Selected Publications
STONE: A Submodular Optimization Framework for Active 3D Object Detection
Ruiyu Mao, Sarthak Kumar Maharana, Rishabh K Iyer, Yunhui Guo
NeurIPS 2024
Continual Audio-Visual Sound Separation
Weiguo Pian, Yiyang Nan, Shijian Deng, Shentong Mo, Yunhui Guo, Yapeng Tian
NeurIPS 2024
Not Just Change the Labels, Learn the Features: Watermarking Deep Neural Networks with Multi-View Data
Yuxuan Li, Sarthak Kumar Maharana, Yunhui Guo
ECCV 2024
SkinCON: Towards consensus for the uncertainty of skin cancer sub-typing through distribution regularized adaptive predictive sets (DRAPS)
Zhihang Ren*, Yunqi Li*, Xinyu Li*, Xinrong Xie, Erik P. Duhaime, Kathy Fang, Tapabrata Chakraborty, Yunhui Guo, Stella X. Yu, David Whitney
MICCAI 2024
Unsupervised Feature Learning with Emergent Data-Driven Prototypicality
Yunhui Guo, Youren Zhang, Yubei Chen, Stella X. Yu
CVPR 2024
Segment Every Out-of-Distribution Object
Wenjie Zhao, Jia Li, Xin Dong, Yu Xiang, Yunhui Guo
CVPR 2024
Inconsistency-Based Data-Centric Active Open-Set Annotation
Ruiyu Mao, Ouyang Xu, Yunhui Guo
AAAI 2024
EVOLVE: Enhancing Unsupervised Continual Learning with Multiple Experts
Xiaofan Yu, Tajana Rosing, Yunhui Guo
WACV 2024
VEATIC: Video-based Emotion and Affect Tracking in Context Dataset
Zhihang Ren*, Jefferson Ortega*, Yifan Wang*, Zhimin Chen, Yunhui Guo, Stella X. Yu, David Whitney
WACV 2024
Audio-Visual Class-Incremental Learning
Weiguo Pian, Shentong Mo, Yunhui Guo, Yapeng Tian
ICCV 2023
Imbalanced Lifelong Learning with AUC Maximization
Xiangyu Zhu, Jie Hao, Yunhui Guo, Mingrui Liu
UAI 2023
SCALE: Online Self-Supervised Lifelong Learning without Prior Knowledge
Xiaofan Yu, Yunhui Guo, Sicun Gao, Tajana Rosing
CLVision Workshop@CVPR 2023
Self-Supervised Unseen Object Instance Segmentation via Long-Term Robot Interaction
Yangxiao Lu, Ninad Khargonkar, Zesheng Xu, Charles Averill, Kamalesh Palanisamy, Kaiyu Hang, Yunhui Guo, Nicholas Ruozzi, Yu Xiang
RSS 2023
Modeling Semantic Correlation and Hierarchy for Real-world Wildlife Recognition
Dong-Jin Kim, Zhongqi Miao, Yunhui Guo, Stella X. Yu, Kyle Landolt, Mark Koneff, Travis Harrison
SPL 2023
Unsupervised Hierarchical Semantic Segmentation with Multiview Cosegmentation and Clustering Transformers
Tsung-Wei Ke, Jyh-Jing Hwang, Yunhui Guo, Xudong Wang, Stella Yu
CVPR 2022Oral presentation
CO-SNE: Dimensionality Reduction and Visualization for Hyperbolic Data
Yunhui Guo, Haoran Guo, Stella Yu
CVPR 2022
Clipped Hyperbolic Classifiers Are Super-Hyperbolic Classifiers
Yunhui Guo, Xudong Wang, Yubei Chen, Stella Yu
CVPR 2022
Improve Image-based Skin Cancer Diagnosis with Generative Self-Supervised Learning
Zhihang Ren, Yunhui Guo, Stella X. Yu, David Whitney
CHASE 2021
MAT: Processing In-Memory Acceleration for Long-Sequence Attention
Minxuan Zhou, Yunhui Guo, Weihong Xu, Bin Li, Kevin W. Eliceiri, Tajana Rosing
DAC 2021
Improved Schemes for Episodic Memory-based Lifelong Learning
Yunhui Guo*, Mingrui Liu*, Tianbao Yang, Tajana Rosing. (*equal contribution)
NeurIPS 2020 Spotlight, top 4% submissions
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, Rogerio Feris
ECCV 2020
AdaFilter: Adaptive Filter Fine-tuning for Deep Transfer Learning
Yunhui Guo, Yandong Li, Liqiang Wang, Tajana Rosing
AAAI 2020
SpotTune: Transfer Learning through Adaptive Fine-tuning
Yunhui Guo, Honghui Shi, Abhishek Kumar, Kristen Grauman, Tajana Rosing, Rogério Schmidt Feris
CVPR 2019
Depthwise Convolution is All You Need for Learning Multiple Visual Domains.
Yunhui Guo*, Yandong Li*, Liqiang Wang, Tajana Rosing
*Equal Contribution
AAAI 2019
A Survey on Methods and Theories of Quantized Neural Networks
Yunhui Guo
Understanding Users’ Budgets for Recommendation with Hierarchical Poisson Factorization
Yunhui Guo, Congfu Xu, Hanzhang Song, Xin Wang
IJCAI 2017
Collaborative Expert Recommendation for Community-Based Question Answering
Congfu Xu, Xin Wang, Yunhui Guo
ECML/PKDD 2016
Constrained Preference Embedding for Item Recommendation
Xin Wang, CongFu Xu, Yunhui Guo, Hui Qian
IJCAI 2016
Recommendation Algorithms for Optimizing Hit Rate, User Satisfaction and Website Revenue
Xin Wang, Yunhui Guo, Congfu Xu
IJCAI 2015