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2020 – today
- 2024
[j15]Siyang Song
, Yiming Luo, Tugba Tümer, Changzeng Fu, Michel F. Valstar, Hatice Gunes:
Loss Relaxation Strategy for Noisy Facial Video-based Automatic Depression Recognition. ACM Trans. Comput. Heal. 5(2): 12:1-12:24 (2024)- [j14]Weicheng Xie, Cheng Luo, Gui Wang, Linlin Shen, Zhihui Lai, Siyang Song:
Network characteristics adaption and hierarchical feature exploration for robust object recognition. Pattern Recognit. 149: 110240 (2024) - [j13]Rongfan Liao, Siyang Song, Hatice Gunes:
An Open-Source Benchmark of Deep Learning Models for Audio-Visual Apparent and Self-Reported Personality Recognition. IEEE Trans. Affect. Comput. 15(3): 1590-1607 (2024) - [j12]Weicheng Xie, Zenghao Niu, Qinliang Lin, Siyang Song, Linlin Shen:
Generative Imperceptible Attack With Feature Learning Bias Reduction and Multi-Scale Variance Regularization. IEEE Trans. Inf. Forensics Secur. 19: 7924-7938 (2024) - [j11]Weicheng Xie, Zhibin Peng, Linlin Shen, Wenya Lu, Yang Zhang, Siyang Song:
Cross-Layer Contrastive Learning of Latent Semantics for Facial Expression Recognition. IEEE Trans. Image Process. 33: 2514-2529 (2024) - [j10]Xiaofeng Liu, Rongrong Ni, Biao Yang, Siyang Song, Angelo Cangelosi:
Unlocking Human-Like Facial Expressions in Humanoid Robots: A Novel Approach for Action Unit Driven Facial Expression Disentangled Synthesis. IEEE Trans. Robotics 40: 3850-3865 (2024) - [c30]Qinliang Lin, Cheng Luo, Zenghao Niu, Xilin He, Weicheng Xie, Yuanbo Hou, Linlin Shen, Siyang Song:
Boosting Adversarial Transferability across Model Genus by Deformation-Constrained Warping. AAAI 2024: 3459-3467 - [c29]Zihan Wang, Siyang Song, Cheng Luo, Songhe Deng, Weicheng Xie, Linlin Shen:
Multi-Scale Dynamic and Hierarchical Relationship Modeling for Facial Action Units Recognition. CVPR 2024: 1270-1280 - [c28]Zijian Wu, Jun Lu, Jing Han, Lianfa Bai, Yi Zhang, Zhuang Zhao, Siyang Song:
Domain Separation Graph Neural Networks for Saliency Object Ranking. CVPR 2024: 3964-3974 - [c27]Bowen Deng, Siyang Song, Andrew P. French, Denis Schluppeck, Michael P. Pound:
Advancing Saliency Ranking with Human Fixations: Dataset, Models and Benchmarks. CVPR 2024: 28348-28357 - [c26]Haotian Shen, Siyang Song, Hatice Gunes:
Multi-modal Human Behaviour Graph Representation Learning for Automatic Depression Assessment. FG 2024: 1-10 - [c25]Siyang Song, Micol Spitale, Cheng Luo, Cristina Palmero, Germán Barquero, Hengde Zhu, Sergio Escalera, Michel F. Valstar, Tobias Baur, Fabien Ringeval, Elisabeth André, Hatice Gunes:
REACT 2024: the Second Multiple Appropriate Facial Reaction Generation Challenge. FG 2024: 1-5 - [c24]Yuanbo Hou, Qiaoqiao Ren, Siyang Song, Yuxin Song, Wenwu Wang, Dick Botteldooren:
Multi-Level Graph Learning For Audio Event Classification And Human-Perceived Annoyance Rating Prediction. ICASSP 2024: 716-720 - [c23]Xiangbo Gao, Qinliang Lin, Cheng Luo, Weicheng Xie, Linlin Shen, Keerthy Kusumam, Siyang Song:
Scale-Free And Task-Generic Attack: Generating Photo-Realistic Adversarial Patterns With Patch Quilting Generator. ICASSP 2024: 2985-2989 - [c22]Yuxin Song, Cheng Luo, Aaron Jackson, Xi Jia, Weicheng Xie, Linlin Shen, Hatice Gunes, Siyang Song:
MERG: Multi-Dimensional Edge Representation Generation Layer for Graph Neural Networks. ICASSP 2024: 5475-5479 - [c21]Haijian Liang, Weicheng Xie, Xilin He, Siyang Song, Linlin Shen:
