应浩江，苏州大学教育学院心理学系副教授（硕士生导师）。
多年来，在包括 Journal of Experimental Psychology: General; Cognition; Journal of Vision; Journal of Experimental Social Psychology 等实验心理、视觉科学学专业期刊发表系列论文。
任 PLoS Computational Biology 期刊 Editorial Board Member（编委）。
目前主持国家自然科学基金项目一项。
欢迎对计算机视觉，计算视觉，认知科学感兴趣的同学加入实验室（基础心理学方向招生）。
主要研究方向：
1. 认知心理学、计算视觉
2. 眼病筛查手段与干预手段
3. 深度神经网络、计算机视觉
工作与教育经历如下：
2019 – 今 苏州大学心理学系 副教授、校优秀青年学者、江苏省双创博士
2014 – 2019 博士学位 新加坡南洋理工大学 心理学系
2013 – 2014 硕士学位 英国格拉斯哥大学 心理学院
2009 – 2013 本科学位 北京林业大学 心理学系
代表性论文列表：
Yu, J. M., Ying, H.* (Accepted). The Asymmetry System Properties of Visual System: Evidence from Serial Face Processing. Journal of Vision. [Corresponding Author] [计算视觉, 认知建模]
Wang, S., Ying, H., Wang, Q., Li, L., Lei, X., Han, C., Krueger, F. (2025). Timing is Everything: Unraveling the Temporal Dynamics of the Cheerleader Effect. Journal of Experimental Social Psychology, 119, 104758. [Co-First Author] [认知心理学, 认知建模]
Chen, Y., Li, Y. F., Cheng, C., & Ying, H. (2024). Neural network based cognitive approaches from face perception with human performance benchmark. Pattern Recognition Letters, 184, 155-161.[Corresponding Author] [神经网络, 计算机视觉]
Yu, J. M., Yang, W., & Ying, H.* (2023). Modeling facial perception in group context from a serial perception perspective. Journal of Vision, 23(3), 4. [Corresponding Author] [计算视觉, 认知建模]
Burns, E.#, Yang, W. #, Ying, H.*(2021). Friend Effects Framework: contrastive and hierarchical processing in cheerleader effects. Cognition, 212, 104715. [Corresponding Author] [认知心理学, 认知建模]
Yu, J.-M., & Ying, H.* (2021). A general serial dependence among various facial traits: Evidence from Markov Chain and derivative of Gaussian. Journal of Vision, 21(13):4, 1-13. [Corresponding Author][计算视觉, 认知建模]
Ying, H., Burns J., E. J., Choo, A. M., & Xu, H.* (2020). Temporal and spatial ensemble statistics are formed by distinct mechanisms. Cognition, 195, 104128. [First Author] [认知心理学, 认知建模]
Ying, H., Burns, E. J., Lin, X., & Xu, H.* (2019). Ensemble statistics shape face adaptation and the cheerleader effect. Journal of Experimental Psychology: General, 148(3), 421-436. [First Author] [认知心理学, 认知建模]
Ying, H., & Xu, H. (2017). Adaptation reveals that facial expression averaging occurs during rapid serial presentation. Journal of Vision, 17(1), 15.[First Author] [认知心理学]
主要研究视觉信息的统计加工算法，计算视觉，以及复杂社会环境下的面孔认知(情绪、吸引力等)。
论文列表
实验室期刊论文Journal Papers from this lab
Sun, Q., Zhang, X. Y., Sun, Q., Ying, H. J.*, (Accepted) The across-trial accumulation of cardinal illusion in orientation estimation attenuates the significance of serial dependence. Psychological Research. [Corresponding Author] [认知心理学, 认知建模]
Yu, J. M., Ying, H.* (Accepted). The Asymmetry System Properties of Visual System: Evidence from Serial Face Processing. Journal of Vision. [Corresponding Author] [计算视觉, 认知建模]
