viksit-siddhant/compare2023

SER and audio classification using both a Wav2Vec2 based model and an ASR->Bert pipeline, as well as utilizing a multimodal late-fusion model

1

stars

4

commits

Python

primary language

Jul 4, 2023

updated

asr
audio-classification
bert
multimodal
speech-emotion-recognition
transformers
wav2vec2

README

Wav2Vec2Stats

This is my official entry for the ACM ComPaRe 2023 challenge, performing Audio classificaion and SER using a Wav2Vec2-based model. Run asr.py to generate transcripts for the respective datasets, wav2vec2.py to run Wav2Vec2Stats, bert.py for the rudimentary BERT-based classifier on the transcripts, and evaluate.ipynb to generate the submission CSVs

Contributors

viksit-siddhant/compare2023

SER and audio classification using both a Wav2Vec2 based model and an ASR->Bert pipeline, as well as utilizing a multimodal late-fusion model

1

stars

4

commits

Python

primary language

Jul 4, 2023

updated

asr
audio-classification
bert
multimodal
speech-emotion-recognition
transformers
wav2vec2

README

Wav2Vec2Stats

This is my official entry for the ACM ComPaRe 2023 challenge, performing Audio classificaion and SER using a Wav2Vec2-based model. Run asr.py to generate transcripts for the respective datasets, wav2vec2.py to run Wav2Vec2Stats, bert.py for the rudimentary BERT-based classifier on the transcripts, and evaluate.ipynb to generate the submission CSVs

Contributors

Languages

Python

73.9%

Jupyter Notebook

26.1%