Add Stimulus Feature Extraction module: the module was added but need further testing.
Description
Library currently focuses on TRF computation given pre-extracted features. Need integrated tools for modern stimulus feature extraction to streamline naturalistic experiment workflows.
Tasks
Create StimulusEncoder base class or module
Implemented:
Acoustic embeddings (wav2vec2, HuBERT for audio stimuli)
Linguistic embeddings (BERT, transformer-based models for word/phoneme features)
Wrapper for user-defined feature extractors
Automatic checks for feature/signal alignment
Dimensionality validation
Temporal coherence checks
To add
Integrated feature extraction tools for common modalities
Quality control and validation automated
Examples on simple data
Full test suite
Priority
High
From external analysis: Advanced Stimulus Feature Extraction & Embedding Module
Add Stimulus Feature Extraction module: the module was added but need further testing.
Description
Library currently focuses on TRF computation given pre-extracted features. Need integrated tools for modern stimulus feature extraction to streamline naturalistic experiment workflows.
Tasks
To add
Full test suite
Priority
High
From external analysis: Advanced Stimulus Feature Extraction & Embedding Module