Yiyou Sun

Most-cited papers

Out-of-distribution Detection with Deep Nearest Neighbors
Yiyou Sun, Yifei Ming, Xiao-Jin Zhu, Yi-Xuan Li
2022International Conference on Machine Learning969 citations Open access
Semantic Scholar
ReAct: Out-of-distribution Detection With Rectified Activations
Yiyou Sun, Chuan Guo, Yi-Xuan Li
2021Neural Information Processing Systems742 citations
Semantic Scholar
OpenOOD: Benchmarking Generalized Out-of-Distribution Detection
Jingkang Yang, Pengyun Wang, Dejian Zou, Zitang Zhou +12 more
2022Neural Information Processing Systems421 citations Open access
Semantic Scholar
Delving into Out-of-Distribution Detection with Vision-Language Representations
Yifei Ming, Ziyan Cai, Jiuxiang Gu, Yiyou Sun +2 more
2022Neural Information Processing Systems323 citations Open access
Semantic Scholar
OpenOOD v1.5: Enhanced Benchmark for Out-of-Distribution Detection
Jingyang Zhang, Jingkang Yang, Pengyun Wang, Haoqi Wang +10 more
2023J. Data-centric Mach. Learn. Res.242 citations Open access
Semantic Scholar
DICE: Leveraging Sparsification for Out-of-Distribution Detection
Yiyou Sun, Yi-Xuan Li
2021European Conference on Computer Vision240 citations Open access
Semantic Scholar
How to Exploit Hyperspherical Embeddings for Out-of-Distribution Detection?
Yifei Ming, Yiyou Sun, Ousmane Amadou Dia, Yi-Xuan Li
2022International Conference on Learning Representations177 citations
Semantic Scholar
Rethinking Domain Generalization for Face Anti-spoofing: Separability and Alignment
Yiyou Sun, Yaojie Liu, Xiaoming Liu, Yi-Xuan Li +1 more
2023Computer Vision and Pattern Recognition115 citations Open access
Semantic Scholar
Dream the Impossible: Outlier Imagination with Diffusion Models
Xuefeng Du, Yiyou Sun, Xiao-Jin Zhu, Yi-Xuan Li
2023Neural Information Processing Systems114 citations Open access
Semantic Scholar
OpenCon: Open-world Contrastive Learning
Yiyou Sun, Yi-Xuan Li
2022Trans. Mach. Learn. Res.64 citations
Semantic Scholar
A Graph-Theoretic Framework for Understanding Open-World Semi-Supervised Learning
Yiyou Sun, Zhenmei Shi, Yixuan Li
2023Neural Information Processing Systems39 citations
Semantic Scholar
How to Overcome Curse-of-Dimensionality for Out-of-Distribution Detection?
Soumya Suvra Ghosal, Yiyou Sun, Yixuan Li
2023AAAI Conference on Artificial Intelligence31 citations
Semantic Scholar
When and How Does Known Class Help Discover Unknown Ones? Provable Understanding Through Spectral Analysis
Yiyou Sun, Zhenmei Shi, Ying-Yu Liang, Yi-Xuan Li
2023International Conference on Machine Learning28 citations Open access
Semantic Scholar
CIDER: Exploiting Hyperspherical Embeddings for Out-of-Distribution Detection
Yifei Ming, Yiyou Sun, Ousmane Amadou Dia, Yi-Xuan Li
2022arXiv.org28 citations Open access
Semantic Scholar
Adaptive Activation Thresholding: Dynamic Routing Type Behavior for Interpretability in Convolutional Neural Networks
Yiyou Sun, S. Ravi, Vikas Singh
2019IEEE International Conference on Computer Vision18 citations
Semantic Scholar
Revisiting Score Propagation in Graph Out-of-Distribution Detection
Longfei Ma, Yiyou Sun, Kai-Ze Ding, Zemin Liu +1 more
2024Neural Information Processing Systems16 citations
Semantic Scholar
When and How Does In-Distribution Label Help Out-of-Distribution Detection?
Xuefeng Du, Yiyou Sun, Yixuan Li
2024International Conference on Machine Learning11 citations
Semantic Scholar
Faster R-CNN based autonomous navigation for vehicles in warehouse
Yiyou Sun, Tong-Hua Su, Zhiying Tu
2017IEEE International Conference on Advanced Intelligent Mechatronics11 citations
Semantic Scholar
Open-world Contrastive Learning
Yiyou Sun, Yi-Xuan Li
2022arXiv.org7 citations Open access
Semantic Scholar
On the Effectiveness of Sparsification for Detecting the Deep Unknowns
Yiyou Sun, Yi-Xuan Li
2021arXiv.org6 citations
Semantic Scholar
Detecting and Learning Out-of-Distribution Data in the Open world: Algorithm and Theory
Yiyou Sun
2023arXiv.org1 citations Open access
Semantic Scholar