Wang, S., Ying, H., Wang, Q., Li, L., Lei, X., Han, C., Krueger, F. (2025). Timing is Everything: Unraveling the Temporal Dynamics of the Cheerleader Effect. Journal of Experimental Social Psychology, 119, 104758. [Co-First Author] [认知心理学, 认知建模]
Chen, Y., Li, Y. F., Cheng, C., & Ying, H. (2024). Neural network based cognitive approaches from face perception with human performance benchmark. Pattern Recognition Letters, 184, 155-161.[Corresponding Author] [神经网络, 计算机视觉]
Zhao, Z., Wu, Y., Yaoma, K., Burns, E., Sun, M., & Ying, H.* (2024) Other Ethnicity Effects in Ensemble Coding of Facial Expressions. Attention, Perception & Psychophysics, 86(7), 2412-2423[Corresponding Author] [认知心理学, 认知建模]
Sun, M., Huang, Y., & Ying, H.* (2024) Repulsion Bias Is Insensitive to Spatial Attention, yet Expands during Active WM Maintenance. Attention, Perception & Psychophysics, 86(5), 1653-1667[Corresponding Author] [认知心理学, 认知建模]
Wu, Y., Wu, X., & Ying, H.* (2023). Contributions of ethnicity and attention to the ensemble emotional perception in a mixed crowd. American Journal of Psychology, 136 (4), 391-402. [Corresponding Author] [认知心理学]
Wu, Y., & Ying, H.* (2023). The background assimilation effect: Facial emotional perception is affected by surrounding stimuli. i-Perception, 14(0), 1-16. [Corresponding Author] [认知心理学]
Sun, M., & Ying, H.* (2023). Color’s perceptual diversity and categorical harmony improve aesthetic experience. Psychology of Aesthetics, Creativity, and the Arts. [Corresponding Author] [认知心理学]
Yu, J. M., Yang, W., & Ying, H.* (2023). Modeling facial perception in group context from a serial perception perspective. Journal of Vision, 23(3), 4. [Corresponding Author] [计算视觉, 认知建模]
Li, Y.-F., & Ying, H.* (2022). Disrupted visual input unveils the computational details of artificial neural networks for face perception. Frontiers inComputational Neuroscience, 16:1054421. [Corresponding Author] [神经网络, 计算机视觉]
Ying, H.* (2022). Attention modulates the ensemble coding of facial expressions. Perception, 51(4), 276-285. [First Author & Corresponding Author] [认知心理学]
Burns, E.#, Yang, W. #, Ying, H.*(2021). Friend Effects Framework: contrastive and hierarchical processing in cheerleader effects. Cognition, 212, 104715. [Corresponding Author] [认知心理学, 认知建模]
Yu, J.-M., & Ying, H.* (2021). A general serial dependence among various facial traits: Evidence from Markov Chain and derivative of Gaussian. Journal of Vision, 21(13):4, 1-13. [Corresponding Author][计算视觉, 认知建模]
He, X., Ying, H., & Jaratjarungkiat, S. (2020). Multimedia learning materials for second language learners: A comparison of two kinds of videos. Chinese as a Second Language, 55(3), 175-192.
