Title
Toward Diffusible High-Dimensional Latent Spaces: A Frequency Perspective Bolin Lai Xudong Wang Saketh Rambhatla James M. Rehg Zsolt Kira Rohit Girdhar Ishan Misra DiffM 84 0 0 27 Nov 2025
Decoupling Complexity from Scale in Latent Diffusion Model Tianxiong Zhong Xingye Tian X. Wang Boyuan Jiang Xin Tao Pengfei Wan DiffM 316 0 0 20 Nov 2025
VAEVQ: Enhancing Discrete Visual Tokenization through Variational Modeling Sicheng Yang Xing Hu Qiang Wu Dawei Yang 173 0 0 10 Nov 2025
VALA: Learning Latent Anchors for Training-Free and Temporally Consistent Zhangkai Wu Xuhui Fan Zhongyuan Xie Kaize Shi Longbing Cao DiffM VGen 108 0 0 27 Oct 2025
UniFlow: A Unified Pixel Flow Tokenizer for Visual Understanding and Generation Zhengrong Yue H. Zhang Xiangyu Zeng Boyu Chen Chenting Wang ... Lu Dong Kunpeng Du Yi Wang Limin Wang Yali Wang 172 7 0 12 Oct 2025
SSDD: Single-Step Diffusion Decoder for Efficient Image Tokenization Théophane Vallaeys Jakob Verbeek Matthieu Cord DiffM 222 3 0 06 Oct 2025
DC-Gen: Post-Training Diffusion Acceleration with Deeply Compressed Latent Space Wenkun He Yuchao Gu Junyu Chen Dongyun Zou Yujun Lin ... Jincheng Yu Junsong Chen Enze Xie Song Han Han Cai 209 2 0 29 Sep 2025
AToken: A Unified Tokenizer for Vision Jiasen Lu Liangchen Song Mingze Xu Byeongjoo Ahn Yanjun Wang Chen Chen Afshin Dehghan Yinfei Yang ViT 216 7 0 17 Sep 2025
GPSToken: Gaussian Parameterized Spatially-adaptive Tokenization for Image Representation and Generation Zhengqiang Zhang Rongyuan Wu Lingchen Sun Lei Zhang 257 2 0 01 Sep 2025
DC-AE 1.5: Accelerating Diffusion Model Convergence with Structured Latent Space Junyu Chen Dongyun Zou Wenkun He Junsong Chen Enze Xie Song Han Han Cai 160 15 0 01 Aug 2025
Latent Denoising Makes Good Visual Tokenizers Jiawei Yang Tianhong Li Lijie Fan Yonglong Tian Yue Wang 157 13 0 21 Jul 2025
Rethinking Discrete Tokens: Treating Them as Conditions for Continuous Autoregressive Image Synthesis Peng Zheng Junke Wang Y. Chang Yizhou Yu Rui Ma Zuxuan Wu 291 3 0 02 Jul 2025
VFRTok: Variable Frame Rates Video Tokenizer with Duration-Proportional Information Assumption Tianxiong Zhong Xingye Tian Boyuan Jiang Xuebo Wang Xin Tao Pengfei Wan Zhiwei Zhang 269 2 0 17 May 2025
GigaTok: Scaling Visual Tokenizers to 3 Billion Parameters for Autoregressive Image Generation Tianwei Xiong Jun Hao Liew Zilong Huang Jiashi Feng Xihui Liu 332 19 0 11 Apr 2025
