BIOGRAPGHY

I am a Master's student at the School of Artificial Intelligence, Xidian University. I am set to obtain my Master's degree in 2025, advised by Prof. Yuwei Guo. For my undergraduate studies, I attended the School of Computer Science at Xidian University, achieving a GPA of 3.7. During my master's program, I have actively contributed to four significant projects in Cross-Modal Person Re-identification (VI-ReID), Brain Age Prediction, and Non-learned Operator based Deep Learning Models.

I intend to pursue a Ph.D. program in Fall 2025 with a focus on Multi-Modal Application, especially within the realms of AI for Human or Societal Benefit. You can reach me at zwhxd2@stu.xidian.edu.cn.

CV / Transcripts / SOP / Reference Letter

EDUCATION AND QUALIFICATIONS

Xidian University Artificial Intelligence (GPA 3.8/4.0) M.S., 2025 (Expected)

Xidian University Computer Science (GPA 3.7/4.0) B.S. 2022

RESEARCH EXPERIENCE

2024

RENet: Reliable and Efficient Cross Modality Learning for Unsupervised Visible and Infrared Person Re-identification (USL-VI-ReID)

Proposed Hashing-based Metric to reliably measure the cross-modal similarity, improving the Rank-1 accuracy by 2.39% compared to the commonly used distance metrics.
Devised a Multi-directional Update module to efficiently bridge the modal gap, achieving SOTA performance.

A 6-month Internship at the Wan Lab, University of Nebraska Medical Center

Collaborated on advancing the project in predicting brain age using local image features of T1-MRI scans.
Optimized and enhanced the Local U-Net for Brain Age Prediction by utilizing the Swin Transformer Block. The code has been open-sourced and is available at Wan Lab.
Received a letter of recommendation.

2023

Transferring Modality-Aware Pedestrian Attentive Learning for Visible-Infrared Person Re-Identification (VI-ReID)

Proposed a data augmentation PedMix, tailored for VI-ReID, effectively improving the mean Average Precision (mAP) by 4.67%.
Introduced a Modality Feature Transfer module, integrating cross-attention and convolution networks with minimum computational overhead, generating discriminative modality-complete features.
Submission Update: AAAI 2024 (3 wa & 1 wr) to TCSVT. The preprint is available at Publication.

Lightweight Directional-Aware Network for Classification

Conducted a comprehensive review of all non-learned operators-based Deep Learning models, providing a classification of current methods.
Introduced a lightweight directional-aware network, achieving state-of-the-art performance at a significantly lower computational cost.
Submitted to Artificial Intelligence Review. (Revision Submitted)

PUBLICATIONS

Yuwei Guo, Wenhao Zhang, Yupeng Gao, Licheng Jiao, Rong Qu, Shuang Wang, Fang Liu, Jiabo Du. (2024). Revisiting Non-Learned Operators Based Deep Learning: A Lightweight Directional-Aware Network for Classification. In Artificial Intelligence Review. (Revision Submitted)
Yuwei Guo, Wenhao Zhang, Licheng Jiao, Jiabo Du, Shuo Wang, Shuang Wang and Liu Fang. (2024). Transferring Modality-Aware Pedestrian Attentive Learning for Visible-Infrared Person Re-identification. In IEEE Transactions on Circuits and Systems for Video Technology. (Under Review)
Yuwei Guo, Wenhao Zhang, Jiabo Du, Licheng Jiao, Rong Qu, Shuang Wang, Fang Liu, Wei Zhan. (2024). RENet: Reliable and Efficient Cross Modality Learning for Unsupervised Visible and Infrared Person Re-identification.
Yuwei Guo, Jiabo Du, Licheng Jiao, Wenhao Zhang, Shuo Wang, Shuang Wang and Liu Fang. (2023). Causal Consistency Model for Semi-supervised Classification. In Knowledge-based Systems. (Under Review)

My current supervisor serves as the first author.

PATENTS

Yuwei Guo, Wenhao Zhang, Jiabo Du, Wei Zhan. (2023). Cross-Modal Pedestrian Re-Identification Method Based on Spatial Data Augmentation and Symmetric Cross-Modal Attention. CN Patent, Application No. 202310838299.7.
Yuwei Guo, Jiabo Du, Wenhao Zhang, Yupeng Gao. (2022). Causal Inference Based Semi-Supervised Image Classification Method. CN Patent, Application No. 202210896650.3.
Yuwei Guo, Yupeng Gao, Jiabo Du, Wenhao Zhang. (2022). Image Classification Method based on Shearlet Networks and Directional Attention Mechanism. CN Patent, Application No. 202211044682.7.

HONORS AND AWARDS

Xidian First-Class Fellowship, Xidian University (2022-2023)
Xidian Scholarship, Xidian University (2018-2022)
Provincial First Prize in the 8th China International College Students ‘Internet+’ Innovation and Entrepreneurship Competition Skills (2022)
Provincial Second Prize in the 7th China International College Students ‘Internet+’ Innovation and Entrepreneurship Competition Skills (2021)

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