Cover Image

InsightTok: Improving Text and Face Fidelity in Discrete Tokenization for Autoregressive Image Generation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Yue, Yang, Wei, Fangyun, He, Tianyu, Zhao, Jinjing, Ni, Zanlin, Liu, Zeyu, Guo, Jiayi, Shi, Lei, Dong, Yue, Chen, Li, Li, Ji, Huang, Gao, Chen, Dong
Format:	Preprint
Published:	2026
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

CODA: Repurposing Continuous VAEs for Discrete Tokenization
by: Liu, Zeyu, et al.
Published: (2025)

WeTok: Powerful Discrete Tokenization for High-Fidelity Visual Reconstruction
by: Zhuang, Shaobin, et al.
Published: (2025)

Fast Autoregressive Models for Continuous Latent Generation
by: Hang, Tiankai, et al.
Published: (2025)

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

Revisiting Non-Autoregressive Transformers for Efficient Image Synthesis
by: Ni, Zanlin, et al.
Published: (2024)

ENAT: Rethinking Spatial-temporal Interactions in Token-based Image Synthesis
by: Ni, Zanlin, et al.
Published: (2024)

Selftok: Discrete Visual Tokens of Autoregression, by Diffusion, and for Reasoning
by: Wang, Bohan, et al.
Published: (2025)

Lens: Rethinking Training Efficiency for Foundational Text-to-Image Models
by: Chen, Dong, et al.
Published: (2026)

Fidelity-Preserving Quantum Encoding for Quantum Neural Networks
by: Lu, Yuhu, et al.
Published: (2025)

TokSing: Singing Voice Synthesis based on Discrete Tokens
by: Wu, Yuning, et al.
Published: (2024)

HieraTok: Multi-Scale Visual Tokenizer Improves Image Reconstruction and Generation
by: Chen, Cong, et al.
Published: (2025)

Co-GRPO: Co-Optimized Group Relative Policy Optimization for Masked Diffusion Model
by: Zhou, Renping, et al.
Published: (2025)

Scaling the Codebook Size of VQGAN to 100,000 with a Utilization Rate of 99%
by: Zhu, Lei, et al.
Published: (2024)

Steering Visual Generation in Unified Multimodal Models with Understanding Supervision
by: Liu, Zeyu, et al.
Published: (2026)

SweetTok: Semantic-Aware Spatial-Temporal Tokenizer for Compact Video Discretization
by: Tan, Zhentao, et al.
Published: (2024)

AdaNAT: Exploring Adaptive Policy for Token-Based Image Generation
by: Ni, Zanlin, et al.
Published: (2024)

FlowTok: Flowing Seamlessly Across Text and Image Tokens
by: He, Ju, et al.
Published: (2025)

FACE: A Face-based Autoregressive Representation for High-Fidelity and Efficient Mesh Generation
by: Wang, Hanxiao, et al.
Published: (2026)

High Fidelity Text-to-Speech Via Discrete Tokens Using Token Transducer and Group Masked Language Model
by: Lee, Joun Yeop, et al.
Published: (2024)

VidTok: A Versatile and Open-Source Video Tokenizer
by: Tang, Anni, et al.
Published: (2024)

InfoTok: Adaptive Discrete Video Tokenizer via Information-Theoretic Compression
by: Ye, Haotian, et al.
Published: (2025)

Latent Posterior-Mean Rectified Flow for Higher-Fidelity Perceptual Face Restoration
by: Luo, Xin, et al.
Published: (2025)

Improving DF-Conformer Using Hydra For High-Fidelity Generative Speech Enhancement on Discrete Codec Token
by: Seki, Shogo, et al.
Published: (2025)

TokenUnify: Scaling Up Autoregressive Pretraining for Neuron Segmentation
by: Chen, Yinda, et al.
Published: (2024)

Beyond Text: Frozen Large Language Models in Visual Signal Comprehension
by: Zhu, Lei, et al.
Published: (2024)

Fluid: Scaling Autoregressive Text-to-image Generative Models with Continuous Tokens
by: Fan, Lijie, et al.
Published: (2024)

HiFi-Mesh: High-Fidelity Efficient 3D Mesh Generation via Compact Autoregressive Dependence
by: Li, Yanfeng, et al.
Published: (2026)

Token Painter: Training-Free Text-Guided Image Inpainting via Mask Autoregressive Models
by: Jiang, Longtao, et al.
Published: (2025)

GigaTok: Scaling Visual Tokenizers to 3 Billion Parameters for Autoregressive Image Generation
by: Xiong, Tianwei, et al.
Published: (2025)

HiTokSR: A Coarse-to-Fine Tokenizer with Hierarchical Codebooks for High-Fidelity Real-World Image Super-Resolution
by: Li, Mingxi
Published: (2026)

QuickMerge++: Fast Token Merging with Autoregressive Prior
by: Liu, Dong, et al.
Published: (2025)

The Flexibility Trap: Why Arbitrary Order Limits Reasoning Potential in Diffusion Language Models
by: Ni, Zanlin, et al.
Published: (2026)

Improving Long-Text Alignment for Text-to-Image Diffusion Models
by: Liu, Luping, et al.
Published: (2024)

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

Geo2SigMap: High-Fidelity RF Signal Mapping Using Geographic Databases
by: Li, Yiming, et al.
Published: (2023)

Adversarial Attacks on Parts of Speech: An Empirical Study in Text-to-Image Generation
by: Shahariar, G M, et al.
Published: (2024)

Revolutionizing Text-to-Image Retrieval as Autoregressive Token-to-Voken Generation
by: Li, Yongqi, et al.
Published: (2024)

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

MacTok: Robust Continuous Tokenization for Image Generation
by: Zeng, Hengyu, et al.
Published: (2026)

Bridging Continuous and Discrete Tokens for Autoregressive Visual Generation
by: Wang, Yuqing, et al.
Published: (2025)