Dr. Yunhui Guo
Assistant Professor
Degrees:
- Ph.D., Computer Science, University of California San Diego, 2020
- M.S., Computer Science, Zhejiang University, 2017
- B.S., Communication Engineering, University of Electronic Science and Technology of China, 2014
Research Interests:
- Deep Learning
- Machine Learning
- Computer Vision
- Edge Computing
Major Honors and Awards:
- 2019 UCSD Research Expo Best Poster Award
- Outstanding Graduate of Zhejiang University, 2017
Representative Publications:
- Unsupervised Hierarchical Semantic Segmentation with Multiview Cosegmentation and Clustering Transformers. Tsung-Wei Ke, Jyh-Jing Hwang, Yunhui Guo, Xudong Wang, Stella Yu, in Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022.
- CO-SNE: Dimensionality Reduction and Visualization for Hyperbolic Data. Yunhui Guo, Haoran Guo, Stella Yu, in Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022.
- Improved Schemes for Episodic Memory-based Lifelong Learning. Yunhui Guo, Mingrui Liu, Tianbao Yang, Tajana Rosing, Advances in Neural Information Processing Systems (NeurIPS), 2020.
- SpotTune: Transfer Learning through Adaptive Fine-tuning. Yunhui Guo, Honghui Shi, Abhishek Kumar, Kristen Grauman, Tajana Rosing, Rogério Feris, in Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2019.
- A Broader Study of Cross-domain Few-shot Learning. Yunhui Guo, Noel C. Codella, Leonid Karlinsky, James V. Codella, John R. Smith, Kate Saenko, Tajana Rosing, Rogério Feris, in European Conference on Computer Vision (ECCV), 2020.
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