Chinese

Yuming Fang

Professor, Jiangxi University of Finance and Economics

Research Interest: Multimedia Processing, Computer Vision

Jiangxi University of Finance and Economics

leo.fangyuming@foxmail.com Or fa0001ng@e.ntu.edu.sg

Yuming Fang is a Professor in Jiangxi University of Finance and Economics, Nanchang, China. He received his Ph.D. degree from Nanyang Technological University in Singapore, M.S. degree from Beijing University of Technology in Beijing, China, and B.E. degree from Sichuan University in Chengdu, China. He serves as an Associate Editor of IEEE TMM and is on the editorial board of Signal Processing: Image Communication.

Journal Papers

-2022-

Yuming Fang, Liping Huang, Jiebin Yan, Xuelin Liu, Yang Liu. Perceptual quality assessment of omnidirectional images[C]. Proceedings of the AAAI Conference on Artificial Intelligence 36 (1), 580-588. [pdf] [code]

Yuming Fang, Yiru Yao, Xiangjie Sui, Kede Ma. A Database for Perceived Quality Assessment of User-Generated VR Videos. arXiv preprint arXiv:2206.08751. [pdf] [dataset]

Yifan Zuo, Jiacheng Xie, Hao Wang, Yuming Fang, Deyang Liu, Wenying Wen. Gradient-guided Single Image Super-resolution based on Joint Trilateral Feature Filtering[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2022. [pdf] [code]

Zhaoqing Pan, Hao Zhang, Jianjun Lei, Yuming Fang, Xiao Shao, Nam Ling, Sam Kwong. DACNN: Blind Image Quality Assessment via A Distortion-Aware Convolutional Neural Network[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2022. [pdf] [code]

Chenglizhao Chen, Hengsen Wang, Yuming Fang, Chong Peng. A Novel Long-term Iterative Mining Scheme for Video Salient Object Detection[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2022. [pdf] [code]

Wenhui Jiang, Minwei Zhu, Yuming Fang, Guangming Shi, Xiaowei Zhao, Yang Liu. Visual Cluster Grounding for Image Captioning[J]. IEEE Transactions on Image Processing, 2022, 31: 3920-3934. [pdf] [code]

Jiebin Yan, Jing Li, Yuming Fang, Zhaohui Che, Xue Xia, Yang Liu. Subjective and Objective Quality of Experience of Free Viewpoint Videos[J]. IEEE Transactions on Image Processing, 2022, 31: 3896-3907. [pdf] [code]

Deyang Liu, Yan Huang, Yuming Fang, Yifan Zuo, Ping An. Multi-Stream Dense View Reconstruction Network for Light Field Image Compression[j]. IEEE Transactions on Multimedia, 2022. [pdf] [code]

Zhaoqing Pan, Feng Yuan, Jianjun Lei, Yuming Fang, Xiao Shao, Sam Kwong. VCRNet: Visual Compensation Restoration Network for No-Reference Image Quality Assessment[J]. IEEE Transactions on Image Processing, 2022, 31, 1613-1627. [pdf] [code]

Yifan Zuo, Hao Wang, Yuming Fang, Xiaoshui Huang, Xiwu Shang, Qiang Wu. MIG-net: Multi-scale Network Alternatively Guided by Intensity and Gradient Features for Depth Map Super-resolution[J]. IEEE Transactions on Multimedia, 2022, 24: 3506-3519. [pdf] [code]

Wei Huang, Siyuan Zhang, Peng Zhang, Yufei Zha, Yuming Fang, Yanning Zhang. Identity-aware facial expression recognition via deep metric learning based on synthesized images[J]. IEEE Transactions on Multimedia, 2022, 24: 3327-3339. [pdf] [code]

-2021-

Fangzheng Tian, Yongbin Gao, Zhijun Fang, Yuming Fang, Jia Gu, Hamido Fujita, Jenq-Neng Hwang. Depth estimation using a self-supervised network based on cross-layer feature fusion and the quadtree constraint[J]. IEEE transactions on circuits and systems for video technology, 2021, 32(4): 1751-1766. [pdf] [code]

