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Research

Publications: DR Shanxin Yuan

Senior H, Rossi L, Slabaugh G, Yuan S ( 2025 ) . SuperCap: Multi-resolution Superpixel-based Image Captioning .
Steinmetz CJ, Singh S, Comunità M, Ibnyahya I, Yuan S, Benetos E, Reiss JD ( 2024 ) . ST-ITO: Controlling Audio Effects for Style Transfer with Inference-Time\n Optimization .
Zhang Q, Zheng B, Li Z, Liu Y, Zhu Z, Slabaugh G, Yuan S ( 2024 ) . Non-local degradation modeling for spatially adaptive single image super-resolution . Neural Networks vol. 175 , Article 106293 , 106293 - 106293 .
Chen Q, Zheng B, Yan C, Zhu Z, Wang T, Slabaugh G, Yuan S ( 2024 ) . GoLDFormer: A global–local deformable window transformer for efficient image restoration . Journal of Visual Communication and Image Representation vol. 100 , Article 104117 , 104117 - 104117 .
Senior H, Slabaugh G, Yuan S, Rossi L ( 2024 ) . Graph neural networks in vision-language image understanding: a survey . The Visual Computer vol. 41 , ( 1 ) 491 - 516 .
Steinmetz CJ, Singh S, Comunità M, Ibnyahya I, Yuan S, Benetos E, Reiss JD ( 2024 ) . ST-ITO: Controlling Audio Effects for Style Transfer with Inference-Time Optimization . CoRR vol. abs/2410.21233 ,
Liu L, An J, Yuan S, Zhou W, Li H, Wang Y, Tian Q ( 2024 ) . Video Demoiréing With Deep Temporal Color Embedding and Video-Image Invertible Consistency . IEEE Transactions on Multimedia vol. 26 , 7386 - 7397 .
Dai T, Li W, Cao X, Liu J, Jia X, Leonardis A, Yan Y, Yuan S ( 2024 ) . Wavelet-based network for high dynamic range imaging . Computer Vision and Image Understanding vol. 238 , Article 103881 , 103881 - 103881 .
Chen Q, Zheng B, Zhou X, Huang A, Sun Y, Chen C, Yan C, Yuan S ( 2023 ) . Depth-guided deep filtering network for efficient single image bokeh rendering . Neural Computing and Applications vol. 35 , ( 28 ) 20869 - 20887 .
Chen R, Zheng B, Zhang H, Chen Q, Yan C, Slabaugh G, Yuan S . Improving Dynamic HDR Imaging with Fusion Transformer . Proceedings of the AAAI Conference on Artificial Intelligence . vol. 37 , 340 - 349 .
Liu L, An J, Liu J, Yuan S, Chen X, Zhou W, Li H, Wang YF et al. . Low-Light Video Enhancement with Synthetic Event Guidance . Proceedings of the AAAI Conference on Artificial Intelligence . vol. 37 , 1692 - 1700 .
Yang C, Li P, Zhou Z, Yuan S, Liu B, Yang X, Qiu W, Shen W ( 2023 ) . NeRFVS: Neural Radiance Fields for Free View Synthesis via Geometry Scaffolds . 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) . Conference: 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) from: 17/06/2023 to: 24/06/2023 , 16549 - 16558 .
Senior H, Slabaugh G, Yuan S, Rossi L ( 2023 ) . Graph Neural Networks in Vision-Language Image Understanding: A Survey .
Liu L, Xie L, Zhang X, Yuan S, Chen X, Zhou W, Li H, Tian Q ( 2022 ) . TAPE: Task-Agnostic Prior Embedding for Image Restoration . 447 - 464 .
Zheng B, Yuan S, Yan C, Tian X, Zhang J, Sun Y, Liu L, Leonardis A et al. ( 2022 ) . Learning Frequency Domain Priors for Image Demoireing . IEEE Transactions on Pattern Analysis and Machine Intelligence vol. 44 , ( 11 ) 7705 - 7717 .
Zheng B, Pan X, Zhang H, Zhou X, Slabaugh G, Yan C, Yuan S ( 2022 ) . DomainPlus: Cross Transform Domain Learning towards High Dynamic Range Imaging . Proceedings of the 30th ACM International Conference on Multimedia . Conference: MM '22: The 30th ACM International Conference on Multimedia1954 - 1963 .
Hu X, Li X, Busam B, Zhou Y, Leonardis A, Yuan S ( 2022 ) . Disentangling 3D Attributes from a Single 2D Image: Human Pose, Shape and Garment .
Zhao H, Zheng B, Yuan S, Zhang H, Yan C, Li L, Slabaugh G ( 2022 ) . CBREN: Convolutional Neural Networks for Constant Bit Rate Video Quality Enhancement . IEEE Transactions on Circuits and Systems for Video Technology vol. 32 , ( 7 ) 4138 - 4149 .
Liu L, Yuan S, Liu J, Guo X, Yan Y, Tian Q . SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-trained Siamese Transformers . Proceedings of the AAAI Conference on Artificial Intelligence . vol. 36 , 1747 - 1755 .
Liu L, Xie L, Zhang X, Yuan S, Chen X, Zhou W, Li H, Tian Q ( 2022 ) . TAPE: Task-Agnostic Prior Embedding for Image Restoration .
Zheng B, Chen Q, Yuan S, Zhou X, Zhang H, Zhang J, Yan C, Slabaugh G ( 2022 ) . Constrained Predictive Filters for Single Image Bokeh Rendering . IEEE Transactions on Computational Imaging vol. 8 , 346 - 357 .
