Lihe Yang

I am a first-year PhD student at The University of Hong Kong, fortunately supervised by Prof. Hengshuang Zhao.

I received my Bachelor and Master degree from Nanjing University in 2020 and 2023 respectively, fortunately supervised by Prof. Yinghuan Shi.

My current research mainly focuses on robust zero-shot perception, generative perception, and label-efficient learning.

Email  /  Google Scholar  /  Github

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News

2024-02: Depth Anything is accepted by CVPR 2024.

2023-12: I am awarded the NeurIPS 2023 Outstanding Reviewer.

2023-09: One paper on generative perception is accepted by NeurIPS 2023.

2023-09: I start at HKU as a PhD student.

2023-07: Two papers on semi-supervised learning and semantic segmentation are accepted by ICCV 2023.

2023-02: Two papers on semi-supervised semantic segmentation are accepted by CVPR 2023.

2023-02: I am awarded the HKU Presidential PhD Scholarship.

2022-03: One paper on semi-supervised semantic segmentation is accepted by CVPR 2022.

2021-10: I am awarded the National Scholarship.

2021-07: One paper on few-shot segmentation is accepted by ICCV 2021 as an Oral presentation.

Publications

Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data
Lihe Yang, Bingyi Kang, Zilong Huang, Xiaogang Xu, Jiashi Feng, Hengshuang Zhao
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024
Project page / Paper / Code / Demo / Media
game FreeMask: Synthetic Images with Dense Annotations Make Stronger Segmentation Models
Lihe Yang, Xiaogang Xu, Bingyi Kang, Yinghuan Shi, Hengshuang Zhao
Conference on Neural Information Processing Systems (NeurIPS), 2023
Paper / Code / Zhihu
game Shrinking Class Space for Enhanced Certainty in Semi-Supervised Learning
Lihe Yang, Zhen Zhao, Lei Qi, Yu Qiao, Yinghuan Shi, Hengshuang Zhao
IEEE International Conference on Computer Vision (ICCV), 2023
Paper / Code / Zhihu
game Diverse Cotraining Makes Strong Semi-Supervised Segmentor
Yijiang Li, Xinjiang Wang, Lihe Yang, Litong Feng, Wayne Zhang, Ying Gao
IEEE International Conference on Computer Vision (ICCV), 2023
Paper / Code
game Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation
Lihe Yang, Lei Qi, Litong Feng, Wayne Zhang, Yinghuan Shi
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2023
Paper / Code / Zhihu
game Augmentation Matters: A Simple-yet-Effective Approach to Semi-supervised Semantic Segmentation
Zhen Zhao, Lihe Yang, Sifan Long, Jimin Pi, Luping Zhou, Jingdong Wang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2023
Paper / Code
game ST++: Make Self-training Work Better for Semi-supervised Semantic Segmentation
Lihe Yang, Wei Zhuo, Lei Qi, Yinghuan Shi, Yang Gao
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2022
Paper / Code / Zhihu
game Mining Latent Classes for Few-shot Segmentation
Lihe Yang, Wei Zhuo, Lei Qi, Yinghuan Shi, Yang Gao
IEEE International Conference on Computer Vision (ICCV), 2021 (Oral)
Paper / Code
Contests

1st Place, SenseTime Remote Sensing Change Detection Competition, 30,000 RMB Bonus, 2020, Link | Code

2nd Place, The 8th CCF BDCI Remote Sensing Image Segmentation, 20,000 RMB Bonus, 2020, Link

2nd Place, Off Road Image Segmentation Challenge, 200,000 Yen Bonus, 2020, Link

2nd Place, BAAI Ultra-high Resolution EM Images Segmentation, 10,000 RMB Bonus, 2019, Link | Code

Honors

NeurIPS Outstanding Reviewer, NeurIPS, 2023

HKU Presidential PhD Scholarship, The University of Hong Kong, 2023-2027

Tencent Scholarship, Nanjing University, 2022

First Prize Scholarship for Postgraduate Students, Nanjing University, 2020-2022

National Scholarship, Ministry of Education of P.R. China, 2021

First Prize of Excellent Undergraduate Thesis, Nanjing University, 2020

MICCAI Undergraduate Student Travel Award, MICCAI, 2019

Academic Services

Conference Reviewer

  • IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2022-2024
  • IEEE International Conference on Computer Vision (ICCV), 2023
  • European Conference on Computer Vision (ECCV), 2022
  • Conference on Neural Information Processing Systems (NeurIPS), 2023
  • International Conference on Learning Representations (ICLR), 2023-2024
  • International Conference on Machine Learning (ICML), 2024
  • AAAI Conference on Artificial Intelligence (AAAI), 2024
  • International Joint Conference on Artificial Intelligence (IJCAI), 2024

Journal Reviewer

  • IEEE Transactions on Image Processing (TIP)
  • IEEE Transactions on Neural Networks and Learning Systems (TNNLS)
  • IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)
  • IEEE Transactions on Geoscience and Remote Sensing (TGRS)


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