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ORCIDBjörn W. Schuller
Björn Wolfgang Schuller
Person information
- affiliation: Imperial College London, GLAM, UK
- affiliation: University of Augsburg, Department of Computer Science, Germany
- affiliation (former): University of Passau, Faculty of Computer Science and Mathematics, Germany
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2020 – today
- 2025
[j274]Qiyang Sun, Alican Akman, Xin Jing, Manuel Milling, Björn W. Schuller:
Audio-Based Kinship Verification Using Age Domain Conversion. IEEE Signal Process. Lett. 32: 301-305 (2025)- 2024
- [j273]Adria Mallol-Ragolta
, Björn W. Schuller:
Coupling Sentiment and Arousal Analysis Towards an Affective Dialogue Manager. IEEE Access 12: 20654-20662 (2024) - [j272]Thejan Rajapakshe, Rajib Rana, Sara Khalifa, Berrak Sisman, Björn W. Schuller, Carlos Busso:
emoDARTS: Joint Optimization of CNN and Sequential Neural Network Architectures for Superior Speech Emotion Recognition. IEEE Access 12: 110492-110503 (2024) - [j271]Thejan Rajapakshe, Rajib Rana, Sara Khalifa, Björn W. Schuller:
Domain Adapting Deep Reinforcement Learning for Real-World Speech Emotion Recognition. IEEE Access 12: 193101-193114 (2024) - [j270]Andreas Triantafyllopoulos, Anastasia Semertzidou, Meishu Song, Florian B. Pokorny, Björn W. Schuller:
Introducing the COVID-19 YouTube (COVYT) speech dataset featuring the same speakers with and without infection. Biomed. Signal Process. Control. 88(Part A): 105642 (2024) - [j269]Zhao Ren, Yi Chang, Thanh Tam Nguyen, Yang Tan, Kun Qian, Björn W. Schuller:
A Comprehensive Survey on Heart Sound Analysis in the Deep Learning Era. IEEE Comput. Intell. Mag. 19(3): 42-57 (2024) - [j268]Helena Bilandzic, Anja Kalch, Susanne Kinnebrock, Benedikt Buchner, Ingo Kollar, Björn W. Schuller:
Discursive Resilience. Datenschutz und Datensicherheit (dud) 48(6): 341-345 (2024) - [j267]Duygun Erol Barkana, Katrin D. Bartl-Pokorny, Hatice Kose, Agnieszka Landowska, Manuel Milling, Ben Robins, Björn W. Schuller, Pinar Uluer, Michal R. Wróbel, Tatjana Zorcec:
Challenges in Observing the Emotions of Children with Autism Interacting with a Social Robot. Int. J. Soc. Robotics 16(11): 2261-2276 (2024) - [j266]Chao Li, Ning Bian, Ziping Zhao, Haishuai Wang, Björn W. Schuller:
Multi-view domain-adaptive representation learning for EEG-based emotion recognition. Inf. Fusion 104: 102156 (2024) - [j265]Jiangjian Xie, Yuwei Shi, Dongming Ni, Manuel Milling, Shuo Liu, Junguo Zhang, Kun Qian, Björn W. Schuller:
Automatic Bird Sound Source Separation Based on Passive Acoustic Devices in Wild Environment. IEEE Internet Things J. 11(9): 16604-16617 (2024) - [j264]Manuel Milling, Shuo Liu, Andreas Triantafyllopoulos, Ilhan Aslan, Björn W. Schuller:
Audio Enhancement for Computer Audition - An Iterative Training Paradigm Using Sample Importance. J. Comput. Sci. Technol. 39(4): 895-911 (2024) - [j263]Harry Coppock, George Nicholson, Ivan Kiskin, Vasiliki Koutra, Kieran Baker, Jobie Budd, Richard Payne, Emma Karoune, David Hurley, Alexander Titcomb, Sabrina Egglestone, Ana Tendero Cañadas, Lorraine Butler, Radka Jersakova, Jonathon Mellor, Selina Patel, Tracey Thornley, Peter Diggle, Sylvia Richardson, Josef Packham, Björn W. Schuller, Davide Pigoli, Steven G. Gilmour, Stephen J. Roberts, Christopher C. Holmes:
Audio-based AI classifiers show no evidence of improved COVID-19 screening over simple symptoms checkers. Nat. Mac. Intell. 6(2): 229-242 (2024) - [j262]Mani Kumar Tellamekala, Shahin Amiriparian, Björn W. Schuller, Elisabeth André, Timo Giesbrecht, Michel F. Valstar:
COLD Fusion: Calibrated and Ordinal Latent Distribution Fusion for Uncertainty-Aware Multimodal Emotion Recognition. IEEE Trans. Pattern Anal. Mach. Intell. 46(2): 805-822 (2024) - [j261]Georgios Rizos, Jenna Lawson, Simon Mitchell, Pranay Shah, Xin Wen, Cristina Banks-Leite, Robert M. Ewers, Björn W. Schuller:
Propagating variational model uncertainty for bioacoustic call label smoothing. Patterns 5(3): 100932 (2024) - [j260]Georgios Rizos, Jenna L. Lawson, Björn W. Schuller:
Meet the authors: Georgios Rizos, Jenna L. Lawson, and Björn W. Schuller. Patterns 5(3): 100952 (2024) - [j259]Mani Kumar Tellamekala, Ömer Sümer, Björn W. Schuller, Elisabeth André, Timo Giesbrecht, Michel F. Valstar:
Are 3D Face Shapes Expressive Enough for Recognising Continuous Emotions and Action Unit Intensities? IEEE Trans. Affect. Comput. 15(2): 535-548 (2024) - [j258]Rui Liu, Haolin Zuo, Zheng Lian, Björn W. Schuller, Haizhou Li:
Contrastive Learning Based Modality-Invariant Feature Acquisition for Robust Multimodal Emotion Recognition With Missing Modalities. IEEE Trans. Affect. Comput. 15(4): 1856-1873 (2024) - [j257]Mostafa M. Amin, Rui Mao, Erik Cambria, Björn W. Schuller:
A Wide Evaluation of ChatGPT on Affective Computing Tasks. IEEE Trans. Affect. Comput. 15(4): 2204-2212 (2024) - [j256]Cong Pang, Jingjie Fan, Qifan Shen, Yue Xie, Chengwei Huang, Björn W. Schuller:
Multichannel Speech Enhancement Based on Neural Beamforming and a Context-Focused Post-Filtering Network. IEEE Trans. Cogn. Dev. Syst. 16(3): 973-983 (2024) - [j255]Ruiyu Liang, Yue Xie, Jiaming Cheng, Cong Pang, Björn W. Schuller:
A Non-Invasive Speech Quality Evaluation Algorithm for Hearing Aids With Multi-Head Self-Attention and Audiogram-Based Features. IEEE ACM Trans. Audio Speech Lang. Process. 32: 2166-2176 (2024) - [j254]Jiaming Cheng, Ruiyu Liang, Lin Zhou, Li Zhao, Chengwei Huang, Björn W. Schuller:
Residual Fusion Probabilistic Knowledge Distillation for Speech Enhancement. IEEE ACM Trans. Audio Speech Lang. Process. 32: 2680-2691 (2024) - [j253]Wanyong Qiu, Chen Quan, Lixian Zhu, Yongzi Yu, Zhihua Wang, Yu Ma, Mengkai Sun, Yi Chang, Kun Qian, Bin Hu, Yoshiharu Yamamoto, Björn W. Schuller:
Heart Sound Abnormality Detection From Multi-Institutional Collaboration: Introducing a Federated Learning Framework. IEEE Trans. Biomed. Eng. 71(10): 2802-2813 (2024) - [j252]Zixing Zhang, Liyizhe Peng, Tao Pang, Jing Han, Huan Zhao, Björn W. Schuller:
Refashioning Emotion Recognition Modeling: The Advent of Generalized Large Models. IEEE Trans. Comput. Soc. Syst. 11(5): 6690-6704 (2024) - [j251]Mingyue Niu, Ya Li, Jianhua Tao, Xiuzhuang Zhou, Björn W. Schuller:
DepressionMLP: A Multi-Layer Perceptron Architecture for Automatic Depression Level Prediction via Facial Keypoints and Action Units. IEEE Trans. Circuits Syst. Video Technol. 34(9): 8924-8938 (2024) - [j250]Lixian Zhu, Wanyong Qiu, Yu Ma, Fuze Tian, Mengkai Sun, Zhihua Wang, Kun Qian, Bin Hu, Yoshiharu Yamamoto, Björn W. Schuller:
LEPCNet: A Lightweight End-to-End PCG Classification Neural Network Model for Wearable Devices. IEEE Trans. Instrum. Meas. 73: 1-11 (2024) - [j249]Wanyong Qiu, Yifan Feng, Yuying Li, Yi Chang, Kun Qian, Bin Hu, Yoshiharu Yamamoto, Björn W. Schuller:
Fed-MStacking: Heterogeneous Federated Learning With Stacking Misaligned Labels for Abnormal Heart Sound Detection. IEEE J. Biomed. Health Informatics 28(9): 5055-5066 (2024) - [j248]Chao Li, Feng Wang, Ziping Zhao, Haishuai Wang, Björn W. Schuller:
Attention-Based Temporal Graph Representation Learning for EEG-Based Emotion Recognition. IEEE J. Biomed. Health Informatics 28(10): 5755-5767 (2024) - [j247]Vincent Karas, Dagmar M. Schuller, Björn W. Schuller:
Audiovisual Affect Recognition for Autonomous Vehicles: Applications and Future Agendas. IEEE Trans. Intell. Transp. Syst. 25(6): 4918-4932 (2024) - [c661]Lukas Christ, Shahin Amiriparian, Manuel Milling, Ilhan Aslan, Björn W. Schuller:
Modeling Emotional Trajectories in Written Stories Utilizing Transformers and Weakly-Supervised Learning. ACL (Findings) 2024: 7144-7159 - [c660]Nikolai Körber, Eduard Kromer, Andreas Siebert, Sascha Hauke, Daniel Mueller-Gritschneder, Björn W. Schuller:
EGIC: Enhanced Low-Bit-Rate Generative Image Compression Guided by Semantic Segmentation. ECCV (35) 2024: 202-220 - [c659]Alexander Kathan, Shahin Amiriparian, Andreas Triantafyllopoulos, Alexander Gebhard, Sabrina Milkus, Jonas Hohmann, Pauline Muderlak, Jürgen Schottdorf, Richard Musil, Björn W. Schuller:
Personalised Speech-Based PTSD Prediction Using Weighted-Instance Learning. EMBC 2024: 1-4 - [c658]Srividya Tirunellai Rajamani, Kumar T. Rajamani, Angeline J, Karthika R, Björn W. Schuller:
CBAM_SAUNet: A novel attention U-Net for effective segmentation of corner cases. EMBC 2024: 1-4 - [c657]Roneel V. Sharan, Cecilia Mascolo, Björn W. Schuller:
Emotion Recognition from Speech Signals by Mel-Spectrogram and a CNN-RNN. EMBC 2024: 1-4 - [c656]Anika A. Spiesberger, Adria Mallol-Ragolta, Andreas Triantafyllopoulos, Björn W. Schuller:
Towards Predicting Menstrual Cycle Phases Exploiting Paralinguistic Features. EMBC 2024: 1-4 - [c655]Jiahao Ji, Lixian Zhu, Haojie Zhang, Kun Qian, Kele Xu, Zikai Song, Bin Hu, Björn W. Schuller, Yoshiharu Yamamoto:
Weight Light, Hear Right: Heart Sound Classification with a Low-Complexity Model. EUSIPCO 2024: 326-330 - [c654]Philipp Wagner, Andreas Triantafyllopoulos, Alexander Gebhard, Björn W. Schuller:
Audio-Based Step-Count Estimation for Running - Windowing and Neural Network Baselines. EUSIPCO 2024: 331-335 - [c653]Meishu Song, Ilhan Aslan, Emilia Parada-Cabaleiro, Zijiang Yang, Elisabeth André, Yoshiharu Yamamoto, Björn W. Schuller:
Lecture Video Highlights Detection from Speech. EUSIPCO 2024: 361-365 - [c652]Gauri Deshpande, Björn W. Schuller:
Analysis of Respiratory Health Indicators in Speech-Breathing-Patterns. EUSIPCO 2024: 371-375 - [c651]Harish Battula, Gauri Deshpande, Sachin Patel, Björn W. Schuller:
Heart Rate from Read-Speech Influenced by Physical Exercise. EUSIPCO 2024: 376-380 - [c650]Meishu Song, Xin Jing, Emilia Parada-Cabaleiro, Zijiang Yang, Yoshiharu Yamamoto, Björn W. Schuller:
Temporal Oriented ResNet for Gaming Dimensional Emotion Prediction. EUSIPCO 2024: 596-600 - [c649]Andreas Triantafyllopoulos, Alexander Gebhard, Manuel Milling, Simon David Noel Rampp, Björn W. Schuller:
An Automatic Analysis of Ultrasound Vocalisations for the Prediction of Interaction Context in Captive Egyptian Fruit Bats. EUSIPCO 2024: 1277-1281 - [c648]Adria Mallol-Ragolta, Anika A. Spiesberger, Andreas Triantafyllopoulos, Björn W. Schuller:
Personalised Anomaly Detectors and Prototypical Representations for Relapse Detection from Wearable-Based Digital Phenotyping. ICASSP Workshops 2024: 103-104 - [c647]Manuel Milling, Andreas Triantafyllopoulos, Iosif Tsangko, Simon David Noel Rampp, Björn Wolfgang Schuller:
Bringing the Discussion of Minima Sharpness to the Audio Domain: A Filter-Normalised Evaluation for Acoustic Scene Classification. ICASSP 2024: 391-395 - [c646]Zixing Zhang, Tao Pang, Jing Han, Björn W. Schuller:
Intelligent Cardiac Auscultation for Murmur Detection via Parallel-Attentive Models with Uncertainty Estimation. ICASSP 2024: 861-865 - [c645]Alexander Gebhard, Andreas Triantafyllopoulos, Teresa Bez, Lukas Christ, Alexander Kathan, Björn W. Schuller:
Exploring Meta Information for Audio-Based Zero-Shot Bird Classification. ICASSP 2024: 1211-1215 - [c644]Chengyu Yuan, Hao Xiong, Guoqing Shangguan, Hualei Shen, Dong Liu, Haojie Zhang, Zhonghua Liu, Kun Qian, Bin Hu, Björn W. Schuller, Yoshiharu Yamamoto, Shlomo Berkovsky:
Deep Fusion of Shifted MLP and CNN for Medical Image Segmentation. ICASSP 2024: 1676-1680 - [c643]Alican Akman, Björn W. Schuller:
AttHear: Explaining Audio Transformers Using Attention-Aware NMF. ICASSP 2024: 7015-7019 - [c642]Chia-Hsin Lin, Charles Jones, Björn W. Schuller, Harry Coppock, Alican Akman:
Synthia's Melody: A Benchmark Framework for Unsupervised Domain Adaptation in Audio. ICASSP 2024: 7450-7454 - [c641]Zhongren Dong, Zixing Zhang, Weixiang Xu, Jing Han, Jianjun Ou, Björn W. Schuller:
HAFFormer: A Hierarchical Attention-Free Framework for Alzheimer's Disease Detection From Spontaneous Speech. ICASSP 2024: 11246-11250 - [c640]Liyizhe Peng, Zixing Zhang, Tao Pang, Jing Han, Huan Zhao, Hao Chen, Björn W. Schuller:
Customising General Large Language Models for Specialised Emotion Recognition Tasks. ICASSP 2024: 11326-11330 - [c639]Yong Wang, Cheng Lu, Hailun Lian, Yan Zhao, Björn W. Schuller, Yuan Zong, Wenming Zheng:
Speech Swin-Transformer: Exploring a Hierarchical Transformer with Shifted Windows for Speech Emotion Recognition. ICASSP 2024: 11646-11650 - [c638]Cheng Lu, Yuan Zong, Hailun Lian, Yan Zhao, Björn W. Schuller, Wenming Zheng:
Improving Speaker-Independent Speech Emotion Recognition using Dynamic Joint Distribution Adaptation. ICASSP 2024: 11696-11700 - [c637]Yan Zhao, Jincen Wang, Cheng Lu, Sunan Li, Björn W. Schuller, Yuan Zong, Wenming Zheng:
Emotion-Aware Contrastive Adaptation Network for Source-Free Cross-Corpus Speech Emotion Recognition. ICASSP 2024: 11846-11850 - [c636]Xiangheng He, Junjie Chen, Björn W. Schuller:
Task Selection and Assignment for Multi-Modal Multi-Task Dialogue Act Classification with Non-Stationary Multi-Armed Bandits. ICASSP 2024: 12091-12095 - [c635]Gauri Deshpande, Björn W. Schuller:
The Effect of Lung Volume on Glottal Parameters: An Empirical Study. ICPR (20) 2024: 304-315 - [c634]Ziping Zhao, Shizhao Liu, Mingyue Niu, Haishuai Wang, Björn W. Schuller:
Dense Coordinate Channel Attention Network for Depression Level Estimation from Speech. ICPR (13) 2024: 402-413 - [c633]Haoyu Chen, Björn W. Schuller, Ehsan Adeli, Guoying Zhao:
The 2nd Challenge on Micro-gesture Analysis for Hidden Emotion Understanding (MiGA) 2024: Dataset and Results. MiGA@IJCAI 2024 - [c632]Zheng Lian, Bin Liu, Rui Liu, Kele Xu, Erik Cambria, Guoying Zhao, Björn W. Schuller, Jianhua Tao:
MRAC'24 Track 2: 2nd International Workshop on Multimodal and Responsible Affective Computing. MRAC@MM 2024: 39-40 - [c631]Zheng Lian, Haiyang Sun, Licai Sun, Zhuofan Wen, Siyuan Zhang, Shun Chen, Hao Gu, Jinming Zhao, Ziyang Ma, Xie Chen, Jiangyan Yi, Rui Liu, Kele Xu, Bin Liu, Erik Cambria, Guoying Zhao, Björn W. Schuller, Jianhua Tao:
MER 2024: Semi-Supervised Learning, Noise Robustness, and Open-Vocabulary Multimodal Emotion Recognition. MRAC@MM 2024: 41-48 - [c630]Shahin Amiriparian, Lukas Christ, Alexander Kathan, Maurice Gerczuk, Niklas Müller, Steffen Klug, Lukas Stappen, Andreas König, Erik Cambria, Björn W. Schuller, Simone Eulitz:
The MuSe 2024 Multimodal Sentiment Analysis Challenge: Social Perception and Humor Recognition. MuSe@ACM Multimedia 2024: 1-9 - [c629]Lukas Christ, Shahin Amiriparian, Andreas König, Simone Eulitz, Erik Cambria, Björn W. Schuller:
MuSe '24: The 5th Multimodal Sentiment Analysis Challenge and Workshop: Social Perception & Humor. MuSe@ACM Multimedia 2024: 10-11 - [c628]Selim Solmaz, Pamela Innerwinkler, Michal Wójcik, Kailin Tong, Elena Politi, George Dimitrakopoulos, Patrick Purucker, Alfred Höß, Björn W. Schuller, Reiner John:
Robust Robotic Search and Rescue in Harsh Environments: An Example and Open Challenges. ROSE 2024: 1-8 - [e27]Haoyu Chen, Björn W. Schuller, Ehsan Adeli, Guoying Zhao:
Proceedings of IJCAI 2024 Workshop&Challenge on Micro-gesture Analysis for Hidden Emotion Understanding (MiGA 2024) co-located with 33rd International Joint Conference on Artificial Intelligence (IJCAI 2024), Jeju, Korea, August 04, 2024. CEUR Workshop Proceedings 3848, CEUR-WS.org 2024 [contents] - [e26]Jianhua Tao, Shreya Ghosh, Zheng Lian, Zhixi Cai, Björn W. Schuller, Abhinav Dhall, Guoying Zhao, Dimitrios Kollias, Erik Cambria, Roland Goecke, Tom Gedeon:
Proceedings of the 2nd International Workshop on Multimodal and Responsible Affective Computing, MRAC 2024, Melbourne VIC, Australia, 28 October 2024- 1 November 2024. ACM 2024, ISBN 979-8-4007-1203-6 [contents] - [e25]Shahin Amiriparian, Lukas Christ, Simone Eulitz, Andreas König, Erik Cambria, Björn W. Schuller:
Proceedings of the 5th on Multimodal Sentiment Analysis Challenge and Workshop: Social Perception and Humor, MuSe2024, Melbourne, VIC, Australia, 28 October 2024- 1 November 2024. ACM 2024, ISBN 979-8-4007-1199-2 [contents] - [i223]Cheng Lu, Yuan Zong, Hailun Lian, Yan Zhao, Björn W. Schuller, Wenming Zheng:
Improving Speaker-independent Speech Emotion Recognition Using Dynamic Joint Distribution Adaptation. CoRR abs/2401.09752 (2024) - [i222]Yong Wang, Cheng Lu, Hailun Lian, Yan Zhao, Björn W. Schuller, Yuan Zong, Wenming Zheng:
Speech Swin-Transformer: Exploring a Hierarchical Transformer with Shifted Windows for Speech Emotion Recognition. CoRR abs/2401.10536 (2024) - [i221]Yan Zhao, Jincen Wang, Cheng Lu, Sunan Li, Björn W. Schuller, Yuan Zong, Wenming Zheng:
Emotion-Aware Contrastive Adaptation Network for Source-Free Cross-Corpus Speech Emotion Recognition. CoRR abs/2401.12925 (2024) - [i220]Yi Chang, Zhao Ren, Zixing Zhang, Xin Jing, Kun Qian, Xi Shao, Bin Hu, Tanja Schultz, Björn W. Schuller:
STAA-Net: A Sparse and Transferable Adversarial Attack for Speech Emotion Recognition. CoRR abs/2402.01227 (2024) - [i219]Mostafa M. Amin, Björn W. Schuller:
On Prompt Sensitivity of ChatGPT in Affective Computing. CoRR abs/2403.14006 (2024) - [i218]Thejan Rajapakshe, Rajib Rana, Sara Khalifa, Berrak Sisman, Björn W. Schuller, Carlos Busso:
emoDARTS: Joint Optimisation of CNN & Sequential Neural Network Architectures for Superior Speech Emotion Recognition. CoRR abs/2403.14083 (2024) - [i217]Shahin Amiriparian, Maurice Gerczuk, Justina Lutz, Wolfgang Strube, Irina Papazova, Alkomiet Hasan, Alexander Kathan, Björn W. Schuller:
Enhancing Suicide Risk Assessment: A Speech-Based Automated Approach in Emergency Medicine. CoRR abs/2404.12132 (2024) - [i216]Zheng Lian, Haiyang Sun, Licai Sun, Zhuofan Wen, Siyuan Zhang, Shun Chen, Hao Gu, Jinming Zhao, Ziyang Ma, Xie Chen, Jiangyan Yi, Rui Liu, Kele Xu, Bin Liu, Erik Cambria, Guoying Zhao, Björn W. Schuller, Jianhua Tao:
MER 2024: Semi-Supervised Learning, Noise Robustness, and Open-Vocabulary Multimodal Emotion Recognition. CoRR abs/2404.17113 (2024) - [i215]Andreas Triantafyllopoulos, Björn W. Schuller:
Expressivity and Speech Synthesis. CoRR abs/2404.19363 (2024) - [i214]Zhongren Dong, Zixing Zhang, Weixiang Xu, Jing Han, Jianjun Ou, Björn W. Schuller:
HAFFormer: A Hierarchical Attention-Free Framework for Alzheimer's Disease Detection From Spontaneous Speech. CoRR abs/2405.03952 (2024) - [i213]Zixing Zhang, Tao Pang, Jing Han, Björn W. Schuller:
Intelligent Cardiac Auscultation for Murmur Detection via Parallel-Attentive Models with Uncertainty Estimation. CoRR abs/2405.03953 (2024) - [i212]Rong Gao, Xin Liu, Bohao Xing, Zitong Yu, Björn W. Schuller, Heikki Kälviäinen:
Identity-free Artificial Emotional Intelligence via Micro-Gesture Understanding. CoRR abs/2405.13206 (2024) - [i211]Lukas Christ, Shahin Amiriparian, Manuel Milling, Ilhan Aslan, Björn W. Schuller:
Modeling Emotional Trajectories in Written Stories Utilizing Transformers and Weakly-Supervised Learning. CoRR abs/2406.02251 (2024) - [i210]Andreas Triantafyllopoulos, Alexander Gebhard, Manuel Milling, Simon David Noel Rampp, Björn W. Schuller:
An automatic analysis of ultrasound vocalisations for the prediction of interaction context in captive Egyptian fruit bats. CoRR abs/2406.06332 (2024) - [i209]Philipp Wagner, Andreas Triantafyllopoulos, Alexander Gebhard, Björn W. Schuller:
Audio-based Step-count Estimation for Running - Windowing and Neural Network Baselines. CoRR abs/2406.06339 (2024) - [i208]Andreas Triantafyllopoulos, Anton Batliner, Wolfgang Mayr, Markus Fendler, Florian B. Pokorny, Maurice Gerczuk, Shahin Amiriparian, Thomas M. Berghaus, Björn W. Schuller:
Sustained Vowels for Pre- vs Post-Treatment COPD Classification. CoRR abs/2406.06355 (2024) - [i207]Andreas Triantafyllopoulos, Anton Batliner, Simon David Noel Rampp, Manuel Milling, Björn W. Schuller:
INTERSPEECH 2009 Emotion Challenge Revisited: Benchmarking 15 Years of Progress in Speech Emotion Recognition. CoRR abs/2406.06401 (2024) - [i206]Andreas Triantafyllopoulos, Björn W. Schuller:
Enrolment-based personalisation for improving individual-level fairness in speech emotion recognition. CoRR abs/2406.06665 (2024) - [i205]Xin Jing, Andreas Triantafyllopoulos, Björn W. Schuller:
ParaCLAP - Towards a general language-audio model for computational paralinguistic tasks. CoRR abs/2406.07203 (2024) - [i204]Shahin Amiriparian, Lukas Christ, Alexander Kathan, Maurice Gerczuk, Niklas Müller, Steffen Klug, Lukas Stappen, Andreas König, Erik Cambria, Björn W. Schuller, Simone Eulitz:
The MuSe 2024 Multimodal Sentiment Analysis Challenge: Social Perception and Humor Recognition. CoRR abs/2406.07753 (2024) - [i203]Xin Jing, Luyang Zhang, Jiangjian Xie, Alexander Gebhard, Alice Baird, Björn W. Schuller:
DB3V: A Dialect Dominated Dataset of Bird Vocalisation for Cross-corpus Bird Species Recognition. CoRR abs/2406.08517 (2024) - [i202]Shahin Amiriparian, Filip Packan, Maurice Gerczuk, Björn W. Schuller:
ExHuBERT: Enhancing HuBERT Through Block Extension and Fine-Tuning on 37 Emotion Datasets. CoRR abs/2406.10275 (2024) - [i201]Yi Chang, Zhao Ren, Zhonghao Zhao, Thanh Tam Nguyen, Kun Qian, Tanja Schultz, Björn W. Schuller:
Speech Emotion Recognition under Resource Constraints with Data Distillation. CoRR abs/2406.15119 (2024) - [i200]Lukas Christ, Shahin Amiriparian, Friederike Hawighorst, Ann-Kathrin Schill, Angelo Boutalikakis, Lorenz Graf-Vlachy, Andreas König, Björn W. Schuller:
This Paper Had the Smartest Reviewers - Flattery Detection Utilising an Audio-Textual Transformer-Based Approach. CoRR abs/2406.17667 (2024) - [i199]Oliver Schrüfer, Manuel Milling, Felix Burkhardt, Florian Eyben, Björn W. Schuller:
Are you sure? Analysing Uncertainty Quantification Approaches for Real-world Speech Emotion Recognition. CoRR abs/2407.01143 (2024) - [i198]Rui Liu, Haolin Zuo, Zheng Lian, Xiaofen Xing, Björn W. Schuller, Haizhou Li:
Emotion and Intent Joint Understanding in Multimodal Conversation: A Benchmarking Dataset. CoRR abs/2407.02751 (2024) - [i197]Maurice Gerczuk, Shahin Amiriparian, Justina Lutz, Wolfgang Strube, Irina Papazova, Alkomiet Hasan, Björn W. Schuller:
Exploring Gender-Specific Speech Patterns in Automatic Suicide Risk Assessment. CoRR abs/2407.11012 (2024) - [i196]Andreas Triantafyllopoulos, Iosif Tsangko, Alexander Gebhard, Annamaria Mesaros, Tuomas Virtanen, Björn W. Schuller:
Computer Audition: From Task-Specific Machine Learning to Foundation Models. CoRR abs/2407.15672 (2024) - [i195]Anika A. Spiesberger, Andreas Triantafyllopoulos, Iosif Tsangko, Björn W. Schuller:
Abusive Speech Detection in Indic Languages Using Acoustic Features. CoRR abs/2407.20808 (2024) - [i194]Manuel Milling, Shuo Liu, Andreas Triantafyllopoulos, Ilhan Aslan, Björn W. Schuller:
Audio Enhancement for Computer Audition - An Iterative Training Paradigm Using Sample Importance. CoRR abs/2408.06264 (2024) - [i193]Dionyssos Kounadis-Bastian, Oliver Schrüfer, Anna Derington, Hagen Wierstorf, Florian Eyben, Felix Burkhardt, Björn W. Schuller:
Wav2Small: Distilling Wav2Vec2 to 72K parameters for Low-Resource Speech emotion recognition. CoRR abs/2408.13920 (2024) - [i192]Mohammad Nadeem, Shahab Saquib Sohail, Erik Cambria, Björn W. Schuller, Amir Hussain:
Negation Blindness in Large Language Models: Unveiling the NO Syndrome in Image Generation. CoRR abs/2409.00105 (2024) - [i191]Xin Jing, Kun Zhou, Andreas Triantafyllopoulos, Björn W. Schuller:
Enhancing Emotional Text-to-Speech Controllability with Natural Language Guidance through Contrastive Learning and Diffusion Models. CoRR abs/2409.06451 (2024) - [i190]Björn W. Schuller, Adria Mallol-Ragolta, Alejandro Peña Almansa, Iosif Tsangko, Mostafa M. Amin, Anastasia Semertzidou, Lukas Christ, Shahin Amiriparian:
Affective Computing Has Changed: The Foundation Model Disruption. CoRR abs/2409.08907 (2024) - [i189]Zhengxin Joseph Ye, Björn W. Schuller:
Trading through Earnings Seasons using Self-Supervised Contrastive Representation Learning. CoRR abs/2409.17392 (2024) - [i188]Nikolai Körber, Eduard Kromer, Andreas Siebert, Sascha Hauke, Daniel Mueller-Gritschneder, Björn W. Schuller:
PerCo (SD): Open Perceptual Compression. CoRR abs/2409.20255 (2024) - [i187]Alican Akman, Qiyang Sun, Björn W. Schuller:
Audio Explanation Synthesis with Generative Foundation Models. CoRR abs/2410.07530 (2024) - [i186]Qiyang Sun, Alican Akman, Xin Jing, Manuel Milling, Björn W. Schuller:
Audio-based Kinship Verification Using Age Domain Conversion. CoRR abs/2410.11120 (2024) - [i185]Simon David Noel Rampp, Manuel Milling, Andreas Triantafyllopoulos, Björn W. Schuller:
Does the Definition of Difficulty Matter? Scoring Functions and their Role for Curriculum Learning. CoRR abs/2411.00973 (2024) - [i184]Klaus R. Scherer, Felix Burkhardt, Uwe D. Reichel, Florian Eyben, Björn W. Schuller:
Using voice analysis as an early indicator of risk for depression in young adults. CoRR abs/2411.11541 (2024) - [i183]Andreas Triantafyllopoulos, Yannik Terhorst, Iosif Tsangko, Florian B. Pokorny, Katrin D. Bartl-Pokorny, Lennart Seizer, Ayal Klein, Jenny Chim, Dana Atzil-Slonim, Maria Liakata, Markus Bühner, Johanna Löchner, Björn W. Schuller:
Large language models for mental health. CoRR abs/2411.11880 (2024) - [i182]Yupei Li, Manuel Milling, Lucia Specia, Björn W. Schuller:
From Audio Deepfake Detection to AI-Generated Music Detection - A Pathway and Overview. CoRR abs/2412.00571 (2024) - 2023
- [j246]Srividya Tirunellai Rajamani, Kumar T. Rajamani, Ashwin Venkateshvaran, Andreas Triantafyllopoulos, Alexander Kathan, Björn W. Schuller:
Toward Detecting and Addressing Corner Cases in Deep Learning Based Medical Image Segmentation. IEEE Access 11: 95334-95345 (2023) - [j245]