Hu X, Li X, Busam B, Zhou Y, Leonardis A, Yuan S ( 2022 ) . Disentangling 3D Attributes from a Single 2D Image: Human Pose, Shape and Garment . Bmvc 2022 33rd British Machine Vision Conference Proceedings .
Liu L, Liu J, Yuan S, Slabaugh G, Leonardis A, Zhou W, Tian Q ( 2020 ) . Wavelet-Based Dual-Branch Network for Image Demoiréing . 86 - 102 .
Liu L, Yuan S, Liu J, Bao L, Slabaugh G, Tian Q ( 2020 ) . Self-Adaptively Learning to Demoire from Focused and Defocused Image Pairs .
Isobe T, Li S, Jia X, Yuan S, Slabaugh G, Xu C, Li Y-L, Wang S et al. ( 2020 ) . Video Super-resolution with Temporal Group Attention .
Liu L, Liu J, Yuan S, Slabaugh G, Leonardis A, Zhou W, Tian Q ( 2020 ) . Wavelet-Based Dual-Branch Network for Image Demoireing .
Zheng B, Yuan S, Slabaugh G, Leonardis A ( 2020 ) . Image Demoireing with Learnable Bandpass Filters . 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) . Conference: 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) from: 13/06/2020 to: 19/06/2020 , 3633 - 3642 .
Yuan S, Timofte R, Leonardis A, Slabaugh G, Luo X, Zhang J, Qu Y, Hong M et al. ( 2020 ) . NTIRE 2020 Challenge on Image Demoireing: Methods and Results . 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) . Conference: 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) from: 14/06/2020 to: 19/06/2020 , 1882 - 1893 .
Isobe T, Li S, Jia X, Yuan S, Slabaugh G, Xu C, Li Y-L, Wang S et al. ( 2020 ) . Video Super-Resolution With Temporal Group Attention . 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) . Conference: 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) from: 13/06/2020 to: 19/06/2020 , 8005 - 8014 .
Zheng B, Yuan S, Slabaugh G, Leonardis A ( 2020 ) . Image Demoireing with Learnable Bandpass Filters .
Liu L, Yuan S, Liu J, Bao L, Slabaugh G, Tian Q ( 2020 ) . Self-adaptively learning to Demoiré from focused and defocused image pairs . Advances in Neural Information Processing Systems . vol. 2020-December ,
Yuan S, Timofte R, Slabaugh G, Leonardis A ( 2019 ) . AIM 2019 Challenge on Image Demoireing: Dataset and Study .
Yuan S, Stenger B, Kim T-K ( 2019 ) . 3D Hand Pose Estimation from RGB Using Privileged Learning with Depth Data . 2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW) . Conference: 2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW) from: 27/10/2019 to: 28/10/2019 , 2866 - 2873 .
Yuan S, Timofte R, Slabaugh G, Leonardis A ( 2019 ) . AIM 2019 Challenge on Image Demoireing: Dataset and Study . 2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW) . Conference: 2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW) from: 27/10/2019 to: 28/10/2019 , 3526 - 3533 .
Yuan S, Timofte R, Slabaugh G, Leonardis A, Zheng B, Ye X, Tian X, Chen Y et al. ( 2019 ) . AIM 2019 Challenge on Image Demoireing: Methods and Results . 2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW) . Conference: 2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW) from: 27/10/2019 to: 28/10/2019 , 3534 - 3545 .
Tang D, Ye Q, Yuan S, Taylor J, Kohli P, Keskin C, Kim T-K, Shotton J ( 2019 ) . Opening the Black Box: Hierarchical Sampling Optimization for Hand Pose Estimation . IEEE Transactions on Pattern Analysis and Machine Intelligence vol. 41 , ( 9 ) 2161 - 2175 .
Yuan S, Stenger B, Kim T-K ( 2018 ) . RGB-based 3D Hand Pose Estimation via Privileged Learning with Depth Images .
Yuan S, Garcia-Hernando G, Stenger B, Moon G, Chang JY, Lee KM, Molchanov P, Kautz J et al. ( 2018 ) . Depth-Based 3D Hand Pose Estimation: From Current Achievements to Future Goals . 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition . Conference: 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) from: 18/06/2018 to: 23/06/2018 , 2636 - 2645 .
Garcia-Hernando G, Yuan S, Baek S, Kim T-K ( 2018 ) . First-Person Hand Action Benchmark with RGB-D Videos and 3D Hand Pose Annotations . 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition . Conference: 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) from: 18/06/2018 to: 23/06/2018 ,
Yuan S, Garcia-Hernando G, Stenger B, Moon G, Chang JY, Lee KM, Molchanov P, Kautz J et al. ( 2017 ) . Depth-Based 3D Hand Pose Estimation: From Current Achievements to Future Goals .
Yuan S, Ye Q, Stenger B, Jain S, Kim T-K ( 2017 ) . BigHand2.2M Benchmark: Hand Pose Dataset and State of the Art Analysis . 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) . Conference: 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) from: 21/07/2017 to: 26/07/2017 ,
Yuan S, Ye Q, Stenger B, Jain S, Kim T-K ( 2017 ) . BigHand2.2M Benchmark: Hand Pose Dataset and State of the Art Analysis .
Ye Q, Yuan S, Kim T-K ( 2016 ) . Spatial Attention Deep Net with Partial PSO for Hierarchical Hybrid Hand Pose Estimation . 346 - 361 .