for Two-Stage 3D Object Detection

Xinli Xu, Shaocong Dong, Tingfa Xu, Lihe Ding, Jie Wang, Peng Jiang, Liqiang Song, Jianan Li

Remote Sensing

DOI

2023

RDFNet: Regional Dynamic FISTA-Net for Spectral Snapshot Compressive Imaging

Shiyun Zhou, Tingfa Xu, Shaocong Dong, Jianan Li

IEEE Transactions on Computational Imaging

DOI

2023

Deep learning reconstruction enables full-Stokes single compression in polarized hyperspectral imaging

Axin Fan, Tingfa Xu, Geer Teng, Xi Wang, Chang Xu, Yuhan Zhang, Xin Sheng Xu, Jianan Li

Chinese Optics Letters

DOI

2023

3D Data Augmented Person Re-identification and Edge-based Implementation

Ziyang Bian, Liang Ma, Jianan Li, Tingfa Xu

Lecture notes in electrical engineering

DOI

2023

Updatable Siamese tracker with two-stage one-shot learning

Xinglong Sun, Haijiang Sun, Jianan Li

Pattern Recognition

DOI

2022

Auto-Learning Correlation-Filter-Based Target State Estimation for Real-Time UAV Tracking

Ziyang Bian, Tingfa Xu, Junjie Chen, Liang Ma, Wenjing Cai, Jianan Li

Remote Sensing

DOI

2022

Compressive full-Stokes polarization and flexible hyperspectral imaging with efficient reconstruction

Axin Fan, Tingfa Xu, Jianan Li, Geer Teng, Xi Wang, Yuhan Zhang, Chang Xu

Optics and Lasers in Engineering

DOI

2022

Integration of Fourier ptychography with machine learning: an alternative scheme

Yiwen Chen, Tingfa Xu, Haixin Sun, Jizhou Zhang, Bo Huang, Jinhua Zhang, Jianan Li

Biomedical Optics Express

DOI

2022

Delving into Sample Loss Curve to Embrace Noisy and Imbalanced Data

Shenwang Jiang, Jianan Li, Ying Wang, Bo Huang, Zhang Zhang, Tingfa Xu

Proceedings of the AAAI Conference on Artificial Intelligence

DOI

2022

Single-Image Super Resolution of Remote Sensing Images with Real-World Degradation Modeling

Jizhou Zhang, Tingfa Xu, Jianan Li, Shenwang Jiang, Yuhan Zhang

Remote Sensing

DOI

2022

Precise and independent position correction strategy for Fourier ptychographic microscopy

Yiwen Chen, Tingfa Xu, Jizhou Zhang, Jinhua Zhang, Jianan Li

Optik

DOI

2022

Backtracking Reconstruction Network for Three-Dimensional Compressed Hyperspectral Imaging

Xi Wang, Tingfa Xu, Yuhan Zhang, Axin Fan, Chang Xu, Jianan Li

Remote Sensing

DOI

2022

Adaptive Label-Constrained Correlation Filter for UAV Tracking

Lei Wang, Jianan Li, Junjie Chen, Ying Wang, Xiangmin Li, Tingfa Xu

International Conference on Advances in Computer Technology, Information Science and Communications (CTISC)

DOI

2022

Learning Spatio-Temporal Attention Based Siamese Network for Tracking UAVs in the Wild

Junjie Chen, Bo Huang, Jianan Li, Ying Wang, Moxuan Ren, Tingfa Xu

Remote Sensing

DOI

2022

Auto-Perceiving Correlation Filter for UAV Tracking

Lei Wang, Jianan Li, Bo Huang, Junjie Chen, Xiangmin Li, Jihui Wang, Tingfa Xu

IEEE Transactions on Circuits and Systems for Video Technology

DOI

2022

MLP-Based Efficient Stitching Method for UAV Images

Moxuan Ren, Jianan Li, Liqiang Song, Hui Li, Tingfa Xu

IEEE Geoscience and Remote Sensing Letters

DOI

2022

ARTracker: Compute a More Accurate and Robust Correlation Filter for UAV Tracking

Junjie Chen, Tingfa Xu, Bo Huang, Ying Wang, Jianan Li

IEEE Geoscience and Remote Sensing Letters

DOI

2022

Pixel-Adaptive Field-of-View for Remote Sensing Image Segmentation

Feng Mu, Jianan Li, Ning Shen, Shiqi Huang, Yongzhuo Pan, Tingfa Xu

IEEE Geoscience and Remote Sensing Letters

DOI

2022

GCANet: A Cross-Modal Pedestrian Detection Method Based on Gaussian Cross Attention Network

