Knowledge Commons of Institute of Automation,CAS
GPT-4V with Emotion: A Zero-shot Benchmark for Generalized Emotion Recognition | |
Zheng Lian1; Licai Sun1,2; Haiyang Sun1,2; Kang Chen3; Zhuofan Wen1,2; Hao Gu1,2; Bin Liu1,2; Jianhua Tao4,5 | |
发表期刊 | Information Fusion |
2024 | |
页码 | 1-12 |
摘要 | Recently, GPT-4 with Vision (GPT-4V) has demonstrated remarkable visual capabilities across various tasks, but its performance in emotion recognition has not been fully evaluated. To bridge this gap, we present the quantitative evaluation results of GPT-4V on 21 benchmark datasets covering 6 tasks: visual sentiment analysis, tweet sentiment analysis, micro-expression recognition, facial emotion recognition, dynamic facial emotion recognition, and multimodal emotion recognition. This paper collectively refers to these tasks as “Generalized Emotion Recognition (GER)”. Through experimental analysis, we observe that GPT-4V exhibits strong visual understanding capabilities in GER tasks. Meanwhile, GPT-4V shows the ability to integrate multimodal clues and exploit temporal information, which is also critical for emotion recognition. However, it’s worth noting that GPT-4V is primarily designed for general domains and cannot recognize micro-expressions that require specialized knowledge. To the best of our knowledge, this paper provides the first quantitative assessment of GPT-4V for GER tasks. We have open-sourced the code and encourage subsequent researchers to broaden the evaluation scope by including more tasks and datasets. Our code and evaluation results are available at: https://github.com/zeroQiaoba/gpt4v-emotion. |
七大方向——子方向分类 | 智能交互 |
国重实验室规划方向分类 | 人机混合智能 |
是否有论文关联数据集需要存交 | 否 |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/57078 |
专题 | 多模态人工智能系统全国重点实验室 |
通讯作者 | Bin Liu; Jianhua Tao |
作者单位 | 1.Institute of Automation, Chinese Academy of Sciences, Beijing, China 2.School of Artificial Intelligence, University of Chinese Academy of Sciences 3.Software Engineering Institute, Peking University 4.Department of Automation, Tsinghua University 5.Beijing National Research Center for Information Science and Technology, Tsinghua University |
第一作者单位 | 中国科学院自动化研究所 |
通讯作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Zheng Lian,Licai Sun,Haiyang Sun,et al. GPT-4V with Emotion: A Zero-shot Benchmark for Generalized Emotion Recognition[J]. Information Fusion,2024:1-12. |
APA | Zheng Lian.,Licai Sun.,Haiyang Sun.,Kang Chen.,Zhuofan Wen.,...&Jianhua Tao.(2024).GPT-4V with Emotion: A Zero-shot Benchmark for Generalized Emotion Recognition.Information Fusion,1-12. |
MLA | Zheng Lian,et al."GPT-4V with Emotion: A Zero-shot Benchmark for Generalized Emotion Recognition".Information Fusion (2024):1-12. |
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文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
1-s2.0-S156625352400(6888KB) | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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