Publications

• Ziai Zhou, PV-MambaSeg: Geometry-Enhanced Vision Mamba with Omni-Local Scan for Photovoltaic Cell Defect Segmentation, IEEE Transactions on Industrial Informatics, 2026 paper code
• Ziai Zhou, Chaoyang Song, Shixiong Fang, et al. DSDINet: Deep semantic decoupling and integration photovoltaic solar cell defect segmentation network[J]. Applied Energy, 2026, 419: 128093. paper code
• Shiyan Tong, Jinxia Zhang, et al. RefChess: Training-Free Contextual Search for Zero-Shot Referring Image Segmentation[C]//Forty-third International Conference on Machine Learning, 2026 paper code
• Ying He, Zechao Zhan, Jinxia Zhang, et al. Attention-Enhanced Diffusion with LLM-Driven Prompts for Controllable Defect Generation in Photovoltaic cells[J]. IEEE Transactions on Automation Science and Engineering, 2026. paper
• Min Huang, Jinxia Zhang, Shixiong Fang, Shenghao Dong, Ziai Zhou, Chaoyang Song, Yang Hu, 3D-Aware Semantic Alignment: Joint Global and Local Modeling for 3D Few-shot Anomaly Detection[C]//ICASSP 2026-2026 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, 2026: 5021-5025.
• Hanyu Zhang, Yiming Zhou, Jinxia Zhang, Classifier-Centric Adaptive Framework for Open-Vocabulary Camouflaged Object Segmentation[C]//ICASSP 2026-2026 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, 2026: 10037-10041. paper
• Fengyi Zhang, Shiyan Tong, Jinxia Zhang, Bin Wang, Junyi You, Rongqiu Lv, Jun Chen, Haibo Zeng. Dual Encryption Technology via Laser‐Induced Perovskite Multicolor and Textures Patterning With Artificial Intelligence Recognition, Laser & Photonics Reviews, 2026: e71341.
• Jinxia Zhang, Zechao Zhan, Dehong Gao, Jiale Huang, Yang Hu, Xin Wang, TRAMDiff: Texture Retention fashion image editing with Attention enhancement and Mask prediction in Diffusion Model, IEEE Transactions on Multimedia, 2026. paper
• Chaoyang Song, Jinxia Zhang*, Shixiong Fang, Liping Chen, A domain guided foundation framework for cell level defect segmentation in photovoltaic system, Solar Energy(Q2 top二区, IF=7.188), 2026, 303: 114145.
• Xinyue Lei, Jinxia Zhang*, et cl. Knowledge Distillation Based on Fast Normalization Attention and Auxiliary Multi-Label Recognition for Continual Photovoltaic Defect Segmentation, Renewable Energy (Q1 top一区), 2025, Accepted. paper code
• Jinxia Zhang, Yin Yuan, Xuwen Zhu, Yang Hu, Kaihua Zhang*, Partitioned Observation Network for Camouflaged Object Detection, Pattern Recognition, 2025, Accepted. paper
• Ziai Zhou, Jinxia Zhang*, et cl. Defective Electroluminescence Image Generation for Data Imbalance in Solar Cell Defect Inspection, Journal of Photovoltaics, 2025, Accepted. paper code
• Shenghao Dong, Jinxia Zhang*, Yu Shen, Dehong Gao. Referring Solar Cell Defect Segmentation in Electroluminescence Images. IEEE Transactions ON Industrial Informatics (Q1 top一区), 2025, Accepted. paper code dataset
• Jinxia Zhang, Min Huang, Xinchao Zhu, Haikun Wei, Shixiong Fang and Kanjian Zhang, DICO: Distance-weighted Contrast and Instance Correlation for Salient Object Ranking, Neurocomputing, 2025, Accepted paper code
• Jiale Huang, Dehong Gao, Jinxia Zhang*, et al. FashionFAE: Fine-grained Attributes Enhanced Fashion Vision-Language Pre-training[C]//ICASSP 2025-2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE,2025.(CCF-B) paper
• Yang Hu, Jinxia Zhang*, Kaihua Zhang, et al. Shifting Spotlight for Co-supervision: A Simple yet Efficient Single-branch Network to See Through Camouflage[C]//ICASSP 2025-2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE,2025.(CCF-B) paper
• Zechao Zhan, Dehong Gao, Jinxia Zhang*, et al. MADiff: Text-Guided Fashion Image Editing with Mask Prediction and Attention-Enhanced Diffusion[C]//ICASSP 2025-2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE,2025.(CCF-B) paper
• Yeyuan Wang, Dehong Gao, Lei Yi, Linbo Jin, Jinxia Zhang, Libin Yang, Xiaoyan Cai, Enhancing Fine-Grained Vision-Language Pretraining with Negative Augmented Samples, AAAI, 2025 (CCF-A). paper