Zhihua Wang, Zhiri Tang, Zekuang Yu, Jiangguo Zhang, Yuming Fang. Learning from Synthetic Data for Opinion-free Blind Image Quality Assessment in the Wild[J]. arXiv preprint arXiv:2106.14076, 2021. [pdf] [code]

Wenhui Jiang, Zhicheng Zhao, Fei Su, Yuming Fang. Dynamic proposal sampling for weakly supervised object detection[J]. Neurocomputing, 2021, 441: 248-259 [pdf] [code]

Boyang Wan, Wenhui Jiang, Yuming Fang, Zhiyuan Luo, Guanqun Ding. Anomaly detection in video sequences: A benchmark and computational model[J]. IET Image Processing, 2021. [pdf] [code]

Yuming Fang, Xiangjie Sui, Jiebin Yan, Yifan Zuo, Jiheng Wang, Zhaoqian Li. Asymmetrically distorted 3D video quality assessment: From the motion variation to perceived quality[J]. Signal Processing, 2021, 183: 108031. [pdf] [code]

Yu Zhou, Yanjing Sun, Leida Li, Ke Gu, Yuming Fang. Omnidirectional Image Quality Assessment by Distortion Discrimination Assisted Multi-Stream Network[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2021. [pdf] [code]

Jiebin Yan, Yu Zhong, Yuming Fang, Zhangyang Wang, Kede Ma. Exposing Semantic Segmentation Failures via Maximum Discrepancy Competition[J]. International Journal of Computer Vision, 2021, 129 (5): 1768-1786. [pdf] [code]

Yuming Fang, Haiyan Zhang, Yifan Zuo, Wenhui Jiang, Hanqin Huang, Jiebin Yan. Visual attention prediction for Autism Spectrum Disorder with hierarchical semantic fusion[J]. Signal Processing: Image Communication, 2021, 93: 116186. [pdf] [code]

Chenglizhao Chen, Guotao Wang, Chong Peng, Yuming Fang, Dingwen Zhang, Hong Qin. Exploring Rich and Efficient Spatial Temporal Interactions for Real-Time Video Salient Object Detection[J]. IEEE Transactions on Image Processing, 2021, 30: 3995-4007. [pdf] [code]

Wenhan Yang, Shiqi Wang, Yuming Fang, Yue Wang, Jiaying Liu. Band representation-based semi-supervised low-light image enhancement: Bridging the gap between signal fidelity and perceptual quality[J]. IEEE Transactions on Image Processing, 2021, 30: 3461-3473. [pdf] [code]

Yuming Fang, Yan Zeng, Wenhui Jiang, Hanwei Zhu, Jiebin Yan. Superpixel-Based Quality Assessment of Multi-Exposure Image Fusion for Both Static and Dynamic Scenes[J]. IEEE Transactions on Image Processing, 2021, 30: 2526-2537. [pdf] [code]

Xiaoting Fan, Jianjun Lei, Jie Liang, Yuming Fang, Nam Ling, Qingming Huang. Stereoscopic Image Retargeting Based on Deep Convolutional Neural Network[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2021. [pdf] [code]

方玉明, 眭相杰, 鄢杰斌, 刘学林, 黄丽萍. 无参考图像质量评价研究进展[J]. 中国图象图形学报, 2021, 26(2): 265–86. [pdf]

-2020-

Qijian Zhang, Runmin Cong, Chongyi Li, Ming-Ming Cheng, Yuming Fang, Xiaochun Cao, Yao Zhao, Sam Kwong. Dense attention fluid network for salient object detection in optical remote sensing images[J]. IEEE Transactions on Image Processing, 2020, 30: 1305-1317. [pdf] [code]

Xuehao Wang, Shuai Li, Chenglizhao Chen, Yuming Fang, Aimin Hao, Hong Qin. Data-level recombination and lightweight fusion scheme for RGB-D salient object detection[J]. IEEE Transactions on Image Processing, 2020, 30: 458-471. [pdf] [code]

