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Dmitry Ryumin
DmitryRyumin

Selected Research Publications
Expert Systems with Applications 2026 PULSE: Psychological Characteristics Unified Learning via Speech-based Estimation, Timur Abdulkadirov, Elena Ryumina, Dmitry Ryumin, and Alexey Karpov
Big Data and Cognitive Computing 2026 A Unified Perspective on Multimodal Emotion Recognition, Personality Trait Assessment, and Ambivalence/Hesitancy Recognition: Corpora, Methods, Evaluation, and Open Challenges, Angelina Egorova, Timur Abdulkadirov, Ekaterina Ryabova, Yulia Morozova, Alexandr Axyonov, and Dmitry Ryumin
IEEE Access 2026 MM-PSYCHE: Multimodal Multitask Psychological Characteristic Estimation through Cross-Domain Semi-Supervised Learning, Elena Ryumina, Alexandr Axyonov, Darya Koryakovskaya, Timur Abdulkadirov, Angelina Egorova, Sergey Fedchin, Alexander Zaburdaev, Iana Salova, Andrey Savchenko, and Dmitry Ryumin 
Big Data and Cognitive Computing 2026 ExPAM: Explainable Personality Assessment Method Using Heterogeneous Linguistic Features and Off-the-Shelf LLMs, Elena Ryumina, Dmitry Ryumin, Maxim Markitantov, and Alexey Karpov 
Multimodal Technologies and Interaction 2026 MAVAGEN: Multimodal Avatar Generation Framework for Personalized Human-Computer Interaction, Alexandr Axyonov, Elena Ryumina, Dmitry Ryumin, and Alexey Karpov
Big Data and Cognitive Computing 2026 DEPART: Multi-Task Interpretable Depression and Parkinson's Disease Detection from In-the-Wild Video Data, Elena Ryumina, Alexandr Axyonov, Mikhail Dolgushin, Dmitry Ryumin, and Alexey Karpov
Machine Learning and Knowledge Extraction 2026 SSL-MEPR: A Semi-Supervised Multi-Task Cross-Domain Learning Framework for Multimodal Emotion and Personality Recognition, Elena Ryumina, Alexandr Axyonov, Darya Koryakovskaya, Timur Abdulkadirov, Angelina Egorova, Sergey Fedchin, Alexander Zaburdaev, and Dmitry Ryumin
Big Data and Cognitive Computing 2025 Cross-Lingual Bimodal Emotion Recognition with LLM-based Label Smoothing, Elena Ryumina, Alexandr Axyonov, Timur Abdulkadirov, Darya Koryakovskaya, and Dmitry Ryumin
Pattern Recognition Letters 2025 Multi-Corpus Emotion Recognition Method based on Cross-Modal Gated Attention Fusion, Elena Ryumina, Dmitry Ryumin, Alexandr Axyonov, Denis Ivanko, and Alexey Karpov
Pattern Recognition Letters 2024 Gated Siamese Fusion Network based on Multimodal Deep and Hand-Crafted Features for Personality Traits Assessment, Elena Ryumina, Maxim Markitantov, Dmitry Ryumin, and Alexey Karpov 
Expert Systems with Applications 2024 Audio-Visual Speech Recognition based on Regulated Transformer and Spatio-Temporal Fusion Strategy for Driver Assistive Systems, Dmitry Ryumin, Alexandr Axyonov, Elena Ryumina, Denis Ivanko, Alexey Kashevnik, and Alexey Karpov
Expert Systems with Applications 2024 OCEAN-AI Framework with EmoFormer Cross-Hemiface Attention Approach for Personality Traits Assessment, Elena Ryumina, Maxim Markitantov, Dmitry Ryumin, and Alexey Karpov
Sensors 2023 Audio-Visual Speech and Gesture Recognition by Sensors of Mobile Devices, Dmitry Ryumin, Elena Ryumina, and Denis Ivanko
IEEE Access 2021 Multimodal Corpus Design for Audio-Visual Speech Recognition in Vehicle Cabin, Alexey Kashevnik, Igor Lashkov, Alexandr Axyonov, Denis Ivanko, Dmitry Ryumin, Artem Kolchin, and Alexey Karpov
EMNLP 2026 TACME: Task-Aware Cross-Modal Experts for Disjoint-Corpus Multimodal Behavioral Understanding, Elena Ryumina, Alexandr Axyonov, and Dmitry Ryumin 
CVPRW 2026 Ensemble-based Prototype-Augmented Multimodal Fusion for Ambivalence/Hesitancy Recognition, Elena Ryumina, Alexandr Axyonov, Dmitry Sysoev, Timur Abdulkadirov, Kirill Almetov, Yulia Morozova, and Dmitry Ryumin 
CVPRW 2026 From Faces to Behavior Analysis: Adaptive Multimodal Fusion for Valence-Arousal Estimation in-the-Wild, Elena Ryumina, Maxim Markitantov, Alexandr Axyonov, Dmitry Ryumin, Mikhail Dolgushin, Denis Dresvyanskiy, and Alexey Karpov 
ICCVW 2025 Zero-Shot Multimodal Compound Expression Recognition Approach using Off-the-Shelf Large Visual-Language Models, Elena Ryumina, Maxim Markitantov, Alexandr Axyonov, Dmitry Ryumin, Mikhail Dolgushin, and Alexey Karpov 