Peiran Peng, Feng Mu, Peilin Yan, Liqiang Song, Hui Li, Yu Chen, Jianan Li, Tingfa Xu

Lecture notes in networks and systems

DOI

2021

基于叠层衍射成像的傅里叶叠层显微像差校正方法

张瑾华，张继洲，李佳男，李杰，陈毅文，汪心，王舒珊，许廷发

《光学学报》

2021

The 2nd Anti-UAV Workshop & Challenge: Methods and Results

Jian Zhao, Gang Wang, Jianan Li, Lei Jin, Na-Na Fan, Min Wang, Xiaojuan Wang, Ting Yong, Yafeng Deng, Yandong Guo, Shiming Ge, Guo‐xin Guo

arXiv.org

2021

Cross-Level Channel Attention Network for Fourier Ptychographic Microscopy Reconstruction

Jinhua Zhang, Tingfa Xu, Jizhou Zhang, Yiwen Chen, Jianan Li

IEEE photonics journal

DOI

2021

Four-dimensional compressed spectropolarimetric imaging

Axin Fan, Tingfa Xu, Xu Ma, Jianan Li, Xi Wang, Yuhan Zhang, Chang Xu

Signal Processing

DOI

2021

Learning Context Restrained Correlation Tracking Filters via Adversarial Negative Instance Generation

Bo Huang, Tingfa Xu, Jianan Li, Fei Luo, Qingwang Qin, Junjie Chen

IEEE Transactions on Neural Networks and Learning Systems

DOI

2021

Physics‐based learning with channel attention for Fourier ptychographic microscopy

Jizhou Zhang, Jizhou Zhang, Tingfa Xu, Jianan Li, Yuhan Zhang, Shenwang Jiang, Yiwen Chen, Jinhua Zhang, Jinhua Zhang

Journal of Biophotonics

DOI

2021

SiamSTA: Spatio-Temporal Attention based Siamese Tracker for Tracking UAVs

Bo Huang, Junjie Chen, Tingfa Xu, Ying Wang, Shenwang Jiang, Yun-Cheng Wang, Lei Wang, Jianan Li

IEEE/CVF International Conference on Computer Vision Workshops (ICCVW)

DOI

2021

Adaptive Gaussian-Like Response Correlation Filter for UAV Tracking

Junjie Chen, Tingfa Xu, Jianan Li, Lei Wang, Ying Wang, Xiangmin Li

Lecture notes in computer science

DOI

2020

Leveraging Global and Background Contrast for Salient Object Detection in Hyperspectral Images

Jianhua Hao, Jianan Li, Chenguang Pan, Chen Huang, Tingfa Xu, Haobo Cheng

International Conference on Mechanical, Control and Computer Engineering (ICMCCE)

DOI

2020

BSCF: Learning background suppressed correlation filter tracker for wireless multimedia sensor networks

Bo Huang, Tingfa Xu, Ziyi Shen, Shenwang Jiang, Jianan Li

Ad Hoc Networks

DOI

2020

Attribute-Conditioned Layout GAN for Automatic Graphic Design

Jianan Li, Jimei Yang, Jianming Zhang, Chang Liu, Christina Wang, Tingfa Xu

IEEE Transactions on Visualization and Computer Graphics

DOI

2020

Background perception for correlation filter tracker

Yushan Zhang, Jianan Li, Fan Wu, Lingyue Wu, Tingfa Xu

EURASIP Journal on Wireless Communications and Networking

DOI

2020

LayoutGAN: Synthesizing Graphic Layouts With Vector-Wireframe Adversarial Networks

Jianan Li, Jimei Yang, Aaron Hertzmann, Jianming Zhang, Tingfa Xu

IEEE Transactions on Pattern Analysis and Machine Intelligence

DOI

2019

Transfer learning-based discriminative correlation filter for visual tracking

Bo Huang, Tingfa Xu, Jianan Li, Ziyi Shen, Yiwen Chen

Pattern Recognition

DOI

2019

IdentifyNet for Non-Maximum Suppression

Shenwang Jiang, Tingfa Xu, Jianan Li, Bo Huang, Jie Guo, Ziyang Bian

IEEE Access

DOI

2019

Foreground Feature Enhancement for Object Detection

Shenwang Jiang, Tingfa Xu, Jianan Li, Ziyi Shen, Jie Guo

IEEE Access

DOI

2017

Multistage Object Detection With Group Recursive Learning

Jianan Li, Xiaodan Liang, Jianshu Li, Yunchao Wei, Tingfa Xu, Jiashi Feng, Shuicheng Yan

