Cover Image

FEALLM: Advancing Facial Emotion Analysis in Multimodal Large Language Models with Emotional Synergy and Reasoning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Hu, Zhuozhao, Yuan, Kaishen, Liu, Xin, Yu, Zitong, Zong, Yuan, Shi, Jingang, Yue, Huanjing, Yang, Jingyu
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

EMO-LLaMA: Enhancing Facial Emotion Understanding with Instruction Tuning
by: Xing, Bohao, et al.
Published: (2024)

AUFormer: Vision Transformers are Parameter-Efficient Facial Action Unit Detectors
by: Yuan, Kaishen, et al.
Published: (2024)

From Recognition to Prediction: Leveraging Sequence Reasoning for Action Anticipation
by: Liu, Xin, et al.
Published: (2024)

AULLM++: Structural Reasoning with Large Language Models for Micro-Expression Recognition
by: Liu, Zhishu, et al.
Published: (2026)

AU-TTT: Vision Test-Time Training model for Facial Action Unit Detection
by: Xing, Bohao, et al.
Published: (2025)

Distribution-Specific Learning for Joint Salient and Camouflaged Object Detection
by: Hao, Chao, et al.
Published: (2025)

A Simple yet Effective Network based on Vision Transformer for Camouflaged Object and Salient Object Detection
by: Hao, Chao, et al.
Published: (2024)

Adversarial Robustness in RGB-Skeleton Action Recognition: Leveraging Attention Modality Reweighter
by: Liu, Chao, et al.
Published: (2024)

CoEmoGen: Towards Semantically-Coherent and Scalable Emotional Image Content Generation
by: Yuan, Kaishen, et al.
Published: (2025)

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model
by: Zhang, Yuting, et al.
Published: (2025)

Facial-R1: Aligning Reasoning and Recognition for Facial Emotion Analysis
by: Wu, Jiulong, et al.
Published: (2025)

Zero-Shot Video Restoration and Enhancement Using Pre-Trained Image Diffusion Model
by: Cao, Cong, et al.
Published: (2024)

EALD-MLLM: Emotion Analysis in Long-sequential and De-identity videos with Multi-modal Large Language Model
by: Li, Deng, et al.
Published: (2024)

Learning Transferable Facial Emotion Representations from Large-Scale Semantically Rich Captions
by: Sun, Licai, et al.
Published: (2025)

FSBench: A Figure Skating Benchmark for Advancing Artistic Sports Understanding
by: Gao, Rong, et al.
Published: (2025)

$Δ$VLA: Prior-Guided Vision-Language-Action Models via World Knowledge Variation
by: Zhu, Yijie, et al.
Published: (2026)

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models
by: Xing, Bohao, et al.
Published: (2025)

AU-LLM: Micro-Expression Action Unit Detection via Enhanced LLM-Based Feature Fusion
by: Liu, Zhishu, et al.
Published: (2025)

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark
by: Hu, Jinpeng, et al.
Published: (2025)

DSDNet: Raw Domain Demoiréing via Dual Color-Space Synergy
by: Yang, Qirui, et al.
Published: (2025)

Navigating the Emotion Tree: Hierarchical Hyperbolic RAG for Multimodal Emotion Recognition
by: Wang, Zeheng, et al.
Published: (2026)

Zero-Shot Video Restoration and Enhancement with Assistance of Video Diffusion Models
by: Cao, Cong, et al.
Published: (2026)

KeDuSR: Real-World Dual-Lens Super-Resolution via Kernel-Free Matching
by: Yue, Huanjing, et al.
Published: (2023)

F2HDR: Two-Stage HDR Video Reconstruction via Flow Adapter and Physical Motion Modeling
by: Yue, Huanjing, et al.
Published: (2026)

RViDeformer: Efficient Raw Video Denoising Transformer with a Larger Benchmark Dataset
by: Yue, Huanjing, et al.
Published: (2023)

MedTVT-R1: A Multimodal LLM Empowering Medical Reasoning and Diagnosis
by: Zhang, Yuting, et al.
Published: (2025)

Benchmarking and Bridging Emotion Conflicts for Multimodal Emotion Reasoning
by: Han, Zhiyuan, et al.
Published: (2025)

AffectAgent: Collaborative Multi-Agent Reasoning for Retrieval-Augmented Multimodal Emotion Recognition
by: Wang, Zeheng, et al.
Published: (2026)

DEEMO: De-identity Multimodal Emotion Recognition and Reasoning
by: Li, Deng, et al.
Published: (2025)

Attribute-Grounded Selective Reasoning for Artwork Emotion Understanding with Multimodal Large Language Models
by: Zhang, Cheng, et al.
Published: (2026)

Complementarity-Supervised Spectral-Band Routing for Multimodal Emotion Recognition
by: Huang, Zhexian, et al.
Published: (2026)

EMO-R3: Reflective Reinforcement Learning for Emotional Reasoning in Multimodal Large Language Models
by: Fang, Yiyang, et al.
Published: (2026)

EmoLLM: Multimodal Emotional Understanding Meets Large Language Models
by: Yang, Qu, et al.
Published: (2024)

DeeDSR: Towards Real-World Image Super-Resolution via Degradation-Aware Stable Diffusion
by: Bi, Chunyang, et al.
Published: (2024)

RISAM: Referring Image Segmentation via Mutual-Aware Attention Features
by: Zhang, Mengxi, et al.
Published: (2023)

A Survey on Facial Expression Recognition of Static and Dynamic Emotions
by: Wang, Yan, et al.
Published: (2024)

MEDTalk: Multimodal Controlled 3D Facial Animation with Dynamic Emotions by Disentangled Embedding
by: Liu, Chang, et al.
Published: (2025)

TiCAL:Typicality-Based Consistency-Aware Learning for Multimodal Emotion Recognition
by: Yin, Wen, et al.
Published: (2025)

MME-Emotion: A Holistic Evaluation Benchmark for Emotional Intelligence in Multimodal Large Language Models
by: Zhang, Fan, et al.
Published: (2025)

An Empirical Analysis on Spatial Reasoning Capabilities of Large Multimodal Models
by: Shiri, Fatemeh, et al.
Published: (2024)