谷雨斌Yubin Gu

厦门大学 · 计算机科学与技术 · 博士研究生 Ph.D. Candidate · Computer Science · Xiamen University

📧 guyubin AT stu.xmu.edu.cn 🔗 GitHub 🎓 Google Scholar 🎓 dblp

▎ 关于我About Me

我是厦门大学 MAC实验室 的博士研究生（计算机科学与技术），研究方向为人工智能与计算机视觉。在导师孙晓帅教授和纪荣嵘教授的指导下，我的研究兴趣包含底层视觉、目标分割/检测、大模型、多模态大模型表征学习等。迄今为止，我已在 CVPR、AAAI、IJCV、PR、TGARS、ICANN 等国际会议和期刊发表10余篇论文，并拥有 3 项国家授权发明专利。我热爱技术研究，致力于将理论成果转化为实际应用，解决真实世界中的复杂问题。

I am a Ph.D. candidate at Xiamen University, specializing in Artificial Intelligence and Computer Vision. Under the supervision of Prof. Xiaoshuai Sun and Prof. Rongrong Ji, my research focuses on low-level vision, object segmentation/detection, and multi-modal large model representation learning. To date, I have published 10+ papers in top-tier conferences and journals such as CVPR, AAAI, PR, TGARS, and ICANN, and hold 3 national invention patents.

深度学习Deep Learning 计算机视觉Computer Vision 多模态大模型Multi-modal LLMs 图像分割/检测Segmentation/Detection

▎ 论文 (* 表示通讯作者)Publications (* denotes corresponding author)

2026

Boosting Filter Optimization and Prompt-Guided Decoding for Mixed Degradation Image Restoration

CCF-A

Yubin Gu, Yuan Meng, Xiaoshuai Sun*, Jiayi Ji, Rongrong Ji

IJCV | First Author | Accepted

CrackSSM: Reviving SSMs for Crack Segmentation via Dynamic Scanning

CCF-A

Yubin Gu, Boyang Hou, Yuan Meng, Wenting Luo, Jiayi Ji, Xiaoshuai Sun*

CVPR 2026 | First Author | Accepted

Wavelet-based Learning and Optimized Sampling for Image Deraining

JCR-Q1 CCF-B

Yuan Meng, Yubin Gu (Co-first), Xiaoshuai Sun*, Jiayi Ji, Weijian Ruan, Rongrong Ji

Pattern Recognition 2026 | Co-first Author | Accepted

TRT: Harnessing Tensor Ring Transformer for Hyperspectral Image Super-Resolution

CCF-A Oral

Honghui Xu, Junwei Zhu, Yubin Gu, Yueqian Quan, Chuangjie Fang, Hong Qiu, Jianwei Zheng*

AAAI 2026 | Oral | Accepted

2025

ACL: Activating Capability of Linear Attention for Image Restoration

CCF-A

Yubin Gu, Yuan Meng, Jiayi Ji, Xiaoshuai Sun*

CVPR 2025 | First Author | Accepted

SFIR: Optimizing Spatial and Frequency Domains for Image Restoration

JCR-Q1 CCF-B

Yubin Gu, Yuan Meng, Siting Chen, Jiayi Ji, Xiaoshuai Sun*, Weijian Ruan, Rongrong Ji

Pattern Recognition 2025 | First Author | Accepted

Optical Remote Sensing Image Salient Object Detection via Bidirectional Cross-Attention and Attention Restoration

JCR-Q1 CCF-B

Yubin Gu, Siting Chen, Xiaoshuai Sun*, Jiayi Ji, Yiyi Zhou, Rongrong Ji

Pattern Recognition 2025 | First Author | Accepted

2024 及之前2024 and Earlier

Cascade-Transform-based Tensor Nuclear Norm for Hyperspectral Image Super-Resolution

JCR-Q1 CCF-B

Honghui Xu, Chuangjie Fang, Yilin Ge, Yubin Gu, Jianwei Zheng*

IEEE TGARS 2024 | Accepted

ORSI Salient Object Detection via Bidimensional Attention and Full-stage Semantic Guidance

JCR-Q1 CCF-B

Yubin Gu, Honghui Xu, Yueqian Quan, Wanjun Chen, Jianwei Zheng*

IEEE TGARS 2023 | First Author | Accepted

Boosting Feature-Aware Network for Salient Object Detection

CCF-C

Jianwei Zheng (Advisor), Yubin Gu, Yuchao Feng, Jinshan Xu, Meiyu Zhang*

ICANN 2022 | Accepted

▎ 实习经历Internships

阿里巴巴-淘天集团Alibaba - Taotian Group

2025.09 – 至今Present

多模态大模型算法实习生 · 杭州Multi-modal Large Model Algorithm Intern · Hangzhou

主导基于多模态大模型的多源数据表征学习算法研究Lead research on multi-source data representation learning based on multi-modal LLMs

浙江大学计算机创新研究院Zhejiang Univ. Computer Innovation Institute

2022.03 – 2022.06

图像算法实习生 · 杭州Image Algorithm Intern · Hangzhou

图像超分辨率算法研究Single image super-resolution research

▎ 获奖荣誉Honors & Awards

国家奖学金National Scholarship · 2020
浙江省政府奖学金Zhejiang Province Govt. Scholarship · 2017, 2018
燕宝奖学金Yanbao Scholarship · 2026
浙江省优秀毕业生Zhejiang Outstanding Graduate · 2020, 2023
全国大学生程序设计天梯赛一等奖National CCPC Ladder 1st Prize · 2018
CCPC全国邀请赛银奖CCPC National Invitational Silver · 2017
ICPC亚洲区预赛铜奖ICPC Asia Regional Bronze · 2019
浙江省大学生程序设计竞赛三等奖ZJ Province Programming 3rd Prize · 2019

▎ 学术服务Academic Service

期刊论文审稿人Journal Reviewer

  • IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
  • International Journal of Computer Vision (IJCV)
  • IEEE Transactions on Image Processing (TIP)
  • IEEE Transactions on Multimedia (TMM)
  • IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)
  • Visual Intelligence
  • IEEE Sensors Journal
  • IEEE JSTARS
  • The Visual Computer

会议论文审稿人Conference Reviewer

  • IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
  • IEEE/CVF International Conference on Computer Vision (ICCV)
  • European Conference on Computer Vision (ECCV)
  • International Conference on Machine Learning (ICML)
  • Conference on Neural Information Processing Systems (NeurIPS)
  • International Conference on Learning Representations (ICLR)
  • AAAI Conference on Artificial Intelligence (AAAI)
  • ACM International Conference on Multimedia (ACM MM)
  • IEEE International Conference on Multimedia and Expo (ICME)
  • British Machine Vision Conference (BMVC)

学术荣誉Academic Honors

  • AAAI 2026 Oral AAAI 2026 Oral Presentation
  • CVPR 2026 杰出审稿人 CVPR 2026 Outstanding Reviewer