Ying, H., Cheng, W., Deepu Rajan, N., & Xu, H. (2020). Perception of attractive and unattractive face groups is driven by distinct spatial frequencies. PsyCh Journal, 9(6), 804-818. [First Author] [认知心理学]
Ying, H., Burns J., E. J., Choo, A. M., & Xu, H.* (2020). Temporal and spatial ensemble statistics are formed by distinct mechanisms. Cognition, 195, 104128. [First Author] [认知心理学, 认知建模]
Ying, H., Burns, E. J., Lin, X., & Xu, H.* (2019). Ensemble statistics shape face adaptation and the cheerleader effect. Journal of Experimental Psychology: General, 148(3), 421-436. [First Author] [认知心理学, 认知建模]
Ying, H., & Xu, H. (2017). Adaptation reveals that facial expression averaging occurs during rapid serial presentation. Journal of Vision, 17(1), 15.[First Author] [认知心理学]
投稿中（预印本） In Preparation (arXiv papers)
Zhao, Z., Chen, J., Lin, Z., & Ying, H. (2024). Face processing emerges from object-trained convolutional neural networks. arXiv preprint arXiv:2405.18800.[Corresponding Author]
Ying, H., Li, Y. F., & Chen, Y. (2023). Using Human-like Mechanism to Weaken Effect of Pre-training Weight Bias in Face-Recognition Convolutional Neural Network. arXiv preprint arXiv:2310.13674.[First Author]
Yu, J. M., & Ying, H. (2022). The Markovian and Memoryless Properties of Visual System: Evidence from Serial Face Processing. arXiv, arXiv:2212.14254.[Corresponding Author]
会议论文 Conference Papers
Ying, H., & Chen, Y. (2021, May). A Neural Network Approach to Subjective Human Face Perception Classification based on Social Characteristics. In 2021 IEEE 10th Data Driven Control and Learning Systems Conference (DDCLS) (pp. 457-462). IEEE. [First Author]
Chen, Y., Qiu, L., & Ying, H. (2021, May). Multi-dimensional Data Analysis Platform (MuDAP): A Versatile Analysis Toolbox for Multi-dimensional Perception Data. In 2021 IEEE 10th Data Driven Control and Learning Systems Conference (DDCLS) (pp. 655-660).IEEE.
合作期刊论文 Collaborations
Zhang, T., Ying, H., Wang, H., Zhao, F., Pan, Q., Zhan, Q., ... & Zhang, Y. Visual Motion Sensitivity as an Indicator of Diabetic Retinopathy in Type 2 Diabetes Mellitus. Frontiers in Neuroscience, 18, 1412241. [Co-First Author] [眼科学, 疾病筛查] 感谢卫健委合作者的实验与经费支持
Li, X., Wang, Y., Xiao, B., Xu, Y., Ying, H.*, Chen, Y.* (2024) Multi-Dimensional Data Analysis Platform (MuDAP): A Cognitive Science Data Toolbox. Symmetry 16(4),503.[Corresponding Author] [神经网络, 研究方法] 感谢兄弟学院两位副教授邀请本人参与此跨学科研究工具包的开发
会议海报 Conference Posters
Ying, H., & Burns, E. J. (2021, December). The Friend Effect Framework: Modelling Perception of Facial Attractiveness in Social Contexts. Perception.[First Author]
Ying, H. (2021). Preference of Facial Attractiveness is ‘heritable’ within the Family. Journal of Vision, 21(9), 2952. [First Author]
Rajan, N. D., Ying, H., Ananyev, E., Maus, G., & Xu, H. (2021). Can attention break through the ensemble? Only with more time. Journal of Vision, 21(9), 2535.
Hu, C., Dong, K., Cheng, W., Wu, H., Kishimoto, T., Ying, H., ... & Zhang, R. Y. (2020). Dissociating the causal roles of V1, intraparietal sulcus, and dorsolateral prefrontal cortex in visual working memory. Journal of Vision, 20(11), 924.
