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Multitask AET with Orthogonal Tangent Regularity for Dark Object Detection



Ziteng Cui , Guo-Jun Qi , Lin Gu , Shaodi You , Zenghui Zhang , Tatsuya Harada

* ICCV 2021. Low-light object detection, code link: https://github.com/cuiziteng/MAET 

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CTCNet: A CNN-Transformer Cooperation Network for Face Image Super-Resolution



Guangwei Gao , Zixiang Xu , Juncheng Li , Jian Yang , Tieyong Zeng , Guo-Jun Qi

* 12 pages, 10 figures, 8 tables 

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CaCo: Both Positive and Negative Samples are Directly Learnable via Cooperative-adversarial Contrastive Learning



Xiao Wang , Yuhang Huang , Dan Zeng , Guo-Jun Qi

* 10 pages, 5 figures, 7 tables 

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Dual-Flattening Transformers through Decomposed Row and Column Queries for Semantic Segmentation



Ying Wang , Chiuman Ho , Wenju Xu , Ziwei Xuan , Xudong Liu , Guo-Jun Qi


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RestoreDet: Degradation Equivariant Representation for Object Detection in Low Resolution Images



Ziteng Cui , Yingying Zhu , Lin Gu , Guo-Jun Qi , Xiaoxiao Li , Peng Gao , Zenghui Zhang , Tatsuya Harada

* 11 pages, 3figures 

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Cross-domain Contrastive Learning for Unsupervised Domain Adaptation



Rui Wang , Zuxuan Wu , Zejia Weng , Jingjing Chen , Guo-Jun Qi , Yu-Gang Jiang


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Self-Supervised Graph Representation Learning via Topology Transformations



Xiang Gao , Wei Hu , Guo-Jun Qi


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Contrastive Learning with Stronger Augmentations



Xiao Wang , Guo-Jun Qi

* 10 pages, 6 figures 

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Hierarchical Deep CNN Feature Set-Based Representation Learning for Robust Cross-Resolution Face Recognition



Guangwei Gao , Yi Yu , Jian Yang , Guo-Jun Qi , Meng Yang

* IEEE Transactions on Circuits and Systems for Video Technology, 11 pages, 9 figures 

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Self-Supervised Multi-View Learning via Auto-Encoding 3D Transformations



Xiang Gao , Wei Hu , Guo-Jun Qi


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