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Viewing Publication 1 - 77 from 77

2026

CPG: Contrastive Patch-Graph learning for 3D point cloudJunjie Zhou 0001, Yingde Song, Chinwai Chiu, Yongping Xiong, Yuxin Luo, Siyang Song. PR, 169:111954, 2026. [doi]

Variable-length time series classification: Benchmarking, analysis and effective spectral pooling strategyShiling Wu, Siyang Song, Songhe Deng, Weicheng Xie 0001, LinLin Shen. inffus, 126:103584, 2026. [doi]

2025

SymGraphAU: Prior knowledge based symbolic graph for action unit recognitionWei-Cheng Xie 0001, Fan Yang, Junliang Zhang, Siyang Song, LinLin Shen, Zitong Yu, Cheng Luo. PR, 165:111640, 2025. [doi]

Multimodal Emotion Fusion Mechanism and Empathetic Responses in Companion RobotsXiaofeng Liu 0006, Qincheng Lv, Jie Li 0009, Siyang Song, Angelo Cangelosi. tamd, 17(2):271-286, April 2025. [doi]

DEGSTalk: Decomposed Per-Embedding Gaussian Fields for Hair-Preserving Talking Face SynthesisKaijun Deng, Dezhi Zheng, Jindong Xie, Jinbao Wang, Weicheng Xie, LinLin Shen, Siyang Song. icassp 2025: 1-5 [doi]

Facial action units guided graph representation learning for multimodal depression detectionChangzeng Fu, Fengkui Qian, Yikai Su, Kaifeng Su, Siyang Song, Mingyue Niu, Jiaqi Shi, Zhigang Liu 0014, Chaoran Liu, Carlos Toshinori Ishi, Hiroshi Ishiguro. ijon, 619:129106, 2025. [doi]

3ADD: A Novel Benchmark for Physiology Signal-based Automatic Depression Detection with Multimodal Multitask Multievent FrameworkChangzeng Fu, Kaifeng Su, Yikai Su, Fengkui Qian, Yixuan Zhang, Chaoran Liu, Siyang Song, Le Yang, Xiaoyong Lv, Peng Shan, Yuliang Zhao. icassp 2025: 1-5 [doi]

Towards Robust Training via Gradient-Diversified BackpropagationXilin He, Cheng Luo, Qinliang Lin, Weicheng Xie 0001, Muhammad Haris Khan, Siyang Song, LinLin Shen. wacv 2025: 7847-7856 [doi]

MSAmba: Exploring Multimodal Sentiment Analysis with State Space ModelsXilin He, Haijian Liang, Boyi Peng, Weicheng Xie 0001, Muhammad Haris Khan, Siyang Song, Zitong Yu. AAAI 2025: 1309-1317 [doi]

Leveraging Deep Facial Priors for Offline Multiple Appropriate Facial Reaction GenerationShuanglin Li, Douglas Amobi Amoke, Siyang Song, Syed Mohsen Naqvi. icdsp 2025: 1-5 [doi]

A Frequency-aware Augmentation Network for Mental Disorders Assessment from AudioShuanglin Li, Siyang Song, Rajesh Nair, Syed Mohsen Naqvi. icassp 2025: 1-5 [doi]

ReactFace: Online Multiple Appropriate Facial Reaction Generation in Dyadic InteractionsCheng Luo, Siyang Song, Wei-Cheng Xie 0001, Micol Spitale, ZongYuan Ge, LinLin Shen, Hatice Gunes. tvcg, 31(9):6190-6207, September 2025. [doi]

Hierarchical Multimodal Decoupling-Fusion Framework for offline Multiple Appropriate Facial Reaction GenerationQincheng Lv, Xiaofeng Liu 0006, Jie Li 0009, Rongrong Ni, Pujun Xue, Siyang Song. icassp 2025: 1-5 [doi]

Unleashing Fourier-Domain Potential: Spatial-Spectral Reconstruction Framework for Remote Sensing PansharpeningMengting Ma, Yizhen Jiang, Mengjiao Zhao, Xiaowen Ma, Wei Zhang 0243, Siyang Song. tgrs, 63:1-13, 2025. [doi]

