Qingji Guan (管 庆吉)
About Me
I’m now a postdoctoral researcher at School of Computer and Information Technology, Beijing Jiaotong University, hosted by Prof. Yao Zhao and Prof. Yunchao Wei. I am also working with Prof. Xuezhong Zhou and Prof. Yaping Huang.
I obtained my Ph.D. degree in computer science and technology at BJTU, supervised by Prof. Yaping Huang. I am also a PhD candidate in computer science at ReLER lab, AAII, UTS, supervised by Prof. Yi Yang.
My research interests lie in deep learning for medical imaging, especially computer-aided disease diagnosis in chest X-rays and remote physiological measurement from facial videos.
Email: qjguan@bjtu.edu.cn
News
- [11/2021] Our paper towards on semi-supervised semantic segmentation was accepted by TIP.
- [07/2021] One paper about fine-grained edge detection was accepted by ICCV 2021 as oral presentation.
Publications
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Learning with Pixel-level Label Noise for Semi-supervised Semantic Segmentation. Rumeng Yi, Yaping Huang, Qingji, Guan, Mengyang Pu, Runsheng Zhang. IEEE Transactions Image Processing (TIP), 2021.
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RINDNet: Edge Detection for Discontinuity in Reflectance, Illumination, Normal and Depth. Mengyang Pu, Yaping Huang, Qingji Guan, Haibin Ling. ICCV 2021. [Dataset & Code].
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Discriminative Feature Learning for Thorax Disease Classification in Chest X-ray Images. Qingji, Guan, Yaping Huang, Yawei Luo, Ping Liu, Mingliang Xu, Yi Yang. IEEE Transactions on Image Processing (TIP), 30, 2476-2487, 2021.
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Thorax Disease Classification with Attention Guided Convolutional Neural Network. Qingji, Guan, Yaping Huang, Zhun Zhong, Zhedong Zheng, Liang Zheng, Yi Yang. Pattern Recognition Letters, 131, 38-45, 2020.
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Multi-label Chest X-ray Image Classification via Category-wise Residual Attention Learning.} Qingji, Guan, Yaping Huang. Pattern Recognition Letters, 130, 259-266, 2020.
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GraphNet: Learning Image Pseudo Annotations for Weakly-supervised Semantic Segmentation. Mengyang Pu, Yaping Huang, Qingji, Guan, Qi Zou. The 26th ACM international conference on Multimedia (ACM MM), 2018.
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Mining Objects: Fully Unsupervised Object Discovery and Localization From a Single Image. Runsheng Zhang, Yaping Huang, Mengyang Pu, Jian Zhang, Qingji, Guan, Haibin Ling. IEEE Transactions Image Processing (TIP), 2020.
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Making Better Use of Edges for Sketch Generation. Xingyuan Zhang, Yaping Huang, Qi Zou, Qingji, Guan, Junbo Liu. Journal of Electronic Imaging (JEI), 2018.
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Looking Ahead: Joint Small Group Detection and Tracking in Crowd Scenes. Qiulin Ma, Qi Zou, Nan Wang, Qingji, Guan, Yanting Pei. Journal of Visual Communication and Image Representation, 2020.