Cover Image

UniFork: Exploring Modality Alignment for Unified Multimodal Understanding and Generation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Li, Teng, Lu, Quanfeng, Zhao, Lirui, Li, Hao, Zhu, Xizhou, Qiao, Yu, Zhang, Jun, Shao, Wenqi
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

MMIU: Multimodal Multi-image Understanding for Evaluating Large Vision-Language Models
by: Meng, Fanqing, et al.
Published: (2024)

UniEval: Unified Holistic Evaluation for Unified Multimodal Understanding and Generation
by: Li, Yi, et al.
Published: (2025)

ChartAssisstant: A Universal Chart Multimodal Language Model via Chart-to-Table Pre-training and Multitask Instruction Tuning
by: Meng, Fanqing, et al.
Published: (2024)

UniAlignment: Semantic Alignment for Unified Image Generation, Understanding, Manipulation and Perception
by: Song, Xinyang, et al.
Published: (2025)

UniLiP: Adapting CLIP for Unified Multimodal Understanding, Generation and Editing
by: Tang, Hao, et al.
Published: (2025)

Uni-X: Mitigating Modality Conflict with a Two-End-Separated Architecture for Unified Multimodal Models
by: Hao, Jitai, et al.
Published: (2025)

OpenUni: A Simple Baseline for Unified Multimodal Understanding and Generation
by: Wu, Size, et al.
Published: (2025)

UniEmo: Unifying Emotional Understanding and Generation with Learnable Expert Queries
by: Zhu, Yijie, et al.
Published: (2025)

UniModel: A Visual-Only Framework for Unified Multimodal Understanding and Generation
by: Zhang, Chi, et al.
Published: (2025)

OmniMedVQA: A New Large-Scale Comprehensive Evaluation Benchmark for Medical LVLM
by: Hu, Yutao, et al.
Published: (2024)

UniSVG: A Unified Dataset for Vector Graphic Understanding and Generation with Multimodal Large Language Models
by: Li, Jinke, et al.
Published: (2025)

UniAVGen: Unified Audio and Video Generation with Asymmetric Cross-Modal Interactions
by: Zhang, Guozhen, et al.
Published: (2025)

Uni-ViGU: Towards Unified Video Generation and Understanding via A Diffusion-Based Video Generator
by: Qin, Luozheng, et al.
Published: (2026)

UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding
by: Xu, Chenkai, et al.
Published: (2025)

UniCode$^2$: Cascaded Large-scale Codebooks for Unified Multimodal Understanding and Generation
by: Chen, Yanzhe, et al.
Published: (2025)

Parameter-Inverted Image Pyramid Networks for Visual Perception and Multimodal Understanding
by: Wang, Zhaokai, et al.
Published: (2025)

Towards World Simulator: Crafting Physical Commonsense-Based Benchmark for Video Generation
by: Meng, Fanqing, et al.
Published: (2024)

UniGen: Enhanced Training & Test-Time Strategies for Unified Multimodal Understanding and Generation
by: Tian, Rui, et al.
Published: (2025)

MIAR: Modality Interaction and Alignment Representation Fuison for Multimodal Emotion
by: Zhu, Jichao, et al.
Published: (2026)

UniToken: Harmonizing Multimodal Understanding and Generation through Unified Visual Encoding
by: Jiao, Yang, et al.
Published: (2025)

UniMesh: Unifying 3D Mesh Understanding and Generation
by: Huang, Peng, et al.
Published: (2026)

LLaDA2.0-Uni: Unifying Multimodal Understanding and Generation with Diffusion Large Language Model
by: AI, Inclusion, et al.
Published: (2026)

MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning
by: Meng, Fanqing, et al.
Published: (2025)

UniUGP: Unifying Understanding, Generation, and Planing For End-to-end Autonomous Driving
by: Lu, Hao, et al.
Published: (2025)

Uni-Sign: Toward Unified Sign Language Understanding at Scale
by: Li, Zecheng, et al.
Published: (2025)

Unified Reward Model for Multimodal Understanding and Generation
by: Wang, Yibin, et al.
Published: (2025)

Skywork UniPic: Unified Autoregressive Modeling for Visual Understanding and Generation
by: Wang, Peiyu, et al.
Published: (2025)

SynerGen-VL: Towards Synergistic Image Understanding and Generation with Vision Experts and Token Folding
by: Li, Hao, et al.
Published: (2024)

UniCompress: Token Compression for Unified Vision-Language Understanding and Generation
by: Wang, Ziyao, et al.
Published: (2026)

UniVidX: A Unified Multimodal Framework for Versatile Video Generation via Diffusion Priors
by: Chen, Houyuan, et al.
Published: (2026)

UniGame: Turning a Unified Multimodal Model Into Its Own Adversary
by: Su, Zhaolong, et al.
Published: (2025)

UniMRSeg: Unified Modality-Relax Segmentation via Hierarchical Self-Supervised Compensation
by: Zhao, Xiaoqi, et al.
Published: (2025)

UniAPO: Unified Multimodal Automated Prompt Optimization
by: Zhu, Qipeng, et al.
Published: (2025)

MoE3D: Mixture of Experts meets Multi-Modal 3D Understanding
by: Li, Yu, et al.
Published: (2025)

Uni-RS: A Spatially Faithful Unified Understanding and Generation Model for Remote Sensing
by: Zhang, Weiyu, et al.
Published: (2026)

UniCTokens: Boosting Personalized Understanding and Generation via Unified Concept Tokens
by: An, Ruichuan, et al.
Published: (2025)

UniM: A Unified Any-to-Any Interleaved Multimodal Benchmark
by: Li, Yanlin, et al.
Published: (2026)

UniX: Unifying Autoregression and Diffusion for Chest X-Ray Understanding and Generation
by: Zhang, Ruiheng, et al.
Published: (2026)

UniUGG: Unified 3D Understanding and Generation via Geometric-Semantic Encoding
by: Xu, Yueming, et al.
Published: (2025)

UniPercept: Towards Unified Perceptual-Level Image Understanding across Aesthetics, Quality, Structure, and Texture
by: Cao, Shuo, et al.
Published: (2025)