Xiang Zhang

About me

I am currently a lecturer in the School of Information Science and Technology at Northwest University, China. I received the PhD degree from Northwest University of China in 2022. My research interests include machine learning, computer vision, pattern recognition and Fine-grained image analysis.

Recent Publications (IEEE Xplore)

Movable Object Detection in Remote Sensing Images via Dynamic Automatic Learning
Xiang Zhang, Hangzai Luo,Sheng Zhong, Lei Tang,Jinye Peng,Jianping Fan
in IEEE Transactions on Geoscience and Remote Sensing (TGRS), vol. 61, pp. 1-14, 2023, Art no. 2001314, doi: 10.1109/TGRS.2023.3270496. (中科院一区), 2023

[paper]

Boundary-Aware Bilateral Fusion Network for Cloud Detection
Chao Zhao,Xiang Zhang*（通讯作者）, Nailiang Kuang, Hangzai Luo, Sheng Zhong, Jianping Fan
IEEE Transactions on Geoscience and Remote Sensing, doi: 10.1109/TGRS.2023.3276750. (中科院一区), 2023

[paper]

A benchmark dataset and approach for fine-grained visual categorization n complex scenes[J]
Xiang Zhang, Keran Zhang, Wanqing Zhao, Hangzai Luo, Sheng Zhong, Lei Tang, Jinye Peng
Digital Signal Processing, 2023, 137: 104033. (中科院三区), 2023

[paper]

Guided Filter Network for Semantic Image Segmentation
Xiang Zhang and Zhao, Wanqing, and Wei, Zhang and Peng, Jinye and Fan, Jianping
IEEE Transactions on Image Processing, Vol. 31, pp. 2695-2709, 2022. (中科院一区，图像处理领域顶级期刊，CCF A类期刊), 2022

[paper]

Class Guided Channel Weighting Network for Fine-Grained Semantic Segmentation
Xiang Zhang and Zhao, Wanqing, and Luo, Hangzai and Peng, Jinye and Fan, Jianping
Association for the Advancement of Artificial Intelligence (AAAI), 2022. (人工智能顶级会议，CCF A类会议)

[paper]

Automatic Learning for Object Detection
Xiang Zhang, Chao Zhao, Hangzai Luo, Wanqing Zhao, Sheng Zhong, Lei Tang, Jinye Peng, Jianping Fan
Neurocomputing, 2022, 484: 260-272. (中科院二区)

[paper]

Detail-Aware Multiscale Context Fusion Network for Cloud Detection
Chao Zhao, Xiang Zhang, Hangzai Luo, Sheng Zhong, Lei Tang, Jinye Peng, Jianping Fan
IEEE Geoscience and Remote Sensing Letters, 2022, 19: 1-5. (中科院二区)

[paper]

Location-Guided Coarse-to-Fine Network for whole Heart Segmentation
Xiang Zhang, Xiao Zhang, Hangzai Luo, Sheng Zhong, Lei Tang
2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI). IEEE, 2022: 1-5.

[paper]

Semi-Supervised Cloud Detection for Remote Sensing Imagery via Self-Training
Chao Zhao, Xiang Zhang, Hangzai Luo, Sheng Zhong, Lei Tang, Jinye Peng, Jianping Fan
ICICCA 2022.

[paper]

Hierarchical bilinear convolutional neural network for image classification
Xiang Zhang, Lei Tang, Hangzai Luo, Sheng Zhong, Ziyu Guan, Long Chen, Chao Zhao, Jinye Peng, Jianping Fan
IET Computer Vision, 2021, 15(3): 197-207. (中科院四区)

[paper]

Plant recognition via leaf shape and margin features
Xiang Zhang, Wanqing Zhao,Hangzai Luo,Long Chen,Jinye Peng,Jianping Fan
Multimedia Tools and Applications, 2019, 78(19): 27463-27489. (中科院四区)

[paper]

Multilayer feature descriptors fusion CNN models for fine-grained visual recognition
Yong Hou, Hangzai Luo, Wanqing Zhao, Xiang Zhang, Jun Wang, Jinye Peng
Computer Animation and Virtual Worlds, 2019, 30(3-4): e1897. (中科院四区)

[paper]

Fast QR code detection
Xiang Zhang, Hangzai Luo,Jinye Peng,Jianping Fan,Long Chen
2017 International Conference on the Frontiers and Advances in Data Science (FADS). IEEE, 2017: 151-154.

[paper]

Patents

一种基于人工智能的遥感田埂界线检测方法、系统、计算机设备及存储介质

张翔，唐磊等,（专利号：202110462416.5，已受理）

一种基于目标分割的小样本训练方法

张翔，钟升等（专利号：202110464870.4，已受理）

一种像素级标签自动生成模型构建、自动生成方法及装置

范建平，张翔等，（专利号：201910729399.X，已授权）

一种基于双线性结构的层级分类方法

范建平，张翔等，（专利号：201910548377.3，第4486018号，已授权）

一种双线性特征融合的细粒度概念模型及学习方法

彭进业，侯勇，张翔等，（专利号：201811451741.6，第5513220号，已授权）

一种基于叶片形状和边缘特征的植物叶片识别方法

范建平，刘鑫昱，张翔等，（专利号：20171014195.4，第3447407号，已授权）

Datasets

NWU-ABC-MRSI Dataset

NWU-ABC-MRSI dataset contains 10242 multi-temporal remote sensing images of 3 object categories (i.e., vehicle, aeroplane, and ship). This dataset is publicly shared at https://github.com/XZNWU/NWU-ABC-MRSI/.

Please cite the following paper when you use this dataset fully or partly:

Xiang Zhang, Hangzai Luo, Sheng Zhong, Lei Tang, Jinye Peng, Jianping Fan, "Movable Object Detection in Remote Sensing Images via Dynamic Automatic Learning," in IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-14, 2023, Art no. 2001314, doi: 10.1109/TGRS.2023.3270496.

AIBD-Cars Dataset

Identifying the detailed model of a car from an image is challenging for anyone but car experts, and collecting and labeling large-scale fine-grained data is daunting in general. We have constructed a fine-grained dataset named AIBD-Cars, which contains 28471 car images with complex backgrounds belonging to 196 fine-grained classes. This dataset is publicly available at https://github.com/XZNWU/AIBD-Cars.

Please cite the following paper when you use this dataset fully or partly:

Xiang Zhang, Keran Zhang, Wanqing Zhao, Hangzai Luo, Sheng Zhong, Lei Tang, Jinye Peng, Jianping Fan, "A benchmark dataset and approach for fine-grained visual categorization in complex scenes," in Digital Signal Processing, 2023, 137: 104033.