研究领域
神经形态类脑计算、计算机视觉、深度学习
论文成果
- Jinsheng Xiao, Yuanxu Wu, Yunhua Chen, Shurui Wang, Zhongyuan Wang, Jiayi Ma, LSTFE-Net: Long Short-Term Feature Enhancement Network for Video Small Object Detection, The 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR2023),14613-14622, June 18-22, Vancouver Canada..
- Jinsheng Xiao, Haowen Guo, Jian Zhou, Tao Zhao, Qiuze Yu, Yunhua Chen, Zhongyuan Wang, Tiny object detection with context enhancement and feature purification, Expert Systems with Applications 211 (2023),118665:1-10..
- Chen,Y., Xiong, Z., Feng, R., Chen, P., & Xiao, J., RMPE: Reducing Residual Membrane Potential Error for Enabling High-Accuracy and Ultra-low-latency Spiking Neural Networks. The 2023 International Conference on Neural Information Processing(ICONIP2023), 81-93. November 20-23, Changsha, China..
- Chen,Y., Bai, W., Huang, Q., & Xiao, J. Efficient Motion Symbol Detection and Multikernel Learning for AER Object Recognition.IEEE Transactions on Cognitive and Developmental Systems,2022,14(4):1544-1552..
- Yunhua Chen and Yingchao Mai and Ren Feng and Jinsheng Xiao, "An adaptive threshold mechanism for accurate and efficient deep spiking convolutional neural networks." Neurocomputing 469 (2022): 189-197..
- Weijie Bai, Yunhua Chen, Ren Feng, Yuliang Zheng. Accurate and Efficient Frame-based Event Representation for AER Object Recognition. The 2022 International Joint Conference on Neural Networks (IJCNN2022). 2022.7.18-2022.7.23, Padua, Italy.
- Junfeng Lei, Yuxuan Dong, Tao Zhao, Jinsheng xiao, Yunhua Chen(通讯作者), Bijun Li, Novel shrinking residual convolutional neural network for efficient accurate stereo matching, J. Vis. Commun. Image R. 72 (2020) 102872..
- Yunhua Chen, Yingchao Mai, Jingshen Xiao, Ling Zhang. Improving Antinoise Ability of DNNs Via a Bio-inspired Noise Adaptive Activation Function Rand Softplus[J]. Neural Computation,2019,31(6): 1215-1233. .
- Yunhua Chen, Jin Du, Qian Liu, Ling Zhang, and Yanjun Zeng. Robust and Energy Efficient Expression Recognition Based on Improved Deep ResNets[J]. Biomedizinische Technik / Biomedical Engineering, 2019,64(5)：1-10. .
- Junlan Dong, Ling Zhang, Yunhua Chen, Wenchao Jiang. Occlusion expression recognition based on non-convex low-rank double dictionaries and occlusion error model[J]. Signal Processing: Image Communication, 76 (2019) 8–88. .
专利
科技成果
- 暂无内容
科研项目
- 广东省自然科学基金项目，转换式深度脉冲卷积网络多性能指标优化研究（2021A1515012233），2021.01-2023.012，已结题，主持,
- 广东省自然科学基金项目，连续自发式表情特征的深度学习表示研究（2016A030313713），2016.06 - 2019.06，已结题，主持,
- 广东省自然科学基金项目，低质量监控视频人脸超分辨率算法研究（2014A030310169），2014/10-2017/10，已结题，主持,
- 广州市科技计划项目，支持小间距LED显示的多屏实时处理器系统的研发（2014Y2-00211），2014/10-2016/10，已结题，主持,
- 广东省科技计划项目，兴宁市水口镇中小微企业信息化公共服务平台建设（2013B040500008），2014/1-2016/10，已结题，主持,
- 广东省科技计划项目，适用于恶劣环境的视频监控系统开发与产业化（2014B090901061），2014/1-2016/12，已结题，主持,
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