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Instance Segmentation of Unlabeled Modalities via Cyclic Segmentation GAN


Apr 06, 2022
Leander Lauenburg, Zudi Lin, Ruihan Zhang, Márcia dos Santos, Siyu Huang, Ignacio Arganda-Carreras, Edward S. Boyden, Hanspeter Pfister, Donglai Wei

* 13 pages with appendix 

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Boosting Active Learning via Improving Test Performance


Dec 10, 2021
Tianyang Wang, Xingjian Li, Pengkun Yang, Guosheng Hu, Xiangrui Zeng, Siyu Huang, Cheng-Zhong Xu, Min Xu

* AAAI 2022 
* 13 pages 

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FINO: Flow-based Joint Image and Noise Model


Nov 11, 2021
Lanqing Guo, Siyu Huang, Haosen Liu, Bihan Wen


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AutoGCL: Automated Graph Contrastive Learning via Learnable View Generators


Sep 21, 2021
Yihang Yin, Qingzhong Wang, Siyu Huang, Haoyi Xiong, Xiang Zhang


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Cross-Model Consensus of Explanations and Beyond for Image Classification Models: An Empirical Study


Sep 02, 2021
Xuhong Li, Haoyi Xiong, Siyu Huang, Shilei Ji, Dejing Dou


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Semi-Supervised Active Learning with Temporal Output Discrepancy


Jul 29, 2021
Siyu Huang, Tianyang Wang, Haoyi Xiong, Jun Huan, Dejing Dou

* ICCV 2021. Code is available at https://github.com/siyuhuang/TOD 

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ReLLIE: Deep Reinforcement Learning for Customized Low-Light Image Enhancement


Jul 13, 2021
Rongkai Zhang, Lanqing Guo, Siyu Huang, Bihan Wen

* Accepted by ACM MM 2021 

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Practical Assessment of Generalization Performance Robustness for Deep Networks via Contrastive Examples


Jun 20, 2021
Xuanyu Wu, Xuhong Li, Haoyi Xiong, Xiao Zhang, Siyu Huang, Dejing Dou


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BM-NAS: Bilevel Multimodal Neural Architecture Search


Apr 19, 2021
Yihang Yin, Siyu Huang, Xiang Zhang, Dejing Dou


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ArtFlow: Unbiased Image Style Transfer via Reversible Neural Flows


Apr 09, 2021
Jie An, Siyu Huang, Yibing Song, Dejing Dou, Wei Liu, Jiebo Luo

* CVPR 2021 Accepted 

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