Yuming Fang, Xiangjie Sui, Jiheng Wang, Jiebin Yan, Jianjun Lei, Patrick Le Callet. Perceptual Quality Assessment for Asymmetrically Distorted Stereoscopic Video by Temporal Binocular Rivalry[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2020. [pdf] [code]

Wenying Wen, Kangkang Wei, Yuming Fang, Yushu Zhang. Visual Quality Assessment for Perceptually Encrypted Light Field Images[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2020. [pdf] [code]

Leida Li, Yipo Huang, Jinjian Wu, Ke Gu, Yuming Fang. Predicting the Quality of View Synthesis With Color-Depth Image Fusion[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2020. [pdf] [code]

Leida Li, Yixuan Li, Jinjian Wu, Lin Ma, Yuming Fang. Quality Evaluation for Image Retargeting with Instance Semantics[J]. IEEE Transactions on Multimedia, 2020. [pdf] [code]

Xuelin Liu, Yuming Fang, Rengang Du, Yifan Zuo, Wenying Wen. Blind quality assessment for tone-mapped images based on local and global features[J]. Information Sciences, 2020, 528: 46-57. [pdf]

Yuming Fang, Chi Zhang, Xiongkuo Min, Hanqin Huang, Yugen Yi, Guangtao Zhai, Chia-Wen Lin. DevsNet: Deep video saliency network using short-term and long-term cues[J]. Pattern Recognition, 2020, 103: 107294. [pdf]

Jiebin Yan, Yuming Fang, Rengang Du, Yan Zeng, Yifan Zuo. No Reference Quality Assessment for 3D Synthesized Views by Local Structure Variation and Global Naturalness Change[J]. IEEE Transactions on Image Processing, 2020, 29: 7443-7453. [pdf] [code(extraction code: LVGC)]

Xiangjie Sui, Kede Ma, Yiru Yao, Yuming Fang. Perceptual Quality Assessment of Omnidirectional Images as Moving Camera Videos[J]. IEEE Transactions on Visualization and Computer Graphics, 2020. [pdf] [code]

Wenhan Yang, Robby T Tan, Shiqi Wang, Yuming Fang, Jiaying Liu. Single image deraining: From model-based to data-driven and beyond[J]. IEEE Transactions on pattern analysis and machine intelligence, 2020. [pdf] [code]

Yuming Fang, Jiebin Yan, Rengang Du, Yifan Zuo, Wenying Wen, Yan Zeng, Leida Li. Blind Quality Assessment for Tone-Mapped Images by Analysis of Gradient and Chromatic Statistics[J]. IEEE Transactions on Multimedia, 2020, 23: 955-966. [pdf] [code(extraction code: VQGC)]

Yifan Zuo, Yuming Fang, Ping An, Xiwu Shang, Junnan Yang. Frequency-dependent depth map enhancement via iterative depth-guided affine transformation and intensity-guided refinement[J]. IEEE Transactions on Multimedia, 2020, 23: 772-783. [pdf] [code]

Xu Wang, Zhenhao Sun, Qiudan Zhang, Yuming Fang, Lin Ma, Shiqi Wang, Sam Kwong. Multi-Exposure Decomposition-Fusion Model for High Dynamic Range Image Saliency Detection[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2020, 30 (12): 4409-4420. [pdf] [code]

Yuming Fang, Hanwei Zhu, Yan Zeng, Kede Ma, Zhou Wang. Perceptual quality assessment of smartphone photography[J]. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020: 3677-3686. [pdf] [code]

Wenhan Yang, Shiqi Wang, Yuming Fang, Yue Wang, Jiaying Liu. From fidelity to perceptual quality: A semi-supervised approach for low-light image enhancement[J]. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020: 3063-3072. [pdf] [code]

-2012—2019-

Yifan Zuo, Yuming Fang, Yong Yang, Xiwu Shang, Qiang Wu. Depth Map Enhancement by Revisiting Multi-scale Intensity Guidance within Coarse-to-fine Stages[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2019.[pdf][code]