Deep spatial-spectral fusion transformer for remote sensing pansharpeningMengting Ma, Yizhen Jiang, Mengjiao Zhao, Xiaowen Ma, Wei Zhang 0243, Siyang Song. inffus, 118:102980, 2025. [doi]

LOGCAN++: Adaptive Local-Global Class-Aware Network for Semantic Segmentation of Remote Sensing ImagesXiaowen Ma, Rongrong Lian, Zhenkai Wu, Hongbo Guo, Fan Yang 0100, Mengting Ma, Sensen Wu, Zhenhong Du, Wei Zhang 0243, Siyang Song. tgrs, 63:1-16, 2025. [doi]

DepMGNN: Matrixial Graph Neural Network for Video-based Automatic Depression AssessmentZijian Wu, Leijing Zhou, Shuanglin Li, Changzeng Fu, Jun Lu, Jing Han 0009, Yi Zhang, Zhuang Zhao, Siyang Song. AAAI 2025: 1610-1619 [doi]

CA-Edit: Causality-Aware Condition Adapter for High-Fidelity Local Facial Attribute EditingXiaole Xian, Xilin He, Zenghao Niu, Junliang Zhang, Weicheng Xie, Siyang Song, Zitong Yu, LinLin Shen. AAAI 2025: 8593-8601 [doi]

Two-Stage Temporal Modelling Framework for Video-Based Depression Recognition Using Graph RepresentationJiaqi Xu, Hatice Gunes, Keerthy Kusumam, Michel F. Valstar, Siyang Song. taffco, 16(1):161-178, January - March 2025. [doi]

Supervised Detail-Guided Multiscale State-Space Model for Pan-SharpeningMengjiao Zhao, Mengting Ma, Xiangdong Li, Xiaowen Ma, Wei Zhang 0243, Siyang Song. tgrs, 63:1-16, 2025. [doi]

Multimodal Depression Assessment Framework Integrating Personality and Gait for Older Adults With Medical ConditionsYuliang Zhao, Huawei Zhang, Jian Li 0063, Siyang Song, Chao Lian, Yinghao Liu, Yulin Wang, Changzeng Fu. taffco, 16(3):2048-2061, July - September 2025. [doi]

PerReactor: Offline Personalised Multiple Appropriate Facial Reaction GenerationHengde Zhu, Xiangyu Kong, Weicheng Xie 0001, Xin Huang, Xilin He, Lu Liu, LinLin Shen, Wei Zhang, Hatice Gunes, Siyang Song. AAAI 2025: 1665-1673 [doi]

2024

Generative Imperceptible Attack With Feature Learning Bias Reduction and Multi-Scale Variance RegularizationWeicheng Xie 0001, Zenghao Niu, Qinliang Lin, Siyang Song, LinLin Shen. tifs, 19:7924-7938, 2024. [doi]

Network characteristics adaption and hierarchical feature exploration for robust object recognitionWeicheng Xie 0001, Cheng Luo, Gui Wang, LinLin Shen, Zhihui Lai, Siyang Song. PR, 149:110240, 2024. [doi]

Cross-Layer Contrastive Learning of Latent Semantics for Facial Expression RecognitionWeicheng Xie 0001, Zhibin Peng, LinLin Shen, Wenya Lu, Yang Zhang, Siyang Song. TIP, 33:2514-2529, 2024. [doi]

Multi-Scale Dynamic and Hierarchical Relationship Modeling for Facial Action Units RecognitionZihan Wang 0005, Siyang Song, Cheng Luo, Songhe Deng, Weicheng Xie 0001, LinLin Shen. cvpr 2024: 1270-1280 [doi]

Unlocking Human-Like Facial Expressions in Humanoid Robots: A Novel Approach for Action Unit Driven Facial Expression Disentangled SynthesisXiaofeng Liu 0006, Rongrong Ni, Biao Yang, Siyang Song, Angelo Cangelosi. trob, 40:3850-3865, 2024. [doi]

