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MERBench: A Unified Evaluation Benchmark for Multimodal Emotion
  Recognition
v1v2v3 (latest)

MERBench: A Unified Evaluation Benchmark for Multimodal Emotion Recognition

7 January 2024
Zheng Lian
Guoying Zhao
Yong Ren
Hao Gu
Haiyang Sun
Lan Chen
Yinan Han
Jianhua Tao
ArXiv (abs)PDFHTMLGithub (219★)

Papers citing "MERBench: A Unified Evaluation Benchmark for Multimodal Emotion Recognition"

14 / 14 papers shown
DashFusion: Dual-stream Alignment with Hierarchical Bottleneck Fusion for Multimodal Sentiment Analysis
DashFusion: Dual-stream Alignment with Hierarchical Bottleneck Fusion for Multimodal Sentiment AnalysisIEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2025
Yuhua Wen
Qifei Li
Yingying Zhou
Yingming Gao
Zhengqi Wen
Jianhua Tao
Ya Li
150
3
0
05 Dec 2025
Mitigating Category Imbalance: Fosafer System for the Multimodal Emotion and Intent Joint Understanding Challenge
Mitigating Category Imbalance: Fosafer System for the Multimodal Emotion and Intent Joint Understanding ChallengeIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2025
Honghong Wang
Yankai Wang
Dejun Zhang
Jing Deng
Rong Zheng
166
0
0
15 Aug 2025
Who is a Better Player: LLM against LLM
Who is a Better Player: LLM against LLM
Yingjie Zhou
Jiezhang Cao
Farong Wen
Kepeng Xu
Yanwei Jiang
...
Yu Zhou
Xiongkuo Min
Jie Guo
Zicheng Zhang
Guangtao Zhai
231
1
0
05 Aug 2025
DeepMLF: Multimodal language model with learnable tokens for deep fusion in sentiment analysis
DeepMLF: Multimodal language model with learnable tokens for deep fusion in sentiment analysis
Efthymios Georgiou
Vassilis Katsouros
Yannis Avrithis
Alexandros Potamianos
500
2
0
15 Apr 2025
Fitting Different Interactive Information: Joint Classification of Emotion and Intention
Fitting Different Interactive Information: Joint Classification of Emotion and Intention
Xinger Li
Zhiqiang Zhong
Bo Huang
Yang Yang
257
0
0
05 Jan 2025
MEMO-Bench: A Multiple Benchmark for Text-to-Image and Multimodal Large Language Models on Human Emotion Analysis
Yingjie Zhou
Zicheng Zhang
Jiezhang Cao
Jun Jia
Yanwei Jiang
Farong Wen
Xiaohong Liu
Xiongkuo Min
Guoquan Zheng
368
14
0
18 Nov 2024
Enhancing Multimodal Sentiment Analysis for Missing Modality through Self-Distillation and Unified Modality Cross-Attention
Enhancing Multimodal Sentiment Analysis for Missing Modality through Self-Distillation and Unified Modality Cross-AttentionIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024
Yuzhe Weng
Haotian Wang
Tian Gao
Kewei Li
Shutong Niu
Jun Du
472
4
0
19 Oct 2024
Open-vocabulary Multimodal Emotion Recognition: Dataset, Metric, and
  Benchmark
Open-vocabulary Multimodal Emotion Recognition: Dataset, Metric, and Benchmark
Zheng Lian
Haiyang Sun
Guoying Zhao
Lan Chen
Haoyu Chen
...
Rui Liu
Shan Liang
Ya Li
Jiangyan Yi
Jianhua Tao
VLM
371
0
0
02 Oct 2024
Early Joint Learning of Emotion Information Makes MultiModal Model
  Understand You Better
Early Joint Learning of Emotion Information Makes MultiModal Model Understand You Better
Mengying Ge
Mingyang Li
Dongkai Tang
Pengbo Li
Kuo Liu
Shuhao Deng
Songbai Pu
Liu Liu
Yang Song
Tao Zhang
309
7
0
12 Sep 2024
AffectGPT: Dataset and Framework for Explainable Multimodal Emotion
  Recognition
AffectGPT: Dataset and Framework for Explainable Multimodal Emotion Recognition
Zheng Lian
Haiyang Sun
Guoying Zhao
Jiangyan Yi
Bin Liu
Jianhua Tao
321
11
0
10 Jul 2024
Evaluation of data inconsistency for multi-modal sentiment analysis
Evaluation of data inconsistency for multi-modal sentiment analysis
Yufei Wang
Mengyue Wu
322
3
0
05 Jun 2024
Multimodal Fusion with Pre-Trained Model Features in Affective Behaviour
  Analysis In-the-wild
Multimodal Fusion with Pre-Trained Model Features in Affective Behaviour Analysis In-the-wild
Zhuofan Wen
Fengyu Zhang
Siyuan Zhang
Haiyang Sun
Ming Xu
Guoying Zhao
Zheng Lian
Yinan Han
Jianhua Tao
CVBM
169
3
0
22 Mar 2024
Baichuan 2: Open Large-scale Language Models
Baichuan 2: Open Large-scale Language Models
Ai Ming Yang
Bin Xiao
Bingning Wang
Borong Zhang
Ce Bian
...
Youxin Jiang
Yuchen Gao
Yupeng Zhang
Guosheng Dong
Zhiying Wu
ELMLRM
982
962
0
19 Sep 2023
Explainable Multimodal Emotion Recognition
Explainable Multimodal Emotion Recognition
Zheng Lian
Haiyang Sun
Guoying Zhao
Hao Gu
Zhuofan Wen
...
Shan Liang
Ya Li
Jiangyan Yi
B. Liu
Jianhua Tao
MLLM
445
12
0
27 Jun 2023
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