Ying, H., Cheng, W., & Xu, H. (2019). Ensemble Coding of Facial Attractiveness is Largely Driven by the High Spatial Frequency Information. Journal of Vision, 19(10), 196. [First Author]
Ying, H., Burns, E., Choo, A., & Xu, H. (2017). Ensemble representation of facial attractiveness adaptation by rapid serial visual presentation. Journal of Vision, 17(10), 840. [First Author]
Ying, H., & Xu, H. (2016). Rapid Serial Visual Presentation (RSVP) of Emotional Faces Generates Substantial Emotion Aftereffect as the Average Face of the RSVP Sequence. Journal of Vision, 16(12), 157. [First Author]
应浩江，苏州大学教育学院心理学系副教授（硕士生导师）。
多年来，在包括 Journal of Experimental Psychology: General; Cognition; Journal of Vision; Journal of Experimental Social Psychology 等实验心理、视觉科学学专业期刊发表系列论文。
任 PLoS Computational Biology 期刊 Editorial Board Member（编委）。
目前主持国家自然科学基金项目一项。
欢迎对计算机视觉，计算视觉，认知科学感兴趣的同学加入实验室（基础心理学方向招生）。
主要研究方向：
1. 认知心理学、计算视觉
2. 眼病筛查手段与干预手段
3. 深度神经网络、计算机视觉
工作与教育经历如下：
2019 – 今 苏州大学心理学系 副教授、校优秀青年学者、江苏省双创博士
2014 – 2019 博士学位 新加坡南洋理工大学 心理学系
2013 – 2014 硕士学位 英国格拉斯哥大学 心理学院
2009 – 2013 本科学位 北京林业大学 心理学系
代表性论文列表：
Yu, J. M., Ying, H.* (Accepted). The Asymmetry System Properties of Visual System: Evidence from Serial Face Processing. Journal of Vision. [Corresponding Author] [计算视觉, 认知建模]
Wang, S., Ying, H., Wang, Q., Li, L., Lei, X., Han, C., Krueger, F. (2025). Timing is Everything: Unraveling the Temporal Dynamics of the Cheerleader Effect. Journal of Experimental Social Psychology, 119, 104758. [Co-First Author] [认知心理学, 认知建模]
Chen, Y., Li, Y. F., Cheng, C., & Ying, H. (2024). Neural network based cognitive approaches from face perception with human performance benchmark. Pattern Recognition Letters, 184, 155-161.[Corresponding Author] [神经网络, 计算机视觉]
Yu, J. M., Yang, W., & Ying, H.* (2023). Modeling facial perception in group context from a serial perception perspective. Journal of Vision, 23(3), 4. [Corresponding Author] [计算视觉, 认知建模]
Burns, E.#, Yang, W. #, Ying, H.*(2021). Friend Effects Framework: contrastive and hierarchical processing in cheerleader effects. Cognition, 212, 104715. [Corresponding Author] [认知心理学, 认知建模]
Yu, J.-M., & Ying, H.* (2021). A general serial dependence among various facial traits: Evidence from Markov Chain and derivative of Gaussian. Journal of Vision, 21(13):4, 1-13. [Corresponding Author][计算视觉, 认知建模]
Ying, H., Burns J., E. J., Choo, A. M., & Xu, H.* (2020). Temporal and spatial ensemble statistics are formed by distinct mechanisms. Cognition, 195, 104128. [First Author] [认知心理学, 认知建模]
Ying, H., Burns, E. J., Lin, X., & Xu, H.* (2019). Ensemble statistics shape face adaptation and the cheerleader effect. Journal of Experimental Psychology: General, 148(3), 421-436. [First Author] [认知心理学, 认知建模]
Ying, H., & Xu, H. (2017). Adaptation reveals that facial expression averaging occurs during rapid serial presentation. Journal of Vision, 17(1), 15.[First Author] [认知心理学]
主要研究视觉信息的统计加工算法，计算视觉，以及复杂社会环境下的面孔认知(情绪、吸引力等)。
论文列表
实验室期刊论文Journal Papers from this lab