INTERSPEECH 2024 OCEAN-AI: Open Multimodal Framework for Personality Traits Assessment and HR-Processes Automatization, Elena Ryumina, Dmitry Ryumin, and Alexey Karpov 
CVPRW 2024 Zero-Shot Audio-Visual Compound Expression Recognition Method based on Emotion Probability Fusion, Elena Ryumina, Maxim Markitantov, Dmitry Ryumin, Heysem Kaya, and Alexey Karpov 
ICASSP 2024 Audio-Visual Speech Recognition In-the-Wild: Multi-Angle Vehicle Cabin Corpus and Attention-based Method, Alexandr Axyonov, Dmitry Ryumin, Denis Ivanko, Alexey Kashevnik, and Alexey Karpov
INTERSPEECH 2023 Multimodal Personality Traits Assessment (MuPTA) Corpus: the Impact of Spontaneous and Read Speech, Elena Ryumina, Dmitry Ryumin, Maxim Markitantov, Heysem Kaya, and Alexey Karpov
INTERSPEECH 2022 DAVIS: Driver's Audio-Visual Speech Recognition, Denis Ivanko, Dmitry Ryumin, Alexey Kashevnik, Alexandr Axyonov, Andrey Kitenko, Igor Lashkov, and Alexey Karpov
INTERSPEECH 2022 Biometric Russian Audio-Visual Extended MASKS (BRAVE-MASKS) Corpus: Multimodal Mask Type Recognition Task, Maxim Markitantov, Elena Ryumina, Dmitry Ryumin, and Alexey Karpov
ICMI 2022 MIDriveSafely: Multimodal Interaction for Drive Safely, Denis Ivanko, Alexey Kashevnik, Dmitry Ryumin, Andrey Kitenko, Alexandr Axyonov, Igor Lashkov, and Alexey Karpov
EUSIPCO 2022 Visual Speech Recognition in a Driver Assistance System, Denis Ivanko, Dmitry Ryumin, Alexey Kashevnik, Alexandr Axyonov, and Alexey Karnov
LREC 2022 RUSAVIC Corpus: Russian Audio-Visual Speech in Cars, Denis Ivanko, Alexandr Axyonov, Dmitry Ryumin, Alexey Kashevnik, and Alexey Karpov
LREC 2020 TheRuSLan: Database of Russian Sign language, Ildar Kagirov, Denis Ivanko, Dmitry Ryumin, Alexander Axyonov, and Alexey Karpov
Important Conference table will be up to date all the time.
| Conference |
Year |
| 2023 |
2024 |
2025 |
2026 |
| Computer Vision (CV) |
| CVPR |
 |
 |
 |
| ICCV |
 |
 |
 |
 |
| ECCV |
 |
 |
 |
 |
| WACV |
➖ |
 |
 |
 |
| FG |
➖ |
 |
 |
 |
| Speech/Signal Processing (SP/SigProc) |
| ICASSP |
 |
 |
 |
| INTERSPEECH |
 |
 |
 |
 |
| ISMIR |
 |
➖ |
➖ |
➖ |
| Natural Language Processing (NLP) |
| EMNLP |
 |
 |
 |
 |
| Machine Learning (ML) |
| AAAI |
➖ |
 |
 |
 |
| ICLR |
➖ |
 |
 |
 |
| ICML |
➖ |
 |
 |
 |
| NeurIPS |
➖ |
 |
 |
 |
| Topic/Domain |
Stars |
| Speech Enhancement |
 |
Contributed Repositories
| Repository |
Stars |
| ai-deadlines |
 |
| SpeechTasks |
 |
Contributed Spaces (Hugging Face)
| Space |
 |
 |
Community Services

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The repository provides links to collections of influential and interesting research papers from top AI conferences, with open-source code to promote reproducibility and provide detailed implementa…
Python
118
5
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CVPR 2023-2024 Papers: Dive into advanced research presented at the leading computer vision conference. Keep up to date with the latest developments in computer vision and deep learning. Code inclu…
Python
453
28
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ICCV 2023-2025 Papers: Discover cutting-edge research from ICCV 2023-25, the leading computer vision conference. Stay updated on the latest in computer vision and deep learning, with code included.…
Python
972
49
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INTERSPEECH 2023-2024 Papers: A complete collection of influential and exciting research papers from the INTERSPEECH 2023-24 conference. Explore the latest advances in speech and language processin…
684
43
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AAAI 2024 Papers: Explore a comprehensive collection of innovative research papers presented at one of the premier artificial intelligence conferences. Seamlessly integrate code implementations for…
Python
589
26
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ICASSP 2023-2024 Papers: A complete collection of influential and exciting research papers from the ICASSP 2023-24 conferences. Explore the latest advancements in acoustics, speech and signal proce…
Python
524
23
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