We would like to thank the authors of our highly cited papers published from 2023 to 2025 and introduce our readers to some of the journal's most impactful research. We hope you find the articles interesting.

• FusionMamba: dynamic feature enhancement for multimodal image fusion with Mamba (223 Citations)
  by Xinyu Xie, Yawen Cui, Tao Tan, Xubin Zheng & Zitong Yu
• Advances in deep concealed scene understanding (134 Citations)
  by Deng-Ping Fan, Ge-Peng Ji, Peng Xu, Ming-Ming Cheng, Christos Sakaridis & Luc Van Gool
• An overview of large AI models and their applications (70 Citations)
  by Xiaoguang Tu, Zhi He, Yi Huang, Zhi-Hao Zhang, Ming Yang & Jian Zhao
• A survey on deep learning for polyp segmentation: techniques, challenges and future trends  (55 Citations)
  by Jiaxin Mei, Tao Zhou, Kaiwen Huang, Yizhe Zhang, Yi Zhou, Ye Wu & Huazhu Fu
• Mini-InternVL: a flexible-transfer pocket multi-modal model with 5% parameters and 90% performance (50 Citations)
  by Zhangwei Gao, Zhe Chen, Erfei Cui, Yiming Ren, Weiyun Wang, Jinguo Zhu, Hao Tian, Shenglong Ye, Junjun He, Xizhou Zhu, Lewei Lu, Tong Lu, Yu Qiao, Jifeng Dai & Wenhai Wang
• Effectiveness assessment of recent large vision-language models (43 Citations)
  by Yao Jiang, Xinyu Yan, Ge-Peng Ji, Keren Fu, Meijun Sun, Huan Xiong, Deng-Ping Fan & Fahad Shahbaz Khan
• Learning convolutional multi-level transformers for image-based person re-identification (38 Citations)
  by Peilei Yan, Xuehu Liu, Pingping Zhang & Huchuan Lua
• Overview of intelligent video coding: from model-based to learning-based approaches (36 Citations)
  by Siwei Ma, Junlong Gao, Ruofan Wang, Jianhui Chang, Qi Mao, Zhimeng Huang & Chuanmin Jia
• Continual learning with Bayesian model based on a fixed pre-trained feature extractor (35 Citations)
  by Yang Yang, Zhiying Cui, Junjie Xu, Changhong Zhong, Wei-Shi Zheng & Ruixuan Wang
• Learning spatio-temporal discriminative model for affine subspace based visual object tracking (35 Citations)
  by Tianyang Xu, Xue-Feng Zhu & Xiao-Jun Wu