Sun, Q., Zhang, X. Y., Sun, Q., Ying, H. J.*, (Accepted) The across-trial accumulation of cardinal illusion in orientation estimation attenuates the significance of serial dependence. Psychological Research. [Corresponding Author] [认知心理学, 认知建模]
Yu, J. M., Ying, H.* (Accepted). The Asymmetry System Properties of Visual System: Evidence from Serial Face Processing. Journal of Vision. [Corresponding Author] [计算视觉, 认知建模]
Wang, S., Ying, H., Wang, Q., Li, L., Lei, X., Han, C., Krueger, F. (2025). Timing is Everything: Unraveling the Temporal Dynamics of the Cheerleader Effect. Journal of Experimental Social Psychology, 119, 104758. [Co-First Author] [认知心理学, 认知建模]
Chen, Y., Li, Y. F., Cheng, C., & Ying, H. (2024). Neural network based cognitive approaches from face perception with human performance benchmark. Pattern Recognition Letters, 184, 155-161.[Corresponding Author] [神经网络, 计算机视觉]
Zhao, Z., Wu, Y., Yaoma, K., Burns, E., Sun, M., & Ying, H.* (2024) Other Ethnicity Effects in Ensemble Coding of Facial Expressions. Attention, Perception & Psychophysics, 86(7), 2412-2423[Corresponding Author] [认知心理学, 认知建模]
Sun, M., Huang, Y., & Ying, H.* (2024) Repulsion Bias Is Insensitive to Spatial Attention, yet Expands during Active WM Maintenance. Attention, Perception & Psychophysics, 86(5), 1653-1667[Corresponding Author] [认知心理学, 认知建模]
Wu, Y., Wu, X., & Ying, H.* (2023). Contributions of ethnicity and attention to the ensemble emotional perception in a mixed crowd. American Journal of Psychology, 136 (4), 391-402. [Corresponding Author] [认知心理学]
Wu, Y., & Ying, H.* (2023). The background assimilation effect: Facial emotional perception is affected by surrounding stimuli. i-Perception, 14(0), 1-16. [Corresponding Author] [认知心理学]
Sun, M., & Ying, H.* (2023). Color’s perceptual diversity and categorical harmony improve aesthetic experience. Psychology of Aesthetics, Creativity, and the Arts. [Corresponding Author] [认知心理学]
Yu, J. M., Yang, W., & Ying, H.* (2023). Modeling facial perception in group context from a serial perception perspective. Journal of Vision, 23(3), 4. [Corresponding Author] [计算视觉, 认知建模]
Li, Y.-F., & Ying, H.* (2022). Disrupted visual input unveils the computational details of artificial neural networks for face perception. Frontiers inComputational Neuroscience, 16:1054421. [Corresponding Author] [神经网络, 计算机视觉]
Ying, H.* (2022). Attention modulates the ensemble coding of facial expressions. Perception, 51(4), 276-285. [First Author & Corresponding Author] [认知心理学]
Burns, E.#, Yang, W. #, Ying, H.*(2021). Friend Effects Framework: contrastive and hierarchical processing in cheerleader effects. Cognition, 212, 104715. [Corresponding Author] [认知心理学, 认知建模]
Yu, J.-M., & Ying, H.* (2021). A general serial dependence among various facial traits: Evidence from Markov Chain and derivative of Gaussian. Journal of Vision, 21(13):4, 1-13. [Corresponding Author][计算视觉, 认知建模]
He, X., Ying, H., & Jaratjarungkiat, S. (2020). Multimedia learning materials for second language learners: A comparison of two kinds of videos. Chinese as a Second Language, 55(3), 175-192.
