An Audio-Video Deep and Transfer Learning Framework for Multimodal Emotion Recognition in the wild. - Denis Dresvyanskiy; Elena Ryumina; Heysem Kaya; Maxim Markitantov; Alexey A. Karpov; Wolfgang Minker (CoRR, 2020)

Annotation Confidence vs. Training Sample Size: Trade-Off Solution for Partially-Continuous Categorical Emotion Recognition. - Elena Ryumina; Oxana Verkholyak; Alexey Karpov 001 (Interspeech, 2021)

Ensemble-Within-Ensemble Classification for Escalation Prediction from Speech. - Oxana Verkholyak; Denis Dresvyanskiy; Anastasia Dvoynikova; Denis Kotov; Elena Ryumina; Alena Velichko; Danila Mamontov; Wolfgang Minker; Alexey Karpov 001 (Interspeech, 2021)

Biometric Russian Audio-Visual Extended MASKS (BRAVE-MASKS) Corpus: Multimodal Mask Type Recognition Task. - Maxim Markitantov; Elena Ryumina; Dmitry Ryumin; Alexey Karpov 001 (INTERSPEECH, 2022)

Emotional Speech Recognition Based on Lip-Reading. - Elena Ryumina; Denis Ivanko (SPECOM, 2022)

In search of a robust facial expressions recognition model: A large-scale visual cross-corpus study. - Elena Ryumina; Denis Dresvyanskiy; Alexey Karpov 001 (Neurocomputing, 2022)

End-to-End Modeling and Transfer Learning for Audiovisual Emotion Recognition in-the-Wild. - Denis Dresvyanskiy; Elena Ryumina; Heysem Kaya; Maxim Markitantov; Alexey Karpov 001; Wolfgang Minker (Multimodal Technol. Interact., 2022)

Multimodal Personality Traits Assessment (MuPTA) Corpus: The Impact of Spontaneous and Read Speech. - Elena Ryumina; Dmitry Ryumin; Maxim Markitantov; Heysem Kaya; Alexey Karpov 001 (INTERSPEECH, 2023)

EMO-AVSR: Two-Level Approach for Audio-Visual Emotional Speech Recognition. - Denis Ivanko; Elena Ryumina; Dmitry Ryumin; Alexandr Axyonov; Alexey M. Kashevnik; Alexey Karpov 001 (SPECOM (1), 2023)

Audio-Visual Speech and Gesture Recognition by Sensors of Mobile Devices. - Dmitry Ryumin; Denis Ivanko; Elena Ryumina (Sensors, 2023)

Zero-Shot Audio-Visual Compound Expression Recognition Method based on Emotion Probability Fusion. - Elena Ryumina; Maxim Markitantov; Dmitry Ryumin; Heysem Kaya; Alexey Karpov 001 (CVPR Workshops, 2024)

OCEAN-AI: open multimodal framework for personality traits assessment and HR-processes automatization. - Elena Ryumina; Dmitry Ryumin; Alexey Karpov 001 (INTERSPEECH, 2024)

Audio-Visual Compound Expression Recognition Method based on Late Modality Fusion and Rule-based Decision. - Elena Ryumina; Maxim Markitantov; Dmitry Ryumin; Heysem Kaya; Alexey Karpov 001 (CoRR, 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 M. Kashevnik; Alexey Karpov 001 (Expert Syst. Appl., 2024)

OCEAN-AI framework with EmoFormer cross-hemiface attention approach for personality traits assessment. - Elena Ryumina; Maxim Markitantov; Dmitry Ryumin; Alexey Karpov 001 (Expert Syst. Appl., 2024)

Gated Siamese Fusion Network based on multimodal deep and hand-crafted features for personality traits assessment. - Elena Ryumina; Maxim Markitantov; Dmitry Ryumin; Alexey Karpov 001 (Pattern Recognit. Lett., 2024)

Multi-corpus emotion recognition method based on cross-modal gated attention fusion. - Elena Ryumina; Dmitry Ryumin; Alexandr Axyonov; Denis Ivanko; Alexey Karpov 001 (Pattern Recognit. Lett., 2025)

Team RAS in 9th ABAW Competition: Multimodal Compound Expression Recognition Approach. - Elena Ryumina; Maxim Markitantov; Alexandr Axyonov; Dmitry Ryumin; Mikhail Dolgushin; Alexey Karpov 001 (CoRR, 2025)

Audio-visual occlusion-robust gender recognition and age estimation approach based on multi-task cross-modal attention. - Maxim Markitantov; Elena Ryumina; Alexey Karpov 001 (Expert Syst. Appl., 2026)