IEEE Transactions on Multimedia

DOI

2017

Integrated Face Analytics Networks through Cross-Dataset Hybrid Training

Jianshu Li, Shengtao Xiao, Fang Zhao, Jian Cun Zhao, Jianan Li, Jiashi Feng, Shuicheng Yan, Terence Sim

ACM International Conference on Multimedia (ACM MM)

DOI

2017

Deep Attribute-preserving Metric Learning for Natural Language Object Retrieval

Jianan Li, Yunchao Wei, Xiaodan Liang, Fang Zhao, Jianshu Li, Tingfa Xu, Jiashi Feng

ACM International Conference on Multimedia (ACM MM)

DOI

2017

Perceptual Generative Adversarial Networks for Small Object Detection

Jianan Li, Xiaodan Liang, Yunchao Wei, Tingfa Xu, Jiashi Feng, Shuicheng Yan

IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings

DOI

2017

Scale-aware Fast R-CNN for Pedestrian Detection

Jianan Li, Xiaodan Liang, ShengMei Shen, Tingfa Xu, Jiashi Feng, Shuicheng Yan

IEEE Transactions on Multimedia

DOI

2016

Attentive Contexts for Object Detection

Jianan Li, Yunchao Wei, Xiaodan Liang, Jian Dong, Tingfa Xu, Jiashi Feng, Shuicheng Yan

IEEE Transactions on Multimedia

DOI

精选作品

期刊论文

基于深度学习的图像目标检测原理与方法 = Deep learning for image object detection：principles and methods

Adaptive Image Zoom-in with Bounding Box Transformation for UAV Object Detection

S 3 E-Det: A Strict Spatial–Spectral Equivariant Detector for Multispectral Object Detection

VETD220: A Visible-Event Benchmark and Baseline for Tracking Drones

Spectral–Spatiotemporal Prompting for Multispectral UAV Tracking

Event-Guided Spatiotemporal Cube Learning for Infrared Video Small-Object Detection

SGLDet: Spectral-aware Global-Local Dynamic Modeling for Multispectral Aerial Object Detection

Spectral-Aware Proposal Enhancement for Diffusion-Based Multispectral UAV Multi-Object Tracking

MODA: The First Challenging Benchmark for Multispectral Object Detection in Aerial Images

HyperCOD: The First Challenging Benchmark and Baseline for Hyperspectral Camouflaged Object Detection

Efficient Hyperspectral Image Reconstruction Using Lightweight Separate Spectral Transformers

A Dual-Branch Temporal Deep-Supervised Framework for Remote Sensing Change Detection

Fully Rotation-Equivariant Spectral-Spatial Learning for Multispectral Object Detection

Hyperspectral image classification via efficient global spectral supertoken clustering

ESC-MISR: Enhancing Spatial Correlations for Multi-image Super-Resolution in Remote Sensing

MCOD: The First Challenging Benchmark for Multispectral Camouflaged Object Detection

MSITrack: A Challenging Benchmark for Multispectral Single Object Tracking

Bridging 3-D and 2-D Convolution for Hyperspectral Images With Cross-Dimensional Spectral Attention

COXNet: Cross-Layer Fusion With Adaptive Alignment and Scale Integration for RGBT Tiny Object Detection

PPTracker: Tracking UAV Swarms with Prior Prompt

MUST: The First Dataset and Unified Framework for Multispectral UAV Single Object Tracking

Mixed-Granularity Implicit Representation for Continuous Hyperspectral Compressive Reconstruction

FBRT-YOLO: Faster and Better for Real-Time Aerial Image Detection

HSOD-BIT-V2: A Challenging Benchmark for Hyperspectral Salient Object Detection

PAPooling: Graph-based Position Adaptive Aggregation of Local Geometry in Point Clouds

