Cover Image

LLM4GEN: Leveraging Semantic Representation of LLMs for Text-to-Image Generation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Liu, Mushui, Ma, Yuhang, Zhen, Yang, Dan, Jun, Yu, Yunlong, Zhao, Zeng, Hu, Zhipeng, Liu, Bai, Fan, Changjie
Format:	Preprint
Published:	2024
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

CM-UNet: Hybrid CNN-Mamba UNet for Remote Sensing Image Semantic Segmentation
by: Liu, Mushui, et al.
Published: (2024)

DCoAR: Deep Concept Injection into Unified Autoregressive Models for Personalized Text-to-Image Generation
by: Wu, Fangtai, et al.
Published: (2025)

DyST-XL: Dynamic Layout Planning and Content Control for Compositional Text-to-Video Generation
by: He, Weijie, et al.
Published: (2025)

Hybrid Mask Generation for Infrared Small Target Detection with Single-Point Supervision
by: He, Weijie, et al.
Published: (2024)

Storynizor: Consistent Story Generation via Inter-Frame Synchronized and Shuffled ID Injection
by: Ma, Yuhang, et al.
Published: (2024)

OmniCLIP: Adapting CLIP for Video Recognition with Spatial-Temporal Omni-Scale Feature Learning
by: Liu, Mushui, et al.
Published: (2024)

Fully Fine-tuned CLIP Models are Efficient Few-Shot Learners
by: Liu, Mushui, et al.
Published: (2024)

Character-Adapter: Prompt-Guided Region Control for High-Fidelity Character Customization
by: Ma, Yuhang, et al.
Published: (2024)

BlobGEN-Vid: Compositional Text-to-Video Generation with Blob Video Representations
by: Feng, Weixi, et al.
Published: (2025)

Frame Order Matters: A Temporal Sequence-Aware Model for Few-Shot Action Recognition
by: Li, Bozheng, et al.
Published: (2024)

TalkCLIP: Talking Head Generation with Text-Guided Expressive Speaking Styles
by: Ma, Yifeng, et al.
Published: (2023)

Fine-Grained Guidance for Retrievers: Leveraging LLMs' Feedback in Retrieval-Augmented Generation
by: Liu, Yuhang, et al.
Published: (2024)

StdGEN: Semantic-Decomposed 3D Character Generation from Single Images
by: He, Yuze, et al.
Published: (2024)

LTGC: Long-tail Recognition via Leveraging LLMs-driven Generated Content
by: Zhao, Qihao, et al.
Published: (2024)

Towards a Simultaneous and Granular Identity-Expression Control in Personalized Face Generation
by: Liu, Renshuai, et al.
Published: (2024)

Reproducibility Study of "ITI-GEN: Inclusive Text-to-Image Generation"
by: Fernández, Daniel Gallo, et al.
Published: (2024)

TiP4GEN: Text to Immersive Panorama 4D Scene Generation
by: Xing, Ke, et al.
Published: (2025)

PromptEcho: Annotation-Free Reward from Vision-Language Models for Text-to-Image Reinforcement Learning
by: Liu, Jinlong, et al.
Published: (2026)

DriveGEN: Generalized and Robust 3D Detection in Driving via Controllable Text-to-Image Diffusion Generation
by: Lin, Hongbin, et al.
Published: (2025)

StdGEN++: A Comprehensive System for Semantic-Decomposed 3D Character Generation
by: He, Yuze, et al.
Published: (2026)

Text-IF: Leveraging Semantic Text Guidance for Degradation-Aware and Interactive Image Fusion
by: Yi, Xunpeng, et al.
Published: (2024)

GameUIAgent: An LLM-Powered Framework for Automated Game UI Design with Structured Intermediate Representation
by: Zeng, Wei, et al.
Published: (2026)

Envisioning Class Entity Reasoning by Large Language Models for Few-shot Learning
by: Liu, Mushui, et al.
Published: (2024)

Text-IRSTD: Leveraging Semantic Text to Promote Infrared Small Target Detection in Complex Scenes
by: Huang, Feng, et al.
Published: (2025)

EfficientDreamer: High-Fidelity and Robust 3D Creation via Orthogonal-view Diffusion Prior
by: Hu, Zhipeng, et al.
Published: (2023)

Learning Interpretable Representations Leads to Semantically Faithful EEG-to-Text Generation
by: Liu, Xiaozhao, et al.
Published: (2025)

Game Generation via Large Language Models
by: Hu, Chengpeng, et al.
Published: (2024)

Dual-Stream Diffusion Net for Text-to-Video Generation
by: Liu, Binhui, et al.
Published: (2023)

Leveraging Explainable AI for LLM Text Attribution: Differentiating Human-Written and Multiple LLMs-Generated Text
by: Najjar, Ayat, et al.
Published: (2025)

Text-guided Image Restoration and Semantic Enhancement for Text-to-Image Person Retrieval
by: Liu, Delong, et al.
Published: (2023)

Both Semantics and Reconstruction Matter: Making Representation Encoders Ready for Text-to-Image Generation and Editing
by: Zhang, Shilong, et al.
Published: (2025)

GEN3D: Generating Domain-Free 3D Scenes from a Single Image
by: Zhang, Yuxin, et al.
Published: (2025)

Compositional Text-to-Image Generation with Dense Blob Representations
by: Nie, Weili, et al.
Published: (2024)

A General-Purpose Device for Interaction with LLMs
by: Xu, Jiajun, et al.
Published: (2024)

Semantics Disentanglement and Composition for Universal Image Coding with Efficiently LLM Reasoning and Generative Diffusion
by: Liu, Jinming, et al.
Published: (2024)

Rep2Text: Decoding Full Text from a Single LLM Token Representation
by: Zhao, Haiyan, et al.
Published: (2025)

Understanding and Leveraging the Expert Specialization of Context Faithfulness in Mixture-of-Experts LLMs
by: Bai, Jun, et al.
Published: (2025)

ICE: Interactive 3D Game Character Editing via Dialogue
by: Wu, Haoqian, et al.
Published: (2024)

Annotation-Free Curb Detection Leveraging Altitude Difference Image
by: Ma, Fulong, et al.
Published: (2024)

Modification and Generated-Text Detection: Achieving Dual Detection Capabilities for the Outputs of LLM by Watermark
by: Cai, Yuhang, et al.
Published: (2025)