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Research

Publications: Dr Shanxin Yuan

Steinmetz C, Singh S, Comunit� M, Ibnyahya I, Yuan S, Benetos E, Reiss J ( 2024 ) . ST-ITO: Controlling audio effects for style transfer with inference-time optimization . Conference: 25th International Society for Music Information Retrieval Conference (ISMIR) ( San Francisco, CA, USA ) from: 10/11/2024 to: 14/11/2024 ,
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 , 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 , 104117 - 104117 .
Senior H, Slabaugh G, Yuan S, Rossi L ( 2024 ) . Graph neural networks in vision-language image understanding: a survey . The Visual Computer
Liu L, An J, Yuan S, Zhou W, Li H, Wang Y, Tian Q ( 2024 ) . Video Demoiring 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 ,
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 .
Liu L, An J, Liu J, Yuan S, Chen X, Zhou W, Li H, Wang YF et al. ( 2023 ) . Low-Light Video Enhancement with Synthetic Event Guidance . Proceedings of the 37th AAAI Conference on Artificial Intelligence, AAAI 2023 . vol. 37 , 1692 - 1700 .
Chen R, Zheng B, Zhang H, Chen Q, Yan C, Slabaugh G, Yuan S ( 2023 ) . Improving Dynamic HDR Imaging with Fusion Transformer . Proceedings of the AAAI Conference on Artificial Intelligence . Conference: Annual AAAI Conference on Artificial Intelligence vol. 37 , 340 - 349 .
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 . Conference: 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) vol. 00 , 16549 - 16558 .
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 . Lecture Notes in Computer Science . vol. 13678 , 447 - 464 .
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 . Conference: Proceedings of the 30th ACM International Conference on Multimedia1954 - 1963 .
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 .
Liu L, Yuan S, Liu J, Guo X, Yan Y, Tian Q ( 2022 ) . SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-trained Siamese Transformers . Proceedings of the 36th AAAI Conference on Artificial Intelligence, AAAI 2022 . vol. 36 , 1747 - 1755 .
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 .
Zhao H, Zheng B, Yuan S, Zhang H, Yan C, Li L, Slabaugh G ( 2021 ) . 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, Liu J, Yuan S, Slabaugh G, Leonardis A, Zhou W, Tian Q ( 2020 ) . Wavelet-Based Dual-Branch Network for Image Demoiréing . Lecture Notes in Computer Science . vol. 12358 , 86 - 102 .
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 . Conference: 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) vol. 00 , 1882 - 1893 .
Zheng B, Yuan S, Slabaugh G, Leonardis A ( 2020 ) . Image Demoireing with Learnable Bandpass Filters . Conference: 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) vol. 00 , 3633 - 3642 .
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 . Conference: 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) vol. 00 , 8005 - 8014 .
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, Stenger B, Kim T-K ( 2019 ) . 3D Hand Pose Estimation from RGB Using Privileged Learning with Depth Data . Conference: 2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW) vol. 00 , 2866 - 2873 .
Yuan S, Timofte R, Slabaugh G, Leonardis A ( 2019 ) . AIM 2019 Challenge on Image Demoireing: Dataset and Study . Conference: 2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW) vol. 00 , 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 . Conference: 2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW) vol. 00 , 3534 - 3545 .
Tang D, Ye Q, Yuan S, Taylor J, Kohli P, Keskin C, Kim T-K, Shotton J ( 2018 ) . 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, Hernando GG, 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 . Conference: 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition2636 - 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 . Conference: 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition409 - 419 .
Yuan S, Ye Q, Stenger B, Jain S, Kim T-K ( 2017 ) . BigHand2.2M Benchmark: Hand Pose Dataset and State of the Art Analysis . Conference: 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)2605 - 2613 .
Ye Q, Yuan S, Kim T-K ( 2016 ) . Spatial Attention Deep Net with Partial PSO for Hierarchical Hybrid Hand Pose Estimation . Lecture Notes in Computer Science . vol. 9912 , 346 - 361 .