Yifan Zuo, Qiang Wu, Yuming Fang, Ping An, Liqin Huang, Zhifeng Chen. Multi-scale frequency reconstruction for guided depth map super-resolution via deep residual network[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2019, 30(2): 297-306.[pdf][code]

Yuming Fang, Guanqun Ding, Wenying Wen, Feiniu Yuan, Yong Yang, Zhi-Jun Fang, Weisi Lin. Salient Object Detection by Spatiotemporal and Semantic Features in Real-Time Video Processing Systems[J]. IEEE Transactions on Industrial Electronics, 2019.[pdf][code]

Kede Ma, Zhengfang Duanmu, Hanwei Zhu, Yuming Fang, Zhou Wang. Deep Guided Learning for Fast Multi-Exposure Image Fusion[J]. IEEE Transactions on Image Processing, 2019.[pdf][code]

Yuming Fang, Rengang Du, Yifan Zuo, Wenying Wen, Leida Li. Perceptual Quality Assessment for Screen Content Images by Spatial Continuity[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2019.[pdf][code]

Yuming Fang, Hanwei Zhu, Kede Ma, Zhou Wang, Shutao Li. Perceptual Evaluation for Multi-Exposure Image Fusion of Dynamic Scenes[J]. IEEE Transactions on Image Processing, 2019, 29: 1127-1138.[pdf][code]

Yuming Fang, Jiebin Yan, Jiheng Wang, Xuelin Liu, Guangtao Zhai, Patrick Le Callet. Learning a No-Reference Quality Predictor of Stereoscopic Images by Visual Binocular Properties[J]. IEEE Access, 2019, 7: 132649-132661.[pdf][code]

Yuming Fang, Xiaoqiang Zhang, Feiniu Yuan, Nevrez Imamoglu, Haiwen Liu. Video saliency detection by gestalt theory[J]. Pattern Recognition, 2019, 96: 106987.[pdf][code]

Yuming Fang, Jiaying Liu, Yabin Zhang, Weisi Lin, Zongming Guo. Reduced-reference quality assessment of image super-resolution by energy change and texture variation[J]. Journal of Visual Communication and Image Representation, 2019, 60: 140-148.[pdf][code]

YumingFang, Jiebin Yan, Xuelin Liu, Jiheng Wang. Stereoscopic image quality assessment by deep convolutional neural network[J]. Journal of Visual Communication and Image Representation, 2019, 58: 400-406.[pdf][code]

Yuming Fang, Xiaoqiang Zhang, Nevrez Imamoglu. A novel superpixel-based saliency detection model for 360-degree images[J]. Signal Processing: Image Communication, 2018, 69: 1-7.[pdf][code]

Yuming Fang, Guanqun Ding, Jia Li, and Zhijun Fang, Deep3DSaliency: Deep Stereoscopic Video Saliency Detection Model by 3D Convolutional Networks, IEEE Transactions on Image Processing, 28(5): 2305-2318, 2019. [pdf] [code]

Yuming Fang, Jiebin Yan, Leida Li, Jinjian Wu, and Weisi Lin, No reference quality assessment for screen content images with both local and global feature representation, IEEE Transactions on Image Processing, 27(4): 1600-1610, Apr. 2018.[pdf][code]


Shuying Huang, Jun Sun, Yong Yang, Yuming Fang, Pan Lin, and Yue Que, Robust single-image super-resolution based on adaptive edge-preserving smoothing regularization, IEEE Transactions on Image Processing, 27(6): 2650-2663, 2018.[pdf]

Guanghui Yue, Chunping Hou, Jianjun Lei, Yuming Fang, and Weisi Lin, Optimal region selection for stereoscopic video subtitle insertion, IEEE Transactions on Circuits and Systems for Video Technology, 28 (11): 3141-3153, 2018.[pdf]

