UM-Text: A Unified Multimodal Model for Image Understanding and Visual Text Editing
Fuente:
arXiv
Saved in:
| Main Authors: | Ma, Lichen, Fu, Xiaolong, Zhou, Gaojing, Guo, Zipeng, Zhu, Ting, Liu, Yichun, Shi, Yu, Li, Jason, Huang, Junshi |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Dynamic-TreeRPO: Breaking the Independent Trajectory Bottleneck with Structured Sampling
by: Fu, Xiaolong, et al.
Published: (2025)
by: Fu, Xiaolong, et al.
Published: (2025)
Fashion130K: An E-commerce Fashion Dataset for Outfit Generation with Unified Multi-modal Condition
by: He, Yu, et al.
Published: (2026)
by: He, Yu, et al.
Published: (2026)
FrequencyBooster: Full-Frequency Modeling for High-Fidelity Pixel Diffusion
by: Ma, Lichen, et al.
Published: (2026)
by: Ma, Lichen, et al.
Published: (2026)
RePainter: Empowering E-commerce Object Removal via Spatial-matting Reinforcement Learning
by: Guo, Zipeng, et al.
Published: (2025)
by: Guo, Zipeng, et al.
Published: (2025)
HyperDiT: Hyper-Connected Transformers for High-Fidelity Pixel-Space Diffusion
by: He, Yu, et al.
Published: (2026)
by: He, Yu, et al.
Published: (2026)
QLIP: Text-Aligned Visual Tokenization Unifies Auto-Regressive Multimodal Understanding and Generation
by: Zhao, Yue, et al.
Published: (2025)
by: Zhao, Yue, et al.
Published: (2025)
SeedEdit: Align Image Re-Generation to Image Editing
by: Shi, Yichun, et al.
Published: (2024)
by: Shi, Yichun, et al.
Published: (2024)
A Survey of Multimodal-Guided Image Editing with Text-to-Image Diffusion Models
by: Shuai, Xincheng, et al.
Published: (2024)
by: Shuai, Xincheng, et al.
Published: (2024)
MULTI: Multimodal Understanding Leaderboard with Text and Images
by: Zhu, Zichen, et al.
Published: (2024)
by: Zhu, Zichen, et al.
Published: (2024)
Meta-TTRL: A Metacognitive Framework for Self-Improving Test-Time Reinforcement Learning in Unified Multimodal Models
by: Tan, Lit Sin, et al.
Published: (2026)
by: Tan, Lit Sin, et al.
Published: (2026)
TextCoT: Zoom In for Enhanced Multimodal Text-Rich Image Understanding
by: Luan, Bozhi, et al.
Published: (2024)
by: Luan, Bozhi, et al.
Published: (2024)
CharGen: High Accurate Character-Level Visual Text Generation Model with MultiModal Encoder
by: Ma, Lichen, et al.
Published: (2024)
by: Ma, Lichen, et al.
Published: (2024)
Multimodal Large Language Models for Text-rich Image Understanding: A Comprehensive Review
by: Fu, Pei, et al.
Published: (2025)
by: Fu, Pei, et al.
Published: (2025)
Training-Free Text-Guided Image Editing with Visual Autoregressive Model
by: Wang, Yufei, et al.
Published: (2025)
by: Wang, Yufei, et al.
Published: (2025)
Rethinking Structure Preservation in Text-Guided Image Editing with Visual Autoregressive Models
by: Xia, Tao, et al.
Published: (2026)
by: Xia, Tao, et al.
Published: (2026)
Unifying Contrastive and Generative Objectives for Visual Understanding and Text-to-Image Generation
by: Li, Chao, et al.
Published: (2026)
by: Li, Chao, et al.
Published: (2026)
Enhancing Multimodal Understanding with CLIP-Based Image-to-Text Transformation
by: Che, Chang, et al.
Published: (2024)
by: Che, Chang, et al.
Published: (2024)
AnyText: Multilingual Visual Text Generation And Editing
by: Tuo, Yuxiang, et al.
Published: (2023)
by: Tuo, Yuxiang, et al.
Published: (2023)
InstructUDrag: Joint Text Instructions and Object Dragging for Interactive Image Editing
by: Yu, Haoran, et al.
Published: (2025)
by: Yu, Haoran, et al.
Published: (2025)
Text to Image Generation and Editing: A Survey
by: Yang, Pengfei, et al.
Published: (2025)
by: Yang, Pengfei, et al.
Published: (2025)
UniVLR: Unifying Text and Vision in Visual Latent Reasoning for Multimodal LLMs
by: Jiang, Houcheng, et al.
Published: (2026)
by: Jiang, Houcheng, et al.