Advancing Saliency Ranking with Human Fixations: Dataset, Models and BenchmarksBowen Deng, Siyang Song, Andrew P. French, Denis Schluppeck, Michael P. Pound. cvpr 2024: 28348-28357 [doi]

Scale-Free And Task-Generic Attack: Generating Photo-Realistic Adversarial Patterns With Patch Quilting GeneratorXiangbo Gao, Qinliang Lin, Cheng Luo, Weicheng Xie 0001, LinLin Shen, Keerthy Kusumam, Siyang Song. icassp 2024: 2985-2989 [doi]

Towards Combating Frequency Simplicity-biased Learning for Domain GeneralizationXilin He, Jingyu Hu, Qinliang Lin, Cheng Luo, Weicheng Xie 0001, Siyang Song, Muhammad Haris Khan, LinLin Shen. nips 2024: [doi]

Multi-Level Graph Learning For Audio Event Classification And Human-Perceived Annoyance Rating PredictionYuanbo Hou, Qiaoqiao Ren, Siyang Song, Yuxin Song, Wenwu Wang 0001, Dick Botteldooren. icassp 2024: 716-720 [doi]

Robust Facial Reactions Generation: An Emotion-Aware Framework with Modality CompensationGuanyu Hu, Jie Wei, Siyang Song, Dimitrios Kollias, Xinyu Yang, Zhonglin Sun, Odysseus Kaloidas. icb 2024: 1-10 [doi]

MTaDCS: Moving Trace and Feature Density-Based Confidence Sample Selection Under Label NoiseQingzheng Huang, Xilin He, Xiaole Xian, Qinliang Lin, Weicheng Xie 0001, Siyang Song, LinLin Shen, Zitong Yu. eccv 2025: 178-195 [doi]

A Novel Graph-Representation-Based Multi-Scale Feature Fusion Approach for Road SegmentationZhenyang Li, Siyang Song, Fuxiang Chen, Lu Liu. icnsc 2024: 1-6 [doi]

Circular Decomposition and Cross-Modal Recombination for Multimodal Sentiment AnalysisHaijian Liang, Weicheng Xie 0001, Xilin He, Siyang Song, LinLin Shen. icassp 2024: 7910-7914 [doi]

An Open-Source Benchmark of Deep Learning Models for Audio-Visual Apparent and Self-Reported Personality RecognitionRongfan Liao, Siyang Song, Hatice Gunes. taffco, 15(3):1590-1607, July - September 2024. [doi]

Boosting Adversarial Transferability across Model Genus by Deformation-Constrained WarpingQinliang Lin, Cheng Luo, Zenghao Niu, Xilin He, Weicheng Xie 0001, Yuanbo Hou, LinLin Shen, Siyang Song. AAAI 2024: 3459-3467 [doi]

Learning Graph Representation for Predicting Student Mental Wellbeing in Robot Assisted Journal Writing ContextBatuhan Sayis, Rui Gao, Siyang Song, Hatice Gunes. acii 2024: 238-246 [doi]

Multi-modal Human Behaviour Graph Representation Learning for Automatic Depression AssessmentHaotian Shen, Siyang Song, Hatice Gunes. fgr 2024: 1-10 [doi]

MERG: Multi-Dimensional Edge Representation Generation Layer for Graph Neural NetworksYuxin Song, Cheng Luo, Aaron Jackson, Xi Jia, Weicheng Xie 0001, LinLin Shen, Hatice Gunes, Siyang Song. icassp 2024: 5475-5479 [doi]

REACT 2024: the Second Multiple Appropriate Facial Reaction Generation ChallengeSiyang Song, Micol Spitale, Cheng Luo, Cristina Palmero, Germán Barquero, Hengde Zhu, Sergio Escalera, Michel F. Valstar, Tobias Baur 0001, Fabien Ringeval, Elisabeth André, Hatice Gunes. fgr 2024: 1-5 [doi]

Loss Relaxation Strategy for Noisy Facial Video-based Automatic Depression RecognitionSiyang Song, Yiming Luo, Tugba Tümer, Changzeng Fu, Michel F. Valstar, Hatice Gunes. health, 5(2), April 2024. [doi]

