Ambivalence and Hesitancy Recognition

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  1. CALM-AH: An ABAW11-Calibrated Multimodal Ensemble with Reliability-Gated Multi-Expert Consensus for Video-Level Ambivalence and Hesitancy Recognition

    Jul 31, 2026Wenzhuo Sun, Mingjian Liang, Richard Attfield +3Ensemble LearningMultimodal Emotion Recognition

    Monash University, Melbourne, Australia · Monash Suzhou Research Institute, Suzhou, China

  2. Knowledge-Guided Multimodal Reasoning over Interacting Streams for Video-Level Ambivalence and Hesitancy Recognition

    Jul 28, 2026Podakanti Satyajith Chary, Barath Parthiban, Pranesh Velmurugan +2Multimodal ReasoningMultimodal Emotion Recognition

    Department of Engineering Science, IIT Hyderabad, India · Department of Biomedical Engineering, IIT Hyderabad, India

  3. TellTale: Blending Multi-Instance LoRA Text Encoders and a Zero-Shot LLM Judge for Ambivalence/Hesitancy Recognition in Videos

    Jul 18, 2026Abdel-Karim Al-Tamimi, Ali RodanAmbivalence and Hesitancy Recognition

    Sheffield Hallam University, Sheffield, UK · Yarmouk University, Irbid, Jordan · The University of Jordan, Amman, Jordan

  4. Multimodal Ambivalence and Hesitancy Recognition via Cross-Attention and Gated Fusion

    Jul 17, 2026Oussama Berhili, Yassine Ouzar, Larbi BoubchirMultimodal FusionAmbivalence and Hesitancy Recognition

    University of Paris 8, Saint-Denis, France

  5. Team RAS in 11th ABAW Competition: Multimodal Ambivalence Recognition Approach

    Jul 16, 2026Elena Ryumina, Maxim Markitantov, Alexandr Axyonov +4Multimodal FusionAmbivalence and Hesitancy Recognition

    St. Petersburg Federal Research Center of the Russian Academy of Sciences · St. Petersburg Federal Research Center of the Russian Academy of Sciences (SPC RAS), St. Petersburg, Russia · HSE University, St. Petersburg, Russia +1

  6. CF-Net: Conflict Fusion with Speaker Normalisation and Certainty Weighting for Ambivalence/Hesitancy Recognition

    Jul 15, 2026Tung Hung Bui, Hong Hai Nguyen, Van Thong HuynhMultimodal ClassificationMultimodal Fusion

    Dept. of AI, FPT University · Fac. of CSE, HCMC University of Technology - VNUHCM

  7. Audio-Text Cross-Attention with Psycholinguistic Support Features for Ambivalence/Hesitancy Recognition

    Jul 15, 2026Luiz F. B. F. Martins, Rodrigo W. Pisaia, Matheus M. Girardi +5Ambivalence and Hesitancy RecognitionAffective Computing

    Pontifical Catholic University of Paraná, Curitiba, Brazil

  8. HSEmotion Team at the 11th ABAW Challenge: Multi-Task Learning and Ambivalence/Hesitancy Video Recognition

    Jul 14, 2026Aleksei Bakin, Andrey V. SavchenkoMulti-Task LearningMultimodal Emotion Recognition

    Central University, Moscow, Russia · Sber AI Lab, Moscow, Russia · HSE University, Laboratory of Algorithms and Technologies for Network Analysis, Nizhny Novgorod, Russia

  9. A Calibrated Multimodal Ensemble for Ambivalence/Hesitancy Recognition: System Description and Private-Test Submission Strategy

    Jul 13, 2026Josep Cabacas-Maso, Ismael Benito-Altamirano, Carles VenturaAmbivalence and Hesitancy RecognitionAffective Computing

    eHealth Center, Faculty of Computer Science, Multimedia and Telecommunicactions, Universitat Oberta de Catalunya, 08016 Barcelona, Spain · MIND/IN2UB, Department of Electronic and Biomedical Engineeering, Universitat de Barcelona, 08028 Barcelona, Spain · Institute of Semiconductor Technology (IHT) & Laboratory for Emerging Nanometrology (LENA), Technische Universität Braunschweig, Braunschweig, Germany

  10. Simple Features and Honest Calibration for Ambivalence and Hesitancy Recognition in Video

    Jul 13, 2026Vikas Kumar, Aditya Mishra, Haroon R. LoneMultimodal Emotion RecognitionAmbivalence and Hesitancy Recognition

    Indian Institute of Science Education and Research Bhopal, India

  11. SVF-CR: Synchronized Visual-Facial Cross-Refinement for Multimodal Ambivalence and Hesitancy Recognition

    Jul 10, 2026Hyein Park, Namho Kim, Junhwa KimMultimodal FusionAmbivalence and Hesitancy Recognition

    Dept. of AI Software Convergence, Konyang University · Korean Broadcasting System (KBS)

  12. Multimodal Ambivalence/Hesitancy Recognition in Videos for Personalized Digital Health Interventions

    Apr 13, 2026Manuela González-González, Soufiane Belharbi, Muhammad Osama Zeeshan +8HealthcareMultimodal Emotion Recognition

    Dept. of Health, Kinesiology, & Applied Physiology, Concordia University, Montreal, Canada · LIVIA, Dept. of Systems Engineering, ETS Montreal, Canada · LIVIA, Dept. of Software and IT Engineering, ETS Montreal, Canada +1