2024

Continuous Spatiotemporal Events Decoupling through Spike-based Bayesian Computation
Continuous Spatiotemporal Events Decoupling through Spike-based Bayesian Computation

Yajing Zheng ✉, Jiyuan Zhang, Zhaofei Yu ✉, Tiejun Huang (✉ corresponding author)

Advances in Neural Information Processing Systems ( NeurIPS ) 2024

[Paper]

Continuous Spatiotemporal Events Decoupling through Spike-based Bayesian Computation

Yajing Zheng ✉, Jiyuan Zhang, Zhaofei Yu ✉, Tiejun Huang (✉ corresponding author)

Advances in Neural Information Processing Systems ( NeurIPS ) 2024

[Paper]

Spikereveal: Unlocking temporal sequences from real blurry inputs with spike streams
Spikereveal: Unlocking temporal sequences from real blurry inputs with spike streams

Kang Chen, Shiyan Chen, Jiyuan Zhang, Baoyue Zhang, Yajing Zheng ✉, Tiejun Huang, Zhaofei Yu ✉ (✉ corresponding author)

Advances in Neural Information Processing Systems ( NeurIPS ) 2024 Spotlight

[Paper] [Code]

Spikereveal: Unlocking temporal sequences from real blurry inputs with spike streams

Kang Chen, Shiyan Chen, Jiyuan Zhang, Baoyue Zhang, Yajing Zheng ✉, Tiejun Huang, Zhaofei Yu ✉ (✉ corresponding author)

Advances in Neural Information Processing Systems ( NeurIPS ) 2024 Spotlight

[Paper] [Code]

Spikegs: 3d gaussian splatting from spike streams with high-speed camera motion
Spikegs: 3d gaussian splatting from spike streams with high-speed camera motion

Jiyuan Zhang, Kang Chen, Shiyan Chen, Yajing Zheng ✉, Zhaofei Yu ✉, Tiejun Huang (✉ corresponding author)

Proceedings of the 32nd ACM International Conference on Multimedia (ACM MM) 2024

[Paper] [Code]

Spikegs: 3d gaussian splatting from spike streams with high-speed camera motion

Jiyuan Zhang, Kang Chen, Shiyan Chen, Yajing Zheng ✉, Zhaofei Yu ✉, Tiejun Huang (✉ corresponding author)

Proceedings of the 32nd ACM International Conference on Multimedia (ACM MM) 2024

[Paper] [Code]

Spike-guided Motion Deblurring with Unknown Modal Spatiotemporal Alignment
Spike-guided Motion Deblurring with Unknown Modal Spatiotemporal Alignment

Jiyuan Zhang, Shiyan Chen, Yajing Zheng✉, Zhaofei Yu✉, Tiejun Huang (✉ corresponding author)

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2024

[Paper] [Code]

Spike-guided Motion Deblurring with Unknown Modal Spatiotemporal Alignment

Jiyuan Zhang, Shiyan Chen, Yajing Zheng✉, Zhaofei Yu✉, Tiejun Huang (✉ corresponding author)

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2024

[Paper] [Code]

Transient glimpses: unveiling occluded backgrounds through the spike camera
Transient glimpses: unveiling occluded backgrounds through the spike camera

Jiyuan Zhang, Shiyan Chen, Yajing Zheng ✉, Zhaofei Yu ✉, Tiejun Huang (✉ corresponding author)

Proceedings of the AAAI Conference on Artificial Intelligence (AAAI) 2024

[Paper] [Code]

Transient glimpses: unveiling occluded backgrounds through the spike camera

Jiyuan Zhang, Shiyan Chen, Yajing Zheng ✉, Zhaofei Yu ✉, Tiejun Huang (✉ corresponding author)

Proceedings of the AAAI Conference on Artificial Intelligence (AAAI) 2024

[Paper] [Code]

Spike-Based Vision for Autonomous Driving Scenarios
Spike-Based Vision for Autonomous Driving Scenarios

Jiyuan Zhang, Yajing Zheng , Zhaofei Yu, Tiejun Huang✉ (✉ corresponding author)

Strategic Study of CAE (中国工程科学) 2024

[Paper]