CemiFace: Center-based Semi-hard Synthetic Face Generation for Face RecognitionZhonglin Sun, Siyang Song, Ioannis Patras, Georgios Tzimiropoulos. nips 2024: [doi]

Community Hiding Algorithm Based on Likelihood Analysis Method in Link PredictionYa-si Wang, Lei Lei Shi, Zixuan Han, Lu Liu, Siyang Song, Liming Chen. ispa 2024: 645-652 [doi]

Domain Separation Graph Neural Networks for Saliency Object RankingZijian Wu, Jun Lu, Jing Han 0009, Lianfa Bai, Yi Zhang 0036, Zhuang Zhao, Siyang Song. cvpr 2024: 3964-3974 [doi]

CLIP-Guided Bidirectional Prompt and Semantic Supervision for Dynamic Facial Expression RecognitionJunliang Zhang, Xu Liu, Yu Liang, Xiaole Xian, Weicheng Xie 0001, LinLin Shen, Siyang Song. icb 2024: 1-10 [doi]

Deep Unfolding Network with Spatial-spectral Perception Enhanced for Pan-sharpeningMengjiao Zhao, Mengting Ma, Xiangdong Li, Ao Gao, Siyang Song, Wei Zhang 0243. bmvc 2024: [doi]

PerFRDiff: Personalised Weight Editing for Multiple Appropriate Facial Reaction GenerationHengde Zhu, Xiangyu Kong, Weicheng Xie 0001, Xin Huang, LinLin Shen, Lu Liu 0001, Hatice Gunes, Siyang Song. mm 2024: 9495-9504 [doi]

2023

Spatial-Temporal Graph-Based AU Relationship Learning for Facial Action Unit DetectionZihan Wang 0005, Siyang Song, Cheng Luo, Yuzhi Zhou, Shiling Wu, Weicheng Xie 0001, LinLin Shen. cvpr 2023: 5899-5907 [doi]

Emotion Recognition Through Combining EEG and EOG Over Relevant Channels With Optimal WindowingHuili Cai, Xiaofeng Liu 0006, Rongrong Ni, Siyang Song, Angelo Cangelosi. thms, 53(4):697-706, August 2023. [doi]

A Framework for Automatic Personality Recognition in Dyadic InteractionsEuodia Dodd, Siyang Song, Hatice Gunes. acii 2023: 1-8 [doi]

Shift from Texture-bias to Shape-bias: Edge Deformation-based Augmentation for Robust Object RecognitionXilin He, Qinliang Lin, Cheng Luo, Weicheng Xie 0001, Siyang Song, Feng Liu, LinLin Shen. iccv 2023: 1526-1535 [doi]

Audio Event-Relational Graph Representation Learning for Acoustic Scene ClassificationYuanbo Hou, Siyang Song, Chuang Yu 0001, Wenwu Wang 0001, Dick Botteldooren. spl, 30:1382-1386, 2023. [doi]

Joint Prediction of Audio Event and Annoyance Rating in an Urban Soundscape by Hierarchical Graph Representation LearningYuanbo Hou, Siyang Song, Cheng Luo, Andrew Mitchell, Qiaoqiao Ren, Weicheng Xie 0001, Jian Kang 0002, Wenwu Wang 0001, Dick Botteldooren. interspeech 2023: 331-335 [doi]

Fourier-Net: Fast Image Registration with Band-Limited DeformationXi Jia, Joseph Bartlett, Wei Chen 0092, Siyang Song, Tianyang Zhang, Xinxing Cheng, Wenqi Lu 0001, Zhaowen Qiu, Jinming Duan 0001. AAAI 2023: 1015-1023 [doi]

Human Gesture Recognition with a Flow-based Model for Human Robot InteractionLanmiao Liu, Chuang Yu, Siyang Song, Zhidong Su, Adriana Tapus. hri 2023: 548-551 [doi]

Diverse local facial behaviors learning from enhanced expression flow for microexpression recognitionRongrong Ni, Biao Yang, Xu Zhou, Siyang Song, Xiaofeng Liu. kbs, 275:110729, 2023. [doi]