Ying, H., Cheng, W., Deepu Rajan, N., & Xu, H. (2020). Perception of attractive and unattractive face groups is driven by distinct spatial frequencies. PsyCh Journal, 9(6), 804-818. [First Author] [认知心理学]
Ying, H., Burns J., E. J., Choo, A. M., & Xu, H.* (2020). Temporal and spatial ensemble statistics are formed by distinct mechanisms. Cognition, 195, 104128. [First Author] [认知心理学, 认知建模]
Ying, H., Burns, E. J., Lin, X., & Xu, H.* (2019). Ensemble statistics shape face adaptation and the cheerleader effect. Journal of Experimental Psychology: General, 148(3), 421-436. [First Author] [认知心理学, 认知建模]
Ying, H., & Xu, H. (2017). Adaptation reveals that facial expression averaging occurs during rapid serial presentation. Journal of Vision, 17(1), 15.[First Author] [认知心理学]
投稿中（预印本） In Preparation (arXiv papers)
Zhao, Z., Chen, J., Lin, Z., & Ying, H. (2024). Face processing emerges from object-trained convolutional neural networks. arXiv preprint arXiv:2405.18800.[Corresponding Author]
Ying, H., Li, Y. F., & Chen, Y. (2023). Using Human-like Mechanism to Weaken Effect of Pre-training Weight Bias in Face-Recognition Convolutional Neural Network. arXiv preprint arXiv:2310.13674.[First Author]
Yu, J. M., & Ying, H. (2022). The Markovian and Memoryless Properties of Visual System: Evidence from Serial Face Processing. arXiv, arXiv:2212.14254.[Corresponding Author]
会议论文 Conference Papers
Ying, H., & Chen, Y. (2021, May). A Neural Network Approach to Subjective Human Face Perception Classification based on Social Characteristics. In 2021 IEEE 10th Data Driven Control and Learning Systems Conference (DDCLS) (pp. 457-462). IEEE. [First Author]
Chen, Y., Qiu, L., & Ying, H. (2021, May). Multi-dimensional Data Analysis Platform (MuDAP): A Versatile Analysis Toolbox for Multi-dimensional Perception Data. In 2021 IEEE 10th Data Driven Control and Learning Systems Conference (DDCLS) (pp. 655-660).IEEE.
合作期刊论文 Collaborations
Zhang, T., Ying, H., Wang, H., Zhao, F., Pan, Q., Zhan, Q., ... & Zhang, Y. Visual Motion Sensitivity as an Indicator of Diabetic Retinopathy in Type 2 Diabetes Mellitus. Frontiers in Neuroscience, 18, 1412241. [Co-First Author] [眼科学, 疾病筛查] 感谢卫健委合作者的实验与经费支持
Li, X., Wang, Y., Xiao, B., Xu, Y., Ying, H.*, Chen, Y.* (2024) Multi-Dimensional Data Analysis Platform (MuDAP): A Cognitive Science Data Toolbox. Symmetry 16(4),503.[Corresponding Author] [神经网络, 研究方法] 感谢兄弟学院两位副教授邀请本人参与此跨学科研究工具包的开发
会议海报 Conference Posters
Ying, H., & Burns, E. J. (2021, December). The Friend Effect Framework: Modelling Perception of Facial Attractiveness in Social Contexts. Perception.[First Author]
Ying, H. (2021). Preference of Facial Attractiveness is ‘heritable’ within the Family. Journal of Vision, 21(9), 2952. [First Author]
Rajan, N. D., Ying, H., Ananyev, E., Maus, G., & Xu, H. (2021). Can attention break through the ensemble? Only with more time. Journal of Vision, 21(9), 2535.
Hu, C., Dong, K., Cheng, W., Wu, H., Kishimoto, T., Ying, H., ... & Zhang, R. Y. (2020). Dissociating the causal roles of V1, intraparietal sulcus, and dorsolateral prefrontal cortex in visual working memory. Journal of Vision, 20(11), 924.
Ying, H., Cheng, W., & Xu, H. (2019). Ensemble Coding of Facial Attractiveness is Largely Driven by the High Spatial Frequency Information. Journal of Vision, 19(10), 196. [First Author]
Ying, H., Burns, E., Choo, A., & Xu, H. (2017). Ensemble representation of facial attractiveness adaptation by rapid serial visual presentation. Journal of Vision, 17(10), 840. [First Author]
Ying, H., & Xu, H. (2016). Rapid Serial Visual Presentation (RSVP) of Emotional Faces Generates Substantial Emotion Aftereffect as the Average Face of the RSVP Sequence. Journal of Vision, 16(12), 157. [First Author]