A survey of learning-based no-reference image quality assessment

IRSTD-YOLO: An Improved YOLO Framework for Infrared Small Target Detection

OSFormer: One-Step Transformer for Infrared Video Small Object Detection

FocusTrack: A Self-Adaptive Local Sampling Algorithm for Efficient Anti-UAV Tracking

Hyperspectral Remote Sensing Images Salient Object Detection: The First Benchmark Dataset and Baseline

Spectrum-Oriented Point-Supervised Saliency Detector for Hyperspectral Images

MMOT: The First Challenging Benchmark for Drone-based Multispectral Multi-Object Tracking

BiMAConv: Bimodal Adaptive Convolution for Multispectral Point Cloud Segmentation

光谱信息扩展的单目标跟踪技术研究进展

Unified Single-Stage Transformer Network for Efficient RGB-T Tracking

Multi-angle and full-Stokes polarization multispectral images using quarter-wave plate and tunable filter

Dual-Stage Hyperspectral Image Classification Model with Spectral Supertoken

Multi-scale Change-Aware Transformer for Remote Sensing Image Change Detection

CVT-Track: Concentrating on Valid Tokens for One-Stream Tracking

Opto‐intelligence spectrometer using diffractive neural networks

Multi-Step Temporal Modeling for UAV Tracking

A Lightweight Fusion Strategy With Enhanced Interlayer Feature Correlation for Small Object Detection

PointGL: A Simple Global-Local Framework for Efficient Point Cloud Analysis

DMSSN: Distilled Mixed Spectral–Spatial Network for Hyperspectral Salient Object Detection

An Occlusion-Aware Tracker With Local-Global Features Modeling in UAV Videos

Content-Driven Magnitude-Derivative Spectrum Complementary Learning for Hyperspectral Image Classification

Feature-Based Knowledge Distillation for Infrared Small Target Detection

Edge Feature Enhancement for Fine-Grained Segmentation of Remote Sensing Images

Region-Based Spectral-Spatial Mutual Induction Network for Hyperspectral Image Reconstruction

Enhanced Spectral–Spatial Fusion Network for Multispectral Object Detection in Ground-Aerial Images

Feature-Enhanced Convolutional Attention for Unstable Rock Detection in Aerial Images

HEANet: Hierarchical-Feature Enhanced Attention Network for Remote Sensing Change Detection

深度学习单目标跟踪方法的基础架构研究进展

基于空-谱编码的压缩感知高光谱计算成像

基于点云数据的三维目标检测技术研究进展

The 3rd Anti-UAV Workshop & Challenge: Methods and Results

Evidential Detection and Tracking Collaboration: New Problem, Benchmark and Algorithm for Robust Anti-UAV System

Factorization Vision Transformer: Modeling Long-Range Dependency With Local Window Cost

MsSVT++: Mixed-Scale Sparse Voxel Transformer With Center Voting for 3D Object Detection

Searching Region-Free and Template-Free Siamese Network for Tracking Drones in TIR Videos

BACTrack: Building Appearance Collection for Aerial Tracking

Anti-UAV410: A Thermal Infrared Benchmark and Customized Scheme for Tracking Drones in the Wild

Spectrum-Driven Mixed-Frequency Network for Hyperspectral Salient Object Detection

Sample-adaptive Augmentation for Point Cloud Recognition Against Real-world Corruptions

Spectral-Wise Implicit Neural Representation for Hyperspectral Image Reconstruction

Dynamic Loss for Robust Learning

Full-Stokes polarization multispectral images of various stereoscopic objects

HAFNet: Hierarchical Attentive Fusion Network for Multispectral Pedestrian Detection

Hyperspectral image joint super-resolution via implicit neural representation

MetaSeg: Content-Aware Meta-Net for Omni-Supervised Semantic Segmentation

FusionRCNN: LiDAR-Camera Fusion for Two-Stage 3D Object Detection

RDFNet: Regional Dynamic FISTA-Net for Spectral Snapshot Compressive Imaging

Deep learning reconstruction enables full-Stokes single compression in polarized hyperspectral imaging

3D Data Augmented Person Re-identification and Edge-based Implementation

Updatable Siamese tracker with two-stage one-shot learning

Auto-Learning Correlation-Filter-Based Target State Estimation for Real-Time UAV Tracking

Compressive full-Stokes polarization and flexible hyperspectral imaging with efficient reconstruction

Integration of Fourier ptychography with machine learning: an alternative scheme