Learning Person-Specific Cognition From Facial Reactions for Automatic Personality RecognitionSiyang Song, Zilong Shao, Shashank Jaiswal, LinLin Shen, Michel F. Valstar, Hatice Gunes. taffco, 14(4):3048-3065, October - December 2023. [doi]

Self-Supervised Learning of Person-Specific Facial Dynamics for Automatic Personality RecognitionSiyang Song, Shashank Jaiswal, Enrique Sánchez-Lozano, Georgios Tzimiropoulos, LinLin Shen, Michel F. Valstar. taffco, 14(1):178-195, January - March 2023. [doi]

REACT2023: The First Multiple Appropriate Facial Reaction Generation ChallengeSiyang Song, Micol Spitale, Cheng Luo, Germán Barquero, Cristina Palmero, Sergio Escalera, Michel F. Valstar, Tobias Baur 0001, Fabien Ringeval, Elisabeth André, Hatice Gunes. mm 2023: 9620-9624 [doi]

2022

Statistical, Spectral and Graph Representations for Video-Based Facial Expression Recognition in ChildrenNida Itrat Abbasi, Siyang Song, Hatice Gunes. icassp 2022: 1725-1729 [doi]

Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit RecognitionCheng Luo, Siyang Song, Weicheng Xie 0001, LinLin Shen, Hatice Gunes. IJCAI 2022: 1239-1246 [doi]

Deep Learning-Based Assessment of Facial Periodic Affect in Work-Like SettingsSiyang Song, Yiming Luo, Vincenzo Ronca, Gianluca Borghini, Hesam Sagha, Vera Barbara Rick, Alexander Mertens, Hatice Gunes. eccv 2023: 307-322 [doi]

Spectral Representation of Behaviour Primitives for Depression AnalysisSiyang Song, Shashank Jaiswal, LinLin Shen, Michel F. Valstar. taffco, 13(2):829-844, 2022. [doi]

A Tool to Facilitate the Cross-Cultural Design Process Using Deep LearningLeijing Zhou, Xu Sun 0002, Guannan Mu, Jiayi Wu, Jiangping Zhou, Qiuning Wu, Yaorun Zhang, Yufan Xi, Nesrin Dilber Günes, Siyang Song. thms, 52(3):445-457, 2022. [doi]

2021

Personality Recognition by Modelling Person-specific Cognitive Processes using Graph RepresentationZilong Shao, Siyang Song, Shashank Jaiswal, LinLin Shen, Michel F. Valstar, Hatice Gunes. mm 2021: 357-366 [doi]

A Parametric Study of Compliant Link Design for Safe Physical Human-Robot InteractionYu She, Siyang Song, Hai-Jun Su, Junmin Wang. robotica, 39(10):1739-1759, 2021. [doi]

Modelling person-specific and multi-scale facial dynamics for automatic personality and depression analysisSiyang Song. PhD thesis, University of Nottingham, UK, 2021. [doi]

2020

2019

Automatic prediction of Depression and Anxiety from behaviour and personality attributesShashank Jaiswal, Siyang Song, Michel F. Valstar. acii 2019: 1-7 [doi]

Modeling and control of inherently safe robots with variable stiffness linksSiyang Song, Xianpai Zeng, Yu She, Junmin Wang, Hai-Jun Su. ras, 120, 2019. [doi]

Dynamic Facial Models for Video-Based Dimensional Affect EstimationSiyang Song, Enrique Sánchez-Lozano, Mani Kumar Tellamekala, LinLin Shen, Alan Johnston, Michel F. Valstar. iccvw 2019: 1608-1617 [doi]

2018

Human Behaviour-Based Automatic Depression Analysis Using Hand-Crafted Statistics and Deep Learned Spectral FeaturesSiyang Song, LinLin Shen, Michel F. Valstar. fgr 2018: 158-165 [doi]

Noise Invariant Frame Selection: A Simple Method to Address the Background Noise Problem for Text-independent Speaker VerificationSiyang Song, Shuimei Zhang, Björn W. Schuller, LinLin Shen, Michel F. Valstar. ijcnn 2018: 1-8 [doi]

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