Spike-Based Vision for Autonomous Driving Scenarios

Jiyuan Zhang, Yajing Zheng , Zhaofei Yu, Tiejun Huang✉ (✉ corresponding author)

Strategic Study of CAE (中国工程科学) 2024

[Paper]

2023

Enhancing Motion Deblurring in High-Speed Scenes with Spike Streams
Enhancing Motion Deblurring in High-Speed Scenes with Spike Streams

Shiyan Chen*, Jiyuan Zhang*, Yajing Zheng ✉, Tiejun Huang, Zhaofei Yu✉ (* equal contribution, ✉ corresponding author)

Advances in Neural Information Processing Systems ( NeurIPS ) 2023

[Paper] [Code] [Data]

Enhancing Motion Deblurring in High-Speed Scenes with Spike Streams

Shiyan Chen*, Jiyuan Zhang*, Yajing Zheng ✉, Tiejun Huang, Zhaofei Yu✉ (* equal contribution, ✉ corresponding author)

Advances in Neural Information Processing Systems ( NeurIPS ) 2023

[Paper] [Code] [Data]

1000× Faster Camera and Machine Vision with Ordinary Devices
1000× Faster Camera and Machine Vision with Ordinary Devices

Tiejun Huang, Yajing Zheng, Zhaofei Yu, Rui Chen, Yuan Li, Ruiqin Xiong, Lei Ma, Junwei Zhao, Siwei Dong, Lin Zhu, Jianing Li, Shanshan Jia, Yihua Fu, Boxin Shi, Si Wu, Yonghong Tian

Engineering 2023

[paper]

1000× Faster Camera and Machine Vision with Ordinary Devices

Tiejun Huang, Yajing Zheng, Zhaofei Yu, Rui Chen, Yuan Li, Ruiqin Xiong, Lei Ma, Junwei Zhao, Siwei Dong, Lin Zhu, Jianing Li, Shanshan Jia, Yihua Fu, Boxin Shi, Si Wu, Yonghong Tian

Engineering 2023

[paper]

A literature review for neural networks-based encoding models of biological visual system (生物视觉系统的神经网络编码模型综述)
A literature review for neural networks-based encoding models of biological visual system (生物视觉系统的神经网络编码模型综述)

Yajing Zheng, Zhaofei Yu, Tiejun Huang✉ (✉ corresponding author)

Journal of Image and Graphics 2023

[Paper]

A literature review for neural networks-based encoding models of biological visual system (生物视觉系统的神经网络编码模型综述)

Yajing Zheng, Zhaofei Yu, Tiejun Huang✉ (✉ corresponding author)

Journal of Image and Graphics 2023

[Paper]

Capture the Moment: High-speed Imaging with Spiking Cameras through Short-term Plasticity
Capture the Moment: High-speed Imaging with Spiking Cameras through Short-term Plasticity

Yajing Zheng, Lingxiao Zheng, Zhaofei Yu, Song Wang, Tiejun Huang

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2023

[Paper]

Capture the Moment: High-speed Imaging with Spiking Cameras through Short-term Plasticity

Yajing Zheng, Lingxiao Zheng, Zhaofei Yu, Song Wang, Tiejun Huang

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2023

[Paper]

2022

Spike-based Motion Estimation for Object Tracking through Bio-inspired Unsupervised Learning
Spike-based Motion Estimation for Object Tracking through Bio-inspired Unsupervised Learning

Yajing Zheng, Zhaofei Yu, Song Wang, Tiejun Huang

IEEE Transactions on Image Processing (TIP) 2023

[Paper]

Spike-based Motion Estimation for Object Tracking through Bio-inspired Unsupervised Learning

Yajing Zheng, Zhaofei Yu, Song Wang, Tiejun Huang

IEEE Transactions on Image Processing (TIP) 2023

[Paper]

2021

Unraveling neural coding of dynamic natural visual scenes via convolutional recurrent neural networks
Unraveling neural coding of dynamic natural visual scenes via convolutional recurrent neural networks

Yajing Zheng, Shanshan Jia, Zhaofei Yu, Jian K Liu, Tiejun Huang

Cell Patterns 2021

[Paper] [Code]

