A six-modality zero-shot pipeline with CLIP, Qwen-VL, WavLM, Mamba, and new fusion/aggregation modules reports F1 scores of 46.95 (AffWild2), 49.02 (AFEW), and 34.85 (C-EXPR-DB) without target-domain fine-tuning.
ABAW: Valence-arousal estimation, ex- pression recognition, action unit detection & multi-task learning challenges
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Team RAS in 9th ABAW Competition: Multimodal Compound Expression Recognition Approach
A six-modality zero-shot pipeline with CLIP, Qwen-VL, WavLM, Mamba, and new fusion/aggregation modules reports F1 scores of 46.95 (AffWild2), 49.02 (AFEW), and 34.85 (C-EXPR-DB) without target-domain fine-tuning.