Cover Image

UniTok: A Unified Tokenizer for Visual Generation and Understanding

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ma, Chuofan, Jiang, Yi, Wu, Junfeng, Yang, Jihan, Yu, Xin, Yuan, Zehuan, Peng, Bingyue, Qi, Xiaojuan
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Groma: Localized Visual Tokenization for Grounding Multimodal Large Language Models
by: Ma, Chuofan, et al.
Published: (2024)

Liquid: Language Models are Scalable and Unified Multi-modal Generators
by: Wu, Junfeng, et al.
Published: (2024)

Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction
by: Tian, Keyu, et al.
Published: (2024)

UniTok-Audio: A Unified Audio Generation Framework via Generative Modeling on Discrete Codec Tokens
by: Liu, Chengwei, et al.
Published: (2025)

Vision Foundation Models as Effective Visual Tokenizers for Autoregressive Image Generation
by: Zheng, Anlin, et al.
Published: (2025)

OmniTokenizer: A Joint Image-Video Tokenizer for Visual Generation
by: Wang, Junke, et al.
Published: (2024)

InfinityStar: Unified Spacetime AutoRegressive Modeling for Visual Generation
by: Liu, Jinlai, et al.
Published: (2025)

Generative Refinement Networks for Visual Synthesis
by: Han, Jian, et al.
Published: (2026)

Vision Foundation Models as Generalist Tokenizers for Image Generation
by: Zheng, Anlin, et al.
Published: (2026)

UniGeo: Taming Video Diffusion for Unified Consistent Geometry Estimation
by: Sun, Yang-Tian, et al.
Published: (2025)

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

Recognize Any Regions
by: Yang, Haosen, et al.
Published: (2023)

TokenFlow: Unified Image Tokenizer for Multimodal Understanding and Generation
by: Qu, Liao, et al.
Published: (2024)

UniFlow: A Unified Pixel Flow Tokenizer for Visual Understanding and Generation
by: Yue, Zhengrong, et al.
Published: (2025)

Learning from Neighbors: Category Extrapolation for Long-Tail Learning
by: Zhao, Shizhen, et al.
Published: (2024)

Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation
by: Sun, Peize, et al.
Published: (2024)

EvoTok: A Unified Image Tokenizer via Residual Latent Evolution for Visual Understanding and Generation
by: Li, Yan, et al.
Published: (2026)

TokBench: Evaluating Your Visual Tokenizer before Visual Generation
by: Wu, Junfeng, et al.
Published: (2025)

Cubic Discrete Diffusion: Discrete Visual Generation on High-Dimensional Representation Tokens
by: Wang, Yuqing, et al.
Published: (2026)

DINO-Tok: Adapting DINO for Visual Tokenizers
by: Jia, Mingkai, et al.
Published: (2025)

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

UniHOI: Unified Human-Object Interaction Understanding via Unified Token Space
by: Yang, Panqi, et al.
Published: (2025)

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

MergeTok: Unified Continuous and Discrete Visual Tokenization via Token Merging
by: Zhang, Luyuan, et al.
Published: (2026)

UniDream: Unifying Diffusion Priors for Relightable Text-to-3D Generation
by: Liu, Zexiang, et al.
Published: (2023)

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

DynTok: Dynamic Compression of Visual Tokens for Efficient and Effective Video Understanding
by: Zhang, Hongzhi, et al.
Published: (2025)

NativeTok: Native Visual Tokenization for Improved Image Generation
by: Wu, Bin, et al.
Published: (2026)

Waver: Wave Your Way to Lifelike Video Generation
by: Zhang, Yifu, et al.
Published: (2025)

Infinity: Scaling Bitwise AutoRegressive Modeling for High-Resolution Image Synthesis
by: Han, Jian, et al.
Published: (2024)

RegionPLC: Regional Point-Language Contrastive Learning for Open-World 3D Scene Understanding
by: Yang, Jihan, et al.
Published: (2023)

UniWeTok: An Unified Binary Tokenizer with Codebook Size $\mathit{2^{128}}$ for Unified Multimodal Large Language Model
by: Zhuang, Shaobin, et al.
Published: (2026)

Ming-UniVision: Joint Image Understanding and Generation with a Unified Continuous Tokenizer
by: Huang, Ziyuan, et al.
Published: (2025)

WinTok: A Win-Win Hybrid Tokenizer via Decomposing Visual Understanding and Generation with Transferable Tokens
by: Guo, Yiwei, et al.
Published: (2026)

UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation
by: Lin, Bin, et al.
Published: (2025)

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

FlashVideo: Flowing Fidelity to Detail for Efficient High-Resolution Video Generation
by: Zhang, Shilong, et al.
Published: (2025)

HumanDiT: Pose-Guided Diffusion Transformer for Long-form Human Motion Video Generation
by: Gan, Qijun, et al.
Published: (2025)

Unified Autoregressive Visual Generation and Understanding with Continuous Tokens
by: Fan, Lijie, et al.
Published: (2025)

ResTok: Learning Hierarchical Residuals in 1D Visual Tokenizers for Autoregressive Image Generation
by: Zhang, Xu, et al.
Published: (2026)