Published: (2026)
Towards Understanding Cross and Self-Attention in Stable Diffusion for Text-Guided Image Editing
by: Liu, Bingyan, et al.
Published: (2024)
by: Liu, Bingyan, et al.
Published: (2024)
AdapEdit: Spatio-Temporal Guided Adaptive Editing Algorithm for Text-Based Continuity-Sensitive Image Editing
by: Ma, Zhiyuan, et al.
Published: (2023)
by: Ma, Zhiyuan, et al.
Published: (2023)
Text-driven Multiplanar Visual Interaction for Semi-supervised Medical Image Segmentation
by: Huang, Kaiwen, et al.
Published: (2025)
by: Huang, Kaiwen, et al.
Published: (2025)
Unified Diffusion-Based Rigid and Non-Rigid Editing with Text and Image Guidance
by: Wang, Jiacheng, et al.
Published: (2024)
by: Wang, Jiacheng, et al.
Published: (2024)
Accelerating Text-to-Image Editing via Cache-Enabled Sparse Diffusion Inference
by: Yu, Zihao, et al.
Published: (2023)
by: Yu, Zihao, et al.
Published: (2023)
Affective Image Editing: Shaping Emotional Factors via Text Descriptions
by: Zhang, Peixuan, et al.
Published: (2025)
by: Zhang, Peixuan, et al.
Published: (2025)
AnyText2: Visual Text Generation and Editing With Customizable Attributes
by: Tuo, Yuxiang, et al.
Published: (2024)
by: Tuo, Yuxiang, et al.
Published: (2024)
TextSculptor: Training and Benchmarking Scene Text Editing
by: Lin, Yiheng, et al.
Published: (2026)
by: Lin, Yiheng, et al.
Published: (2026)
Plot'n Polish: Zero-shot Story Visualization and Disentangled Editing with Text-to-Image Diffusion Models
by: Akdemir, Kiymet, et al.
Published: (2025)
by: Akdemir, Kiymet, et al.
Published: (2025)
Dual Diffusion for Unified Image Generation and Understanding
by: Li, Zijie, et al.
Published: (2024)
by: Li, Zijie, et al.
Published: (2024)
I2E: From Image Pixels to Actionable Interactive Environments for Text-Guided Image Editing
by: Yu, Jinghan, et al.
Published: (2026)
by: Yu, Jinghan, et al.
Published: (2026)
UTDesign: A Unified Framework for Stylized Text Editing and Generation in Graphic Design Images
by: Zhao, Yiming, et al.
Published: (2025)
by: Zhao, Yiming, et al.
Published: (2025)
Safety of Multimodal Large Language Models on Images and Texts
by: Liu, Xin, et al.
Published: (2024)
by: Liu, Xin, et al.
Published: (2024)
TextMastero: Mastering High-Quality Scene Text Editing in Diverse Languages and Styles
by: Wang, Tong, et al.
Published: (2024)
by: Wang, Tong, et al.
Published: (2024)
Forgedit: Text Guided Image Editing via Learning and Forgetting
by: Zhang, Shiwen, et al.
Published: (2023)
by: Zhang, Shiwen, et al.
Published: (2023)
InternVL-U: Democratizing Unified Multimodal Models for Understanding, Reasoning, Generation and Editing
by: Tian, Changyao, et al.
Published: (2026)
by: Tian, Changyao, et al.
Published: (2026)
Text-Guided Multimodal Unified Industrial Anomaly Detection
by: Li, Zewen, et al.
Published: (2026)
by: Li, Zewen, et al.
Published: (2026)
TextCtrl: Diffusion-based Scene Text Editing with Prior Guidance Control
by: Zeng, Weichao, et al.
Published: (2024)
by: Zeng, Weichao, et al.
Published: (2024)
LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration
by: Zhang, Gaojing, et al.
Published: (2024)
by: Zhang, Gaojing, et al.
Published: (2024)
Similar Items
-
Dynamic-TreeRPO: Breaking the Independent Trajectory Bottleneck with Structured Sampling
by: Fu, Xiaolong, et al.
Published: (2025) -
Fashion130K: An E-commerce Fashion Dataset for Outfit Generation with Unified Multi-modal Condition
by: He, Yu, et al.
Published: (2026) -
FrequencyBooster: Full-Frequency Modeling for High-Fidelity Pixel Diffusion
by: Ma, Lichen, et al.
Published: (2026) -
RePainter: Empowering E-commerce Object Removal via Spatial-matting Reinforcement Learning
by: Guo, Zipeng, et al.
Published: (2025) -
HyperDiT: Hyper-Connected Transformers for High-Fidelity Pixel-Space Diffusion
by: He, Yu, et al.
Published: (2026)