| Swin transformer for fast MRI J Huang, Y Fang, Y Wu, H Wu, Z Gao, Y Li, J Del Ser, J Xia, G Yang Neurocomputing 493, 281-304, 2022 | 244 | 2022 |
| FA-GAN: Fused attentive generative adversarial networks for MRI image super-resolution M Jiang, M Zhi, L Wei, X Yang, J Zhang, Y Li, P Wang, J Huang, G Yang Computerized Medical Imaging and Graphics 92, 101969, 2021 | 115 | 2021 |
| Is attention all you need in medical image analysis? A review G Papanastasiou, N Dikaios, J Huang, C Wang, G Yang IEEE Journal of Biomedical and Health Informatics 28 (3), 1398-1411, 2023 | 78 | 2023 |
| Transfer learning enhanced generative adversarial networks for multi-channel MRI reconstruction J Lv, G Li, X Tong, W Chen, J Huang, C Wang, G Yang Computers in biology and medicine 134, 104504, 2021 | 77 | 2021 |
| Mambamir: An arbitrary-masked mamba for joint medical image reconstruction and uncertainty estimation J Huang, L Yang, F Wang, Y Nan, AI Aviles-Rivero, CB Schönlieb, ... arXiv preprint arXiv:2402.18451, 2024 | 43 | 2024 |
| Swin deformable attention u-net transformer (sdaut) for explainable fast mri J Huang, X Xing, Z Gao, G Yang International Conference on Medical Image Computing and Computer-Assisted …, 2022 | 43 | 2022 |
| Improved YOLOv3 Model for miniature camera detection J Huang, H Zhang, L Wang, Z Zhang, C Zhao Optics & Laser Technology 142, 107133, 2021 | 39 | 2021 |
| Fast MRI reconstruction: How powerful transformers are? J Huang, Y Wu, H Wu, G Yang 2022 44th Annual International Conference of the IEEE engineering in …, 2022 | 38 | 2022 |
| Enhancing global sensitivity and uncertainty quantification in medical image reconstruction with Monte Carlo arbitrary-masked mamba J Huang, L Yang, F Wang, Y Wu, Y Nan, W Wu, C Wang, K Shi, ... Medical Image Analysis 99, 103334, 2025 | 34 | 2025 |
| Edge-enhanced dual discriminator generative adversarial network for fast MRI with parallel imaging using multi-view information J Huang, W Ding, J Lv, J Yang, H Dong, J Del Ser, J Xia, T Ren, ST Wong, ... Applied Intelligence (Dordrecht, Netherlands) 52 (13), 14693, 2022 | 31 | 2022 |
| HAMLET: Graph Transformer Neural Operator for Partial Differential Equations A Bryutkin *(co-first), J Huang *(co-first), Z Deng, G Yang, CB Schönlieb, ... The 41st International Conference on Machine Learning (ICML) 2024, 2024 | 29* | 2024 |
| Cdiffmr: Can we replace the gaussian noise with k-space undersampling for fast mri? J Huang, AI Aviles-Rivero, CB Schönlieb, G Yang International Conference on Medical Image Computing and Computer-Assisted …, 2023 | 28 | 2023 |
| ViGU: Vision GNN U-net for fast MRI. J Huang, A Aviles-Rivero, CB Schonlieb, G Yang 2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI) 2302, 2023 | 28* | 2023 |
| Generative Adversarial Network Powered Fast Magnetic Resonance Imaging—Comparative Study and New Perspectives G Yang, J Lv, Y Chen, J Huang, J Zhu Generative Adversarial Learning: Architectures and Applications, 305-339, 2022 | 25* | 2022 |
| On the caveats of AI autophagy X Xing, F Shi, J Huang, Y Wu, Y Nan, S Zhang, Y Fang, M Roberts, ... Nature Machine Intelligence 7 (2), 172-180, 2025 | 21 | 2025 |
| Data-and physics-driven deep learning based reconstruction for fast mri: Fundamentals and methodologies J Huang, Y Wu, F Wang, Y Fang, Y Nan, C Alkan, D Abraham, C Liao, ... IEEE Reviews in Biomedical Engineering, 2024 | 19 | 2024 |
| Deep learning-based diffusion tensor cardiac magnetic resonance reconstruction: a comparison study J Huang, PF Ferreira, L Wang, Y Wu, AI Aviles-Rivero, CB Schönlieb, ... Scientific reports 14 (1), 5658, 2024 | 15 | 2024 |
| When AI eats itself: On the caveats of data pollution in the era of generative AI X Xing, F Shi, J Huang, Y Wu, Y Nan, S Zhang, Y Fang, M Roberts, ... CoRR, 2024 | 14 | 2024 |
| Mamba neural operator: Who wins? transformers vs. state-space models for pdes CW Cheng, J Huang, Y Zhang, G Yang, CB Schönlieb, AI Aviles-Rivero Journal of Computational Physics, 114567, 2025 | 13 | 2025 |
| Hybrid Swin Deformable Attention U-Net for Medical Image Segmentation L Wang *(co-first), J Huang *(co-first), X Xing, G Yang 2023 19th International Symposium on Medical Information Processing and …, 2023 | 13* | 2023 |
Guang Yang, IEEE Senior MemberAssociate Professor & UKRI Future Leaders Fellow, Bioengineering/Imperial-X, Imperial College LondonVerified email at imperial.ac.uk