• Yeyuan Wang, Dehong Gao, Bin Li, Rujiao Long, Lei Yi, Xiaoyan Cai, Libin Yang, Jinxia Zhang, Shanqing Yu, Qi Xuan. CoF: Coarse to Fine-Grained Image Understanding for Multi-modal Large Language Models, ICASSP, 2025. (CCF-B) paper
• Qingyu Lu, Liang Ding, Kanjian Zhang, Jinxia Zhang, Dacheng Tao. MQM-APE: Toward High-Quality Error Annotation Predictors with Automatic Post-Editing in LLM Translation Evaluators, The 31st International Conference on Computational Linguistics, 2025 (CCF-B). paper
• Jinxia Zhang, Xinyi Chen, Haikun Wei, Kanjian Zhang, A lightweight network for photovoltaic cell defect detection in electroluminescence images based on neural architecture search and knowledge distillation, Applied Energy (Q1 top一区), 2024, 355, 122184. (CCF-A). paper code
• Jinxia Zhang, Yu Shen,Jiacheng Jiang,Shixiong Fang,Liping Chen,Tingting Yan,Zuoyong Li,Kanjian Zhang, Weili Guo, Haikun Wei. Automatic detection of defective solar cells in electroluminescence images via global similarity and concatenated saliency guided network, IEEE Transactions ON Industrial Informatics (Q1 top一区), 2023, 19(6), 7335-7345. paper
• Jingzheng Deng, Jinxia Zhang* et al, RGB-D salient object ranking based on depth stach and truth stack for complex indoor scenes, Pattern Recognition (1区) paper code dataset
• Yu Shen, He, Z., Xu, Z., Wang, Y., Li, C., Jinxia Zhang, Wei, H. . Modeling of photovoltaic modules under common shading conditions. Energy( 1区), 256, 124618，2022. 已检索WOS:000834159800009 paper
• Yu Shen, Tao Fan, Guangzhi Lai, Zhixiong Na, Hu Liu, Ziyao Wang, Yiye Wang, Yiping Jiao, Xinyi Chen, Zhouwei Lou, Jinxia Zhang, Kanjian Zhang, Haikun Wei, Modified U-Net based photovoltaic array extraction from complex scene in aerial infrared thermal imagery. Solar Energy(2区), 240:90-103, 2022 已检索WOS:000809727300004 paper
• Yu Shen, Zhen Xu, Yiye Wang, Chenxi Li, Peizhen Peng, Jinxia Zhang, Kanjian Zhang, Haikun Wei, Temperature Estimation of Partial Shaded Photovoltaic Modules Using a Multi-physics Model, Journal of Photovoltaics(2区), 2022 paper
• Qinghua Ren, Shijian Lu, Jinxia Zhang, Renjie Hu. Salient object detection by fusing local and global contexts. IEEE Transactions on Multimedia(1区), PP(99):1-1, 2020.
• Jinxia Zhang, Krista A. Ehinger, Haikun Wei, Kanjian Zhang, Jingyu Yang. A novel graph-based optimization framework for salient object detection.Pattern Recognition(1区), 64: 39-50, 2017. WOS: 000392682400004. paper
• Jinxia Zhang, Xue Gong, Daryl Fougnie, Jeremy Wolfe. How humans react to changing rewards during visual foraging.Attention Perception & Psychophysics. 79(8): 2299-2309, 2017. WOS: 000414337800005.
• Jinxia Zhang, Shixiong Fang, Krista A. Ehinger, Weili Guo, Wankou Yang, Haikun Wei. Probabilistic Hypergraph Optimization for Salient Object Detection. P368-378,ISciDE2017. WOS:000441466300032.
• Yu Shen, Xinyi Chen, Jinxia Zhang, Liping Xie, Kanjian Zhang and Haikun Wei, A Robust Automatic Method for Removing Projective Distortion of Photovoltaic Modules from Close Shot Images. PRCV, 2020
• Jinxia Zhang, Xue Gong, Daryl Fougnie, Jeremy Wolfe. Using the past to anticipate the future in human foraging behavior.Vision Research, 111:66-74, 2015.WOS:000356027200007.
• Jinxia Zhang, Jundi Ding, Jingyu Yang. Exploiting global rarity, local contrast and central bias for salient region learning. Neurocomputing(2区), 144:569-580, 2014. WOS:000341677800054. paper
• Z. Bylinskii, E. DeGennaro, R. Rajalingham, H. Ruda,Jinxia Zhang*, J.K. Tsotsos(The first 5 authors, listed alphabetically according to last name, contributed equally). Towards the quantitative evaluation of visual attention models,Vision Research, 116:258-268, 2015. WOS: 000364270400013.
• Jinxia Zhang, Krista A. Ehinger, Jundi Ding, Jingyu Yang. A prior-based graph for salient object detection.ICIP , Paris, France, 27-30 October 2014, P1175-1178. WOS:000370063601069.