Jiaqing Zhang

Short Bio

My research interests lie in remote sensing information processing, computer vision, and machine learning. Currently, my research topics include:

Remote Sensing Information Processing (遥感信息处理): Hyperspectral/Multimodal Remote Sensing.

Computer Vision (计算机视觉): Object Detection/Fusion/Super-Resolution/Transformer.

News

[2023.12] Recent Works:[DIAnet][MIViT][SwiMDiff][SAR-Net]

[2023.12] One paper is accepted by AAAI (link)!

[2023.10] One paper is accepted by ACM (link)!

[2023.10] Win National Scholarship for PhD Student!

[2023.8] One paper is accepted by RS (link)!

[2023.7] One paper is accepted by TGRS (link)!

[2023.7] One paper is accepted by FPGA Poster !

[2023.3] One paper is accepted by TGRS (link)!

[2023.3] One paper is accepted by TGRS (link)!

[2021.5] One paper is accepted by NN (link)!

[2021.5] Win the first prize of the second "Tianzhi Cup" Artificial Intelligence Challenge!

[2020.12] Win the second prize of high-performance Architecture Group 1 of the first "Intelligent Computing Cup" Challenge!

Publications

SuperYOLO: Super resolution assisted object detection in multimodal remote sensing imagery
Jiaqing Zhang, Jie Lei, Weiying Xie, Zhenman Fang, Yunsong Li, Qian Du
IEEE Transactions on Geoscience and Remote Sensing 61, 1-15
SAR-Net: Multi-scale Direction-aware SAR Network via Global Information Fusion
Mingxiang Cao, Jie Lei, Weiying Xie, Jiaqing Zhang, Daixun Li, Yunsong Li
SwiMDiff: Scene-wide Matching Contrastive Learning with Diffusion Constraint for Remote Sensing Image
Jiayuan Tian, Jie Lei, Jiaqing Zhang, Weiying Xie, Yunsong Li
Multimodal Informative ViT: Information Aggregation and Distribution for Hyperspectral and LiDAR Classification
Jiaqing Zhang, Jie Lei, Weiying Xie, Geng Yang, Daixun Li, Yunsong Li, Karim Seghouane
Distribution-aware Interactive Attention Network and Large-scale Cloud Recognition Benchmark on FY-4A Satellite Image
Jiaqing Zhang, Jie Lei, Weiying Xie, Kai Jiang, Mingxiang Cao, Yunsong Li
[Paper][BibTex] [MIViT-Pytorch]
MDFL: Multi-domain Diffusion-driven Feature Learning
Daixun Li, Weiying Xie, Jiaqing Zhang, Yunsong Li
Proceedings of the AAAI Conference on Artificial Intelligence. 2024.
[Paper] [BibTex]
Invariant Attribute-Driven Binary Bi-Branch Classification of Hyperspectral and LiDAR Images
Jiaqing Zhang, Jie Lei, Weiying Xie, Daixun Li
Remote Sensing 15 (17), 4255
[Paper] [BibTex]
Guided Hybrid Quantization for Object Detection in Remote Sensing Imagery via One-to-one Self-teaching
Jiaqing Zhang, Jie Lei, Weiying Xie, Yunsong Li, Geng Yang, Xiuping Jia
IEEE Transactions on Geoscience and Remote Sensing 61, 1-15
[Paper] [BibTex] [GHOST-Pytorch]
E4SA: An Ultra-Efficient Systolic Array Architecture for 4-Bit Convolutional Neural Networks
Geng Yang, Jie Lei, Zhenman Fang, Jiaqing Zhang, Junrong Zhang, Yunsong Li
FPGA 2024 Poster
A Semantic Transferred Priori for Hyperspectral Target Detection With Spatial-Spectral Association
Jie Lei, Simin Xu, Weiying Xie, Jiaqing Zhang, Yunsong Li, Qian Du
IEEE Transactions on Geoscience and Remote Sensing 61, 1-14
[Paper] [BibTex]
HyBNN: Quantifying and Optimizing Hardware Efficiency of Binary Neural Networks
Geng Yang, Jie Lei, Zhenman Fang, Yunsong Li, Jiaqing Zhang, Weiying Xie
ACM Transactions on Reconfigurable Technology and Systems
[Paper] [BibTex]
Self-spectral learning with GAN based spectral-spatial target detection for hyperspectral image
Weiying Xie, Jiaqing Zhang, Jie Lei, Yunsong Li, Xiuping Jia
Neural Networks, Volume 142, October 2021, Pages 375-387
[Paper] [BibTex] [SSL-SSTD-Matlab&Tenserflow]