Unraveling neural coding of dynamic natural visual scenes via convolutional recurrent neural networks

Yajing Zheng, Shanshan Jia, Zhaofei Yu, Jian K Liu, Tiejun Huang

Cell Patterns 2021

[Paper] [Code]

High-speed image reconstruction through short-term plasticity for spiking cameras
High-speed image reconstruction through short-term plasticity for spiking cameras

Yajing Zheng*, Lingxiao Zheng*, Zhaofei Yu, Boxin Shi, Yonghong Tian, Tiejun Huang (* equal contribution)

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2021

[Paper] [Code]

High-speed image reconstruction through short-term plasticity for spiking cameras

Yajing Zheng*, Lingxiao Zheng*, Zhaofei Yu, Boxin Shi, Yonghong Tian, Tiejun Huang (* equal contribution)

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2021

[Paper] [Code]

2020

Probabilistic inference of binary Markov random fields in spiking neural networks through mean-field approximation
Probabilistic inference of binary Markov random fields in spiking neural networks through mean-field approximation

Yajing Zheng, Shanshan Jia, Zhaofei Yu, Tiejun Huang, Jian K Liu, Yonghong Tian

Neural Networks 2020

[Paper]

Probabilistic inference of binary Markov random fields in spiking neural networks through mean-field approximation

Yajing Zheng, Shanshan Jia, Zhaofei Yu, Tiejun Huang, Jian K Liu, Yonghong Tian

Neural Networks 2020

[Paper]

Reconstruction of natural visual scenes from neural spikes with deep neural networks
Reconstruction of natural visual scenes from neural spikes with deep neural networks

Yichen Zhang, Shanshan Jia, Yajing Zheng, Zhaofei Yu, Yonghong Tian, Siwei Ma, Tiejun Huang, Jian K. Liu

Neural Networks 2020

[Paper]

Reconstruction of natural visual scenes from neural spikes with deep neural networks

Yichen Zhang, Shanshan Jia, Yajing Zheng, Zhaofei Yu, Yonghong Tian, Siwei Ma, Tiejun Huang, Jian K. Liu

Neural Networks 2020

[Paper]

Toward the next generation of retinal neuroprosthesis: visual computation with spikes
Toward the next generation of retinal neuroprosthesis: visual computation with spikes

Zhaofei Yu, Jian K Liu, Shanshan Jia, Yichen Zhang, Yajing Zheng, Yonghong Tian, Tiejun Huang

Engineering 2020

[Paper]

Toward the next generation of retinal neuroprosthesis: visual computation with spikes

Zhaofei Yu, Jian K Liu, Shanshan Jia, Yichen Zhang, Yajing Zheng, Yonghong Tian, Tiejun Huang

Engineering 2020

[Paper]

Revealing fine structures of the retinal receptive field by deep-learning networks
Revealing fine structures of the retinal receptive field by deep-learning networks

Qi Yan*, Yajing Zheng*, Shanshan Jia, Zhaofei Yu, Feng Chen, Yonghong Tian, Tiejun Huang, Jian K. Liu (* equal contribution)

IEEE Transactions on Cybernetics (TCYB) 2020

[Paper] [Code] [Data]

Revealing fine structures of the retinal receptive field by deep-learning networks

Qi Yan*, Yajing Zheng*, Shanshan Jia, Zhaofei Yu, Feng Chen, Yonghong Tian, Tiejun Huang, Jian K. Liu (* equal contribution)

IEEE Transactions on Cybernetics (TCYB) 2020

[Paper] [Code] [Data]

2018

Sparse temporal encoding of visual features for robust object recognition by spiking neurons
Sparse temporal encoding of visual features for robust object recognition by spiking neurons

Yajing Zheng, Shixin Li, Rui Yan, Huajin Tang, Kay Chen Tan

IEEE Transactions on Neural Networks and Learning Systems (TNNLS) 2018

[Paper] [Code]

Sparse temporal encoding of visual features for robust object recognition by spiking neurons

Yajing Zheng, Shixin Li, Rui Yan, Huajin Tang, Kay Chen Tan

IEEE Transactions on Neural Networks and Learning Systems (TNNLS) 2018

[Paper] [Code]