Circular Decomposition and Cross-Modal Recombination for Multimodal Sentiment Analysis. ICASSP 2024: 7910-7914 - [c20]Hengde Zhu, Xiangyu Kong, Weicheng Xie, Xin Huang, Linlin Shen, Lu Liu, Hatice Gunes, Siyang Song:
PerFRDiff: Personalised Weight Editing for Multiple Appropriate Facial Reaction Generation. ACM Multimedia 2024: 9495-9504 - [i31]Siyang Song, Micol Spitale, Cheng Luo, Cristina Palmero, Germán Barquero, Hengde Zhu, Sergio Escalera, Michel F. Valstar, Tobias Baur, Fabien Ringeval, Elisabeth André, Hatice Gunes:
REACT 2024: the Second Multiple Appropriate Facial Reaction Generation Challenge. CoRR abs/2401.05166 (2024) - [i30]Qinliang Lin, Cheng Luo, Zenghao Niu, Xilin He, Weicheng Xie, Yuanbo Hou, Linlin Shen, Siyang Song:
Boosting Adversarial Transferability across Model Genus by Deformation-Constrained Warping. CoRR abs/2402.03951 (2024) - [i29]Zihan Wang, Siyang Song, Cheng Luo, Songhe Deng, Weicheng Xie, Linlin Shen:
Multi-scale Dynamic and Hierarchical Relationship Modeling for Facial Action Units Recognition. CoRR abs/2404.06443 (2024) - [i28]Xiaowen Ma, Zhenkai Wu, Rongrong Lian, Wei Zhang, Siyang Song:
Rethinking Remote Sensing Change Detection With A Mask View. CoRR abs/2406.15320 (2024) - [i27]Xiaowen Ma, Rongrong Lian, Zhenkai Wu, Hongbo Guo, Mengting Ma, Sensen Wu, Zhenhong Du, Siyang Song, Wei Zhang:
LOGCAN++: Local-global class-aware network for semantic segmentation of remote sensing images. CoRR abs/2406.16502 (2024) - [i26]Jiongshu Wang, Jing Yang, Jiankang Deng, Hatice Gunes, Siyang Song:
Graph in Graph Neural Network. CoRR abs/2407.00696 (2024) - [i25]Guanyu Hu, Jie Wei, Siyang Song, Dimitrios Kollias, Xinyu Yang, Zhonglin Sun, Odysseus Kaloidas:
Robust Facial Reactions Generation: An Emotion-Aware Framework with Modality Compensation. CoRR abs/2407.15798 (2024) - [i24]Xingrui Gu, Chuyi Jiang, Erte Wang, Zekun Wu, Qiang Cui, Leimin Tian, Lianlong Wu, Siyang Song, Chuang Yu:
CauSkelNet: Causal Representation Learning for Human Behaviour Analysis. CoRR abs/2409.15564 (2024) - [i23]Zhonglin Sun, Siyang Song, Ioannis Patras, Georgios Tzimiropoulos:
CemiFace: Center-based Semi-hard Synthetic Face Generation for Face Recognition. CoRR abs/2409.18876 (2024) - 2023
- [j9]Rongrong Ni, Biao Yang, Xu Zhou, Siyang Song, Xiaofeng Liu:
Diverse local facial behaviors learning from enhanced expression flow for microexpression recognition. Knowl. Based Syst. 275: 110729 (2023) - [j8]Yuanbo Hou, Siyang Song, Chuang Yu, Wenwu Wang, Dick Botteldooren:
Audio Event-Relational Graph Representation Learning for Acoustic Scene Classification. IEEE Signal Process. Lett. 30: 1382-1386 (2023) - [j7]Siyang Song, Shashank Jaiswal, Enrique Sánchez-Lozano, Georgios Tzimiropoulos, Linlin Shen, Michel F. Valstar:
Self-Supervised Learning of Person-Specific Facial Dynamics for Automatic Personality Recognition. IEEE Trans. Affect. Comput. 14(1): 178-195 (2023) - [j6]Siyang Song, Zilong Shao, Shashank Jaiswal, Linlin Shen, Michel F. Valstar, Hatice Gunes:
Learning Person-Specific Cognition From Facial Reactions for Automatic Personality Recognition. IEEE Trans. Affect. Comput. 14(4): 3048-3065 (2023) - [j5]Huili Cai, Xiaofeng Liu, Rongrong Ni, Siyang Song, Angelo Cangelosi:
Emotion Recognition Through Combining EEG and EOG Over Relevant Channels With Optimal Windowing. IEEE Trans. Hum. Mach. Syst. 53(4): 697-706 (2023) - [c19]Xi Jia, Joseph Bartlett, Wei Chen, Siyang Song, Tianyang Zhang, Xinxing Cheng, Wenqi Lu, Zhaowen Qiu, Jinming Duan:
Fourier-Net: Fast Image Registration with Band-Limited Deformation. AAAI 2023: 1015-1023 - [c18]Euodia Dodd, Siyang Song, Hatice Gunes:
A Framework for Automatic Personality Recognition in Dyadic Interactions. ACIIW 2023: 1-8 - [c17]Zihan Wang, Siyang Song, Cheng Luo, Yuzhi Zhou, Shiling Wu, Weicheng Xie, Linlin Shen:
Spatial-Temporal Graph-Based AU Relationship Learning for Facial Action Unit Detection. CVPR Workshops 2023: 5899-5907 - [c16]Lanmiao Liu, Chuang Yu, Siyang Song, Zhidong Su, Adriana Tapus:
Human Gesture Recognition with a Flow-based Model for Human Robot Interaction. HRI (Companion) 2023: 548-551 - [c15]Xilin He, Qinliang Lin, Cheng Luo, Weicheng Xie, Siyang Song, Feng Liu, Linlin Shen:
Shift from Texture-bias to Shape-bias: Edge Deformation-based Augmentation for Robust Object Recognition. ICCV 2023: 1526-1535 - [c14]Yuanbo Hou, Siyang Song, Cheng Luo, Andrew Mitchell, Qiaoqiao Ren, Weicheng Xie, Jian Kang, Wenwu Wang, Dick Botteldooren:
Joint Prediction of Audio Event and Annoyance Rating in an Urban Soundscape by Hierarchical Graph Representation Learning. INTERSPEECH 2023: 331-335 - [c13]Siyang Song, Micol Spitale, Cheng Luo, Germán Barquero, Cristina Palmero, Sergio Escalera, Michel F. Valstar, Tobias Baur, Fabien Ringeval, Elisabeth André, Hatice Gunes:
REACT2023: The First Multiple Appropriate Facial Reaction Generation Challenge. ACM Multimedia 2023: 9620-9624 - [i22]Siyang Song, Micol Spitale, Yiming Luo, Batuhan Bal, Hatice Gunes:
Multiple Appropriate Facial Reaction Generation in Dyadic Interaction Settings: What, Why and How? CoRR abs/2302.06514 (2023) - [i21]Zihan Wang, Siyang Song, Cheng Luo, Yuzhi Zhou, Shiling Wu, Weicheng Xie, Linlin Shen:
Spatio-Temporal AU Relational Graph Representation Learning For Facial Action Units Detection. CoRR abs/2303.10644 (2023) - [i20]Tong Xu, Micol Spitale, Hao Tang, Lu Liu, Hatice Gunes, Siyang Song:
Reversible Graph Neural Network-based Reaction Distribution Learning for Multiple Appropriate Facial Reactions Generation. CoRR abs/2305.15270 (2023) - [i19]Cheng Luo, Siyang Song, Weicheng Xie, Micol Spitale, Linlin Shen, Hatice Gunes:
ReactFace: Multiple Appropriate Facial Reaction Generation in Dyadic Interactions. CoRR abs/2305.15748 (2023) - [i18]Siyang Song, Micol Spitale, Cheng Luo, Germán Barquero, Cristina Palmero, Sergio Escalera, Michel F. Valstar, Tobias Baur, Fabien Ringeval, Elisabeth André, Hatice Gunes:
REACT2023: the first Multi-modal Multiple Appropriate Facial Reaction Generation Challenge. CoRR abs/2306.06583 (2023) - [i17]Jiaqi Xu, Cheng Luo, Weicheng Xie, Linlin Shen, Xiaofeng Liu, Lu Liu, Hatice Gunes, Siyang Song:
MRecGen: Multimodal Appropriate Reaction Generator. CoRR abs/2307.02609 (2023) - [i16]Yuanbo Hou, Siyang Song, Cheng Luo, Andrew Mitchell, Qiaoqiao Ren, Weicheng Xie, Jian Kang, Wenwu Wang, Dick Botteldooren:
Joint Prediction of Audio Event and Annoyance Rating in an Urban Soundscape by Hierarchical Graph Representation Learning. CoRR abs/2308.11980 (2023) - [i15]Yuanbo Hou, Siyang Song, Chuang Yu, Wenwu Wang, Dick Botteldooren:
Audio Event-Relational Graph Representation Learning for Acoustic Scene Classification. CoRR abs/2310.03889 (2023) - [i14]Yuanbo Hou, Qiaoqiao Ren, Siyang Song, Yuxin Song, Wenwu Wang, Dick Botteldooren:
Multi-level graph learning for audio event classification and human-perceived annoyance rating prediction. CoRR abs/2312.09952 (2023) - 2022
- [j4]Siyang Song, Shashank Jaiswal, Linlin Shen, Michel F. Valstar:
Spectral Representation of Behaviour Primitives for Depression Analysis. IEEE Trans. Affect. Comput. 13(2): 829-844 (2022) - [j3]Leijing Zhou, Xu Sun, Guannan Mu, Jiayi Wu, Jiangping Zhou, Qiuning Wu, Yaorun Zhang, Yufan Xi, Nesrin Dilber Günes, Siyang Song:
A Tool to Facilitate the Cross-Cultural Design Process Using Deep Learning. IEEE Trans. Hum. Mach. Syst. 52(3): 445-457 (2022) - [c12]Siyang Song, Yiming Luo, Vincenzo Ronca, Gianluca Borghini, Hesam Sagha, Vera Barbara Rick, Alexander Mertens, Hatice Gunes:
Deep Learning-Based Assessment of Facial Periodic Affect in Work-Like Settings. ECCV Workshops (5) 2022: 307-322 - [c11]Nida Itrat Abbasi, Siyang Song, Hatice Gunes:
Statistical, Spectral and Graph Representations for Video-Based Facial Expression Recognition in Children. ICASSP 2022: 1725-1729 - [c10]Cheng Luo, Siyang Song, Weicheng Xie, Linlin Shen, Hatice Gunes:
Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition. IJCAI 2022: 1239-1246 - [i13]Cheng Luo, Siyang Song, Weicheng Xie, Linlin Shen, Hatice Gunes:
Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition. CoRR abs/2205.01782 (2022) - [i12]Xiangbo Gao, Weicheng Xie, Minmin Liu, Cheng Luo, Qinliang Lin, Linlin Shen, Keerthy Kusumam, Siyang Song:
Scale-free Photo-realistic Adversarial Pattern Attack. CoRR abs/2208.06222 (2022) - [i11]Rongfan Liao, Siyang Song, Hatice Gunes:
An Open-source Benchmark of Deep Learning Models for Audio-visual Apparent and Self-reported Personality Recognition. CoRR abs/2210.09138 (2022) - [i10]Yuanbo Hou, Siyang Song, Chuang Yu, Yuxin Song, Wenwu Wang, Dick Botteldooren:
Multi-dimensional Edge-based Audio Event Relational Graph Representation Learning for Acoustic Scene Classification. CoRR abs/2210.15366 (2022) - [i9]Siyang Song, Yuxin Song, Cheng Luo, Zhiyuan Song, Selim Kuzucu, Xi Jia, Zhijiang Guo, Weicheng Xie, Linlin Shen, Hatice Gunes:
GRATIS: Deep Learning Graph Representation with Task-specific Topology and Multi-dimensional Edge Features. CoRR abs/2211.12482 (2022) - [i8]Xi Jia, Joseph Bartlett, Wei Chen, Siyang Song, Tianyang Zhang, Xinxing Cheng, Wenqi Lu, Zhaowen Qiu, Jinming Duan:
Fourier-Net: Fast Image Registration with Band-limited Deformation. CoRR abs/2211.16342 (2022) - 2021
- [b1]Siyang Song:
Modelling person-specific and multi-scale facial dynamics for automatic personality and depression analysis. University of Nottingham, UK, 2021 - [j2]Yu She, Siyang Song, Hai-Jun Su, Junmin Wang:
A Parametric Study of Compliant Link Design for Safe Physical Human-Robot Interaction. Robotica 39(10): 1739-1759 (2021) - [c9]Zilong Shao, Siyang Song, Shashank Jaiswal, Linlin Shen, Michel F. Valstar, Hatice Gunes:
Personality Recognition by Modelling Person-specific Cognitive Processes using Graph Representation. ACM Multimedia 2021: 357-366 - [i7]Siyang Song, Zilong Shao, Shashank Jaiswal, Linlin Shen, Michel F. Valstar, Hatice Gunes:
Learning Graph Representation of Person-specific Cognitive Processes from Audio-visual Behaviours for Automatic Personality Recognition. CoRR abs/2110.13570 (2021) - [i6]Chaudhary Muhammad Aqdus Ilyas, Siyang Song, Hatice Gunes:
Inferring User Facial Affect in Work-like Settings. CoRR abs/2111.11862 (2021) - [i5]Jiaqi Xu, Siyang Song, Keerthy Kusumam, Hatice Gunes, Michel F. Valstar:
Two-stage Temporal Modelling Framework for Video-based Depression Recognition using Graph Representation. CoRR abs/2111.15266 (2021) - 2020
- [c8]Joy O. Egede, Siyang Song, Temitayo A. Olugbade, Chongyang Wang, Amanda C. de C. Williams, Hongying Meng, Min S. Hane Aung, Nicholas D. Lane, Michel F. Valstar, Nadia Bianchi-Berthouze:
EMOPAIN Challenge 2020: Multimodal Pain Evaluation from Facial and Bodily Expressions. FG 2020: 849-856 - [c7]Jingtian Xia, Siyang Song, Yan Tang, Linlin Shen:
Analyzing Facial Temporal Patterns for Face Anti-Spoofing. ICCPR 2020: 200-207 - [c6]Siyang Song, Enrique Sanchez, Linlin Shen, Michel F. Valstar:
Self-supervised learning of Dynamic Representations for Static Images. ICPR 2020: 1619-1626 - [i4]Joy Egede, Temitayo A. Olugbade, Chongyang Wang, Siyang Song, Nadia Berthouze, Michel F. Valstar, Amanda C. de C. Williams, Hongying Meng, Min Hane Aung, Nicholas D. Lane:
EMOPAIN Challenge 2020: Multimodal Pain Evaluation from Facial and Bodily Expressions. CoRR abs/2001.07739 (2020)
2010 – 2019
- 2019
- [j1]Siyang Song, Xianpai Zeng, Yu She, Junmin Wang, Hai-Jun Su:
Modeling and control of inherently safe robots with variable stiffness links. Robotics Auton. Syst. 120 (2019) - [c5]Shashank Jaiswal, Siyang Song, Michel F. Valstar:
Automatic prediction of Depression and Anxiety from behaviour and personality attributes. ACII 2019: 1-7 - [c4]Siyang Song, Enrique Sánchez-Lozano, Mani Kumar Tellamekala, Linlin Shen, Alan Johnston, Michel F. Valstar:
Dynamic Facial Models for Video-Based Dimensional Affect Estimation. ICCV Workshops 2019: 1608-1617 - [c3]Fabien Ringeval, Björn W. Schuller, Michel F. Valstar, Nicholas Cummins, Roddy Cowie, Leili Tavabi, Maximilian Schmitt, Sina Alisamir, Shahin Amiriparian, Eva-Maria Meßner, Siyang Song, Shuo Liu, Ziping Zhao, Adria Mallol-Ragolta, Zhao Ren, Mohammad Soleymani, Maja Pantic:
AVEC 2019 Workshop and Challenge: State-of-Mind, Detecting Depression with AI, and Cross-Cultural Affect Recognition. AVEC@MM 2019: 3-12 - [i3]Siyang Song, Enrique Sánchez-Lozano, Linlin Shen, Alan Johnston, Michel F. Valstar:
Inferring Dynamic Representations of Facial Actions from a Still Image. CoRR abs/1904.02382 (2019) - [i2]Fabien Ringeval, Björn W. Schuller, Michel F. Valstar, Nicholas Cummins, Roddy Cowie, Leili Tavabi, Maximilian Schmitt, Sina Alisamir, Shahin Amiriparian, Eva-Maria Meßner, Siyang Song, Shuo Liu, Ziping Zhao, Adria Mallol-Ragolta, Zhao Ren, Mohammad Soleymani, Maja Pantic:
AVEC 2019 Workshop and Challenge: State-of-Mind, Detecting Depression with AI, and Cross-Cultural Affect Recognition. CoRR abs/1907.11510 (2019) - 2018
- [c2]Siyang Song, Linlin Shen, Michel F. Valstar:
Human Behaviour-Based Automatic Depression Analysis Using Hand-Crafted Statistics and Deep Learned Spectral Features. FG 2018: 158-165 - [c1]Siyang Song, Shuimei Zhang, Björn W. Schuller, Linlin Shen, Michel F. Valstar:
Noise Invariant Frame Selection: A Simple Method to Address the Background Noise Problem for Text-independent Speaker Verification. IJCNN 2018: 1-8 - [i1]Siyang Song, Shuimei Zhang, Björn W. Schuller, Linlin Shen, Michel F. Valstar:
Noise Invariant Frame Selection: A Simple Method to Address the Background Noise Problem for Text-independent Speaker Verification. CoRR abs/1805.01259 (2018)
Coauthor Index
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