ZHANG XIN
👩🏻💻Profile
I am a final-year PhD student of XiDian University supervised by Prof. Yunsong Li and Prof. Weiying Xie. Currently, I am a visiting student in A*STAR Centre for Frontier AI Research (CFAR), Singapore, supervised by Prof. Joey Tianyi Zhou and Dr. Jiawei Du.
My research interests span efficient deep learning, machine learning, and computer vision. Specifically, I am interested in model compression for computer vision models (CNN, ViT), knowledge distillation to both models and datasets, and general CV tasks (foundational model training and downstream applications).
⚡️News!
[2023.10] Win National Scholarship for PhD Student
📝Publications
![Publication Image](./images/TDDS.png)
[CVPR 2024] Spanning Training Progress: Temporal Dual-Depth Scoring (TDDS) for Enhanced Dataset Pruning.
Xin Zhang, Jiawei Du, Yunsong Li, Weiying Xie, Joey Tianyi Zhou.
Xin Zhang, Jiawei Du, Yunsong Li, Weiying Xie, Joey Tianyi Zhou.
![Publication Image](./images/BPL.png)
[IEEE TNNLS 2023] Block-Wise Partner Learning for Model Compression.
Xin Zhang, Weiying Xie, Yunsong Li, Jie Lei, Kai Jiang, Leyuan Fang, Qian Du.
Xin Zhang, Weiying Xie, Yunsong Li, Jie Lei, Kai Jiang, Leyuan Fang, Qian Du.
![Publication Image](./images/REAF.png)
[IEEE TIP 2023] Reaf: Remembering enhancement and entropy-based asymptotic forgetting for filter pruning.
Xin Zhang, Weiying Xie, Yunsong Li, Kai Jiang, Leyuan Fang.
Xin Zhang, Weiying Xie, Yunsong Li, Kai Jiang, Leyuan Fang.
![Publication Image](./images/MDMN.png)
[IEEE TGRS 2023] A Model-Driven Deep Mixture Network for Robust Hyperspectral Anomaly Detection.
Yunsong Li, Kai Jiang, Weiying Xie, Jie Lei, Xin Zhang, Qian Du.
Yunsong Li, Kai Jiang, Weiying Xie, Jie Lei, Xin Zhang, Qian Du.
![Publication Image](./images/RGAN.jpg)
[IEEE TGRS 2022] Rank-aware generative adversarial network for hyperspectral band selection.
Xin Zhang, Weiying Xie, Yunsong Li, Jie Lei, Qian Du, Geng Yang.
Xin Zhang, Weiying Xie, Yunsong Li, Jie Lei, Qian Du, Geng Yang.
![Publication Image](./images/CCSG.png)
[IEEE TGRS 2023] Co-compression via superior gene for remote sensing scene classification.
Weiying Xie, Xiaoyi Fan, Xin Zhang, Yunsong Li, Min Sheng, Leyuan Fang.
Weiying Xie, Xiaoyi Fan, Xin Zhang, Yunsong Li, Min Sheng, Leyuan Fang.
![Publication Image](./images/OSCAR.jpg)
[IEEE TGRS 2022] Algorithm/hardware codesign for real-time on-satellite CNN-based ship detection in SAR imagery.
Geng Yang, Jie Lei, Weiying Xie, Zhenman Fang, Yunsong Li, Jiaxuan Wang, Xin Zhang.
Geng Yang, Jie Lei, Weiying Xie, Zhenman Fang, Yunsong Li, Jiaxuan Wang, Xin Zhang.
![Publication Image](./images/LRMF.jpg)
[IEEE TC 2021] Filter pruning via learned representation median in the frequency domain.
Xin Zhang, Weiying Xie, Yunsong Li, Jie Lei, Qian Du.
Xin Zhang, Weiying Xie, Yunsong Li, Jie Lei, Qian Du.
![Publication Image](./images/WSLRR.png)
[IEEE TC 2021] Weakly supervised low-rank representation for hyperspectral anomaly detection.
Weiying Xie, Xin Zhang, Yunsong Li, Jie Lei, Jiaojiao Li, Qian Du.
Weiying Xie, Xin Zhang, Yunsong Li, Jie Lei, Jiaojiao Li, Qian Du.
![Publication Image](./images/DBLP.jpg)
[IEEE Jstar 2020] Background learning based on target suppression constraint for hyperspectral target detection.
Weiying Xie, Xin Zhang, Yunsong Li, Keyan Wang, Qian Du.
Weiying Xie, Xin Zhang, Yunsong Li, Keyan Wang, Qian Du.