Jiaying Liu, Shuai Yang, Yuming Fang, and Zongming Guo, Structure-guided image inpainting using homography transformation, IEEE Transactions on Multimedia, 20(12): 3252-3265, 2018.[pdf]

Yugen Yi, Wei Zhou, Qinghua Liu, Guoliang Luo, Jianzhong Wang, Yuming Fang, and Caixia Zheng, Ordinal preserving matrix factorization for unsupervised feature selection, Signal Processing: Image Communication, 67: 118-131, 2018.[pdf]

Nevrez Imamoglu, Wataru Shimoda, Chi Zhang, Yuming Fang, Asako Kanezaki, Keiji Yanai, and Yoshifumi Nishida, An integration of bottom-up and top-down salient cues on RGB-D data: saliency from objectness versus non-objectness, Signal, Image and Video Processing, 12(2): 307-314, 2018.[pdf]

Shuai Yang, Jiaying Liu, Yuming Fang, and Zongming Guo, Joint-feature guided depth map super-resolution with face priors, IEEE Transactions on Cybernetics, 48(1): 399-411, 2018.[pdf]

Yuming Fang, Chi Zhang, Jing Li, Jianjun Lei, Matthieu Perreira Da Silva, and Patrick Le Callet, Visual attention modeling for stereoscopic video: a benchmark and computational model, IEEE Transactions on Image Processing, 26(10): 4684-4696, 2017.[pdf][code]

Yuming Fang, Jiebin Yan, Jiaying Liu, Shiqi Wang, Qiaohong Li, and Zongming Guo, Objective quality assessment of screen content images by uncertainty weighting, IEEE Transactions on Image Processing, 26(4): 2016-2027, 2017.[pdf][code]

Weiqing Yan, Chunping Hou, Jianjun Lei, Yuming Fang, Zhouye Gu, and Nam Ling, Stereoscopic image stitching based on a hybrid warping model, IEEE Transactions on Circuits and Systems for Video Technology, 29(7): 1934-1946, 2017.[pdf]

Leida Li, Wenhan Xia, Weisi Lin, Yuming Fang, and Shiqi Wang, No-reference and robust image sharpness evaluation based on multi-scale spatial and spectral features, IEEE Transactions on Multimedia, 19(5): 1030-1040, 2017.[pdf]

Qiaohong Li, Weisi Lin, Yuming Fang, and Daniel Thalmann, "Blind image quality assessment using statistical structural and luminance features", IEEE Transactions on Multimedia, 18(12): 2457-2469, 2016.[pdf]

Shiqi Wang, Lin Ma, Yuming Fang, Siwei Ma, and Wen Gao. Just Noticeable Difference Estimation for Screen Content Image, IEEE Transactions on Image Processing, 25(8), 3838-3851, 2016.[pdf]

Jianjun Lei, Bingren Wang, Yuming Fang, Weisi Lin, Patrick Le Callet, Nam Ling, and Chunping Hou, A universal framework for salient object detection, IEEE Transactions on Multimedia, 18(9), 1783-1795, 2016. [pdf]

Yabin Zhang, Yuming Fang, Weisi Lin, Xinfeng Zhang, and Leida Li, "Backward Registration Based Aspect Ratio Similarity (ARS) for Image Retargeting Quality Assessment", IEEE Transactions on Image Processing, 25(9), 4286-4297, 2016.[pdf][code]

Qiaohong Li, Weisi Lin, and Yuming Fang, No-reference quality assessment for multiply-distorted images in gradient domain, IEEE Signal Processing Letter, Vol. 23(4), 541-545, 2016.[pdf][code]

Yuming Fang, Kede Ma, Zhou Wang, Weisi Lin, Zhijun Fang, and Guangtao Zhai, "No-reference quality assessment for contrast-distorted images based on Natural scene statistics", IEEE Signal Processing Letter. Vol. 22(7): 838-842, 2015.[pdf][code]

Yuan Yuan, Huan Yang, Yuming Fang, and Weisi Lin, Visual object tracking by structure complexity coefficients, IEEE Transactions on Multimedia, 17(8), 1125-1136, 2015.[pdf]