Patent

  • Multimodal remote sensing data classification based on graph convolutional networks, Weiying Xie, Yanlin Li, Jiaqing Zhang, Jie Lie, Yunsong Li. (CN202210187175.2 on February 28, 2022)

  • Multimodal remote sensing image classification based on model compression, Weiying Xie, Yanlin Li, Jiaqing Zhang, Jie Lie, Yunsong Li. (CN202210692193.6 on June 17, 2022)

  • Target detection in hyperspectral images based on transfer learning and semantic segmentation, Jie Lie, Simin Xu, Jiaqing Zhang, Weiying Xie,Yunsong Li. (CN202210675976.3 on August 23, 2022)

Honors

  • 2023, National Scholarship for Postgraduate Student, Ministry of Education | 研究生国家奖学金
  • 2023, Second Class Postgraduate Scholarship, Xidian University | 西安电子科技大学二等学业奖学金
  • 2022, Second Class Postgraduate Scholarship, Xidian University | 西安电子科技大学二等学业奖学金
  • 2021, National Scholarship for Postgraduate Student, Ministry of Education | 研究生国家奖学金
  • 2020, Outstanding Graduate Student, Xidian University | 西安电子科技大学优秀研究生
  • 2020, Second Class Postgraduate Scholarship, Xidian University | 西安电子科技大学二等学业奖学金
  • 2019, Outstanding Graduate Student, Xidian University | 西安电子科技大学优秀研究生
  • 2019, First Class Postgraduate Scholarship, Xidian University | 西安电子科技大学一等学业奖学金

Contests

    •   Won the championship of the second "Tianzhi Cup" Artificial Intelligence Challenge. "Cloud-based intelligence based on satellite remote sensing data" and received a grant of 1 million RMB. Weiying Xie, Jie Lie, Jiaqing Zhang, Kai Jiang, Peisen Li.
      获得第二届“天智杯”人工智能挑战赛冠军。“基于卫星遥感数据的云智能别”。获资助100万元。谢卫莹、雷杰、张佳青、蒋恺、李沛森。
    •   Rocky team composed of Xidian University won the second prize of high-performance Architecture Group 1 of the first "Intelligent Computing Cup" "Strong Core Health Soul · Cast base Intelligence" Intelligent Computing Foundation Platform Challenge in 2020.
      西安电子科技大学组成的Rocky队荣获2020年第一届“智算杯”“强芯健魂·铸基智能”智能计算基础平台挑战赛高性能体系结构1组二等奖。
  • Champion of Baidu Paddle Paper Reinvention Challenge, completed the construction of paper Joint Face Detection and Alignment using Multi-task Cascaded Convolutional Networks at paddle framework.[Code]
  • Champion of Baidu Paddle Paper Reinvention Challenge, completed the construction of paper SinGAN: Learning a Generative Model from a Single Natural Image at paddle framework.[Code]
  • The second award of AIINNOVATION AND APPLICATION COMPETITION (AIAC). [Slide][Code]

Reviewer

  • IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
  • IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
  • IEEE Transactions on Geoscience and Remote Sensing (TGRS)
  • IEEE Transactions on Neural Networks and Learning Systems (TNNLS)