4 papers
BP-GPT: Auditory Neural Decoding Using fMRI-prompted LLM
Xiaoyu Chen, Changde Du, Che Liu +2
Decoding language information from brain signals represents a vital research area within brain-computer interfaces, particularly in the context of deciphering the semantic informat…
Multi-label Class Incremental Emotion Decoding with Augmented Emotional Semantics Learning
Kaicheng Fu, Changde Du, Xiaoyu Chen +2
Emotion decoding plays an important role in affective human-computer interaction. However, previous studies ignored the dynamic real-world scenario, where human experience a blend…
Reverse the auditory processing pathway: Coarse-to-fine audio reconstruction from fMRI
Che Liu, Changde Du, Xiaoyu Chen +1
Drawing inspiration from the hierarchical processing of the human auditory system, which transforms sound from low-level acoustic features to high-level semantic understanding, we…
Open-vocabulary Auditory Neural Decoding Using fMRI-prompted LLM
Xiaoyu Chen, Changde Du, Che Liu +2
Decoding language information from brain signals represents a vital research area within brain-computer interfaces, particularly in the context of deciphering the semantic informat…