Jianjun Lei, Cuicui Zhang, Yuming Fang*, Zhouye Gu, Ling Nam, and Chunping Hou, "Depth sensation enhancement for multiple virtual view rendering", IEEE Transactions on Multimedia, 17(4), 457-469, 2015.[pdf]

Lu Dong, Yuming Fang, Weisi Lin, and Hock Soon Seah, "Perceptual Quality Assessment for 3D Triangle Mesh based on Curvature", IEEE Transactions on Multimedia, 17(12), 2174-2184, 2015.[pdf]

Huan Yang, Yuming Fang, and Weisi Lin, "Perceptual quality assessment of screen content images", IEEE Transactions on Image Processing, Vol. 24(11), 4408-4421, 2015. [pdf][Project Page]

Yuming Fang, Junle Wang, Manish Narwaria, Patrick Le Callet, and Weisi Lin, "Saliency detection for stereoscopic images", IEEE Transaction on Image Processing,Vol. 23, No. 6, 2625-2636, 2014.[pdf][code]

Yuming Fang, Zhou Wang, Weisi Lin and Zhijun Fang, "Video saliency incorporating spatiotemporal cues and uncertainty weighting," IEEE Transactions on Image Processing. Vol. 23, No. 9, 3910-3921, 2014. [pdf][code]

Yuming Fang, Weisi Lin, Zhenzhong Chen, Chia-Ming Tsai, and Chia-Wen Lin, "A video saliency detection model in compressed domain," IEEE Transactions on Circuits and Systems for Video Technology. Vol. 24 (1), 27-38, 2014. [pdf][code]

Yuming Fang, Kai Zeng, Zhou Wang, Weisi Lin, Zhijun Fang and Chia-Wen Lin, "Objective quality assessment for image retargeting based on structural similarity", IEEE Journal on Emerging and Selected Topics in Circuits and Systems, 4(1), 95-105, 2014. [pdf]

Huawei Tian, Yuming Fang, Yao Zhao, Weisi Lin, Rongrong Ni, and Zhenfeng Zhu, "Salient region detection by fusing bottom-up and top-down features extracted from a single image", IEEE Transactions on Image Processing, Vol. 23, No. 10, 4389-4398, 2014.[pdf]

Xiaolong Bai, Yuming Fang, Weisi Lin, Lipo Wang, and Xuefeng Ju, "Saliency-based defect detection in industrial images using phase spectrum", IEEE Transactions on Industrial Informatics,Vol. 10, No. 4, 2135-2145, 2014.[pdf]

Yuan Yuan, Sabu Emmanuel, Yuming Fang, and Weisi Lin, "Visual object tracking based on backward model validation", IEEE Transactions on Circuits and Systems for Video Technology, Vol. 24, No. 11, 1898-1910, 2014. [pdf]

Chih-Chung Hsu, Chia-Wen Lin, Yuming Fang and Weisi Lin, "Objective quality assessment for image retargeting based on perceptual geometric distortion and information loss", IEEE Journal of Selected Topics in Signal Processing, Vol. 8(3), 377-389, 2014. [pdf]

Nevrez Imamoglu, Weisi Lin, and Yuming Fang, "A saliency detection model using low-level features based on wavelet transform", IEEE Transactions on Multimedia, Vol. 15, No. 1, 96-105, 2013.[pdf][code]

Yuming Fang, Zhenzhong Chen, Weisi Lin, and Chia-Wen Lin, "Saliency detection in the compressed domain for adaptive image retargeting", IEEE Transactions on Image Processing, Vol. 21, No. 9, 3888-3901, 2012.[pdf][Code]

Yuming Fang, Weisi Lin, Bu-Sung Lee, Chiew Tong Lau, Zhenzhong Chen, and Chia-Wen Lin, "Bottom-up saliency detection model based on human visual sensitivity and amplitude spectrum", IEEE Transactions on Multimedia, Vol. 12, No. 1, 187-198, 2012. [pdf][Code]