All-optical graph representation learning using integrated diffractive photonic computing units T Yan*, R Yang*, Z Zheng, X Lin, H Xiong, Q Dai (*co-first authors) Science Advances 8 (24), 2022 | 60 | 2022 |
Dual adaptive training of photonic neural networks Z Zheng*, Z Duan*, H Chen, R Yang, S Gao, H Zhang, H Xiong, ... Nature Machine Intelligence 5 (10), 1119-1129, 2023 | 24 | 2023 |
Reversible autoencoder: A CNN-based nonlinear lifting scheme for image reconstruction S Li, W Dai, Z Zheng, C Li, J Zou, H Xiong IEEE Transactions on Signal Processing 69, 3117-3131, 2021 | 19 | 2021 |
Hybrid ISTA: unfolding ISTA with convergence guarantees using free-form deep neural networks Z Zheng, W Dai, D Xue, C Li, J Zou, H Xiong IEEE Transactions on Pattern Analysis and Machine Intelligence 45 (3), 3226 …, 2023 | 17 | 2023 |
Lossy image compression with filter bank based convolutional networks S Li, Z Zheng, W Dai, H Xiong 2019 Data Compression Conference (DCC), 23-32, 2019 | 10 | 2019 |
Compressed sensing via a deep convolutional auto-encoder H Wu, Z Zheng, Y Li, W Dai, H Xiong 2018 IEEE Visual Communications and Image Processing (VCIP), 1-4, 2018 | 10 | 2018 |
Rev-ae: A learned frame set for image reconstruction S Li, Z Zheng, W Dai, J Zou, H Xiong ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and …, 2020 | 8 | 2020 |
On the Convergence of Non-Convex Phase Retrieval With Denoising Priors D Xue, Z Zheng, W Dai, C Li, J Zou, H Xiong IEEE Transactions on Signal Processing, 2022 | 7 | 2022 |
Improving Diffusion Models for Inverse Problems Using Optimal Posterior Covariance X Peng, Z Zheng, W Dai, N Xiao, C Li, J Zou, H Xiong International Conference on Machine Learning, 2024 | 6 | 2024 |
Revisiting Learned Image Compression With Statistical Measurement of Latent Representations S Li, W Dai, Y Fang, Z Zheng, W Fei, H Xiong, W Zhang IEEE Transactions on Circuits and Systems for Video Technology, 2023 | 3 | 2023 |
DSCR-Net: A diffractive sensing and complex-valued reconstruction network for compressive sensing Z Zheng, S Wang, S Li, W Dai, J Zou, F Li, H Xiong 2020 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2020 | 3 | 2020 |
DCCM: Dual Data Consistency Guided Consistency Model for Inverse Problems J Tian, Z Zheng, X Peng, Y Li, W Dai, H Xiong 2024 IEEE International Conference on Image Processing (ICIP), 1507-1513, 2024 | | 2024 |
Stabilizing and Accelerating Federated Learning on Heterogeneous Data With Partial Client Participation H Zhang, C Li, W Dai, Z Zheng, J Zou, H Xiong IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024 | | 2024 |
Dual adaptive training method of photonic neural networks and associated components X Lin, Z Duan, H Zhang, H Chen, Z Zheng, H Xiong US Patent App. 18/394,052, 2024 | | 2024 |
Image processing method, system, device and storage medium W Dai, Z Zheng, C Li, ZOU Junni, H Xiong US Patent 11,995,801, 2024 | | 2024 |
Training Photonic Neural Networks with Dual Backpropagation Z Zheng, Z Duan, H Chen, R Yang, S Gao, H Zhang, H Xiong, X Lin CLEO: Science and Innovations, 2024 | | 2024 |
Point Cloud Upsampling With Geometric Algebra Driven Inverse Heat Dissipation W Xu, W Dai, Z Zheng, C Li, J Zou, H Xiong ACM Multimedia, 2024 | | 2024 |
Photonics and AI: Dual adaptive training for effective learning Z Zheng, Z Duan, H Chen, R Yang, S Gao, H Zhang, H Xiong, X Lin | | 2023 |