Decoding Emotional Silences: Reliable Multimodal Sentiment Analysis with Bipolar Uncertainty

Content

• Data Preparation
• Environment
• Training
• Evaluation

Data Preparation

MOSI/MOSEI/CH-SIMS Download: Please see MMSA

Environment

The basic training environment for the results in the paper is Python 3.12.7, Pytorch 2.5.1, with NVIDIA 4090D.

Training

You can quickly run the code with the following command:

python run_mosei_different_seeds.py
python run_mosi_different_seeds.py
python run_sims_different_seeds.py

Evaluation

CUDA_VISIBLE_DEVICES=0 python robust_evaluation.py --config_file configs/eval_mosi.yaml --key_eval Has0_acc_2