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- CH-SIMS: A Chinese Multimodal Sentiment Analysis Dataset with . . .
In this paper, we introduce a Chinese single- and multi-modal sentiment analysis dataset, CH-SIMS, which contains 2,281 refined video segments in the wild with both multimodal and independent unimodal annotations
- Multimodal Multi-loss Fusion Network for Sentiment Analysis
Our best model achieves state-of-the-art performance for three datasets (CMU-MOSI, CMU-MOSEI and CH-SIMS) These results suggest a roadmap toward an optimized feature selection and fusion approach for enhancing sentiment detection in neural networks
- Multimodal Sentiment Analysis Data Sets and Preprocessing
This chapter provides an overview of publicly available multimodal sentiment analysis datasets, with a focus on those containing text, audio, and video modalities It introduces CH-SIMS, a new Chinese dataset that includes multimodal and single-modal annotations for detailed and comprehensive analysis
- CH-SIMS Dataset - Papers With Code
CH-SIMS is a Chinese single- and multimodal sentiment analysis dataset which contains 2,281 refined video segments in the wild with both multimodal and independent unimodal annotations It allows researchers to study the interaction between modalities or use independent unimodal annotations for unimodal sentiment analysis
- Multimodal sentiment analysis: A systematic review of history . . .
Automated feature extraction approaches such as convolutional neural network (CNN) and long short-term memory are used in this context-aware multimodal fusion framework to extract unimodal and multimodal characteristics (LSTM) Different features are combined to do multimodal sentiment analysis
- GitHub - roy699 Multimodal-Sentiment-Analysis: A Study On . . .
This project focuses on multimodal sentiment analysis, specifically on improving the accuracy of an existing model developed by Kaicheng Yang by integrating an additional visual modality
- CH-SIMS v2. 0: A Fine-grained Multi-label Chinese Multimodal . . .
CH-SIMS v2 0, a Fine-grained Multi-label Chinese Sentiment Analysis Dataset, is an enhanced and extended version of CH-SIMS Dataset We re-labeled all instances in CH-SIMS to a finer granularity and the video clips as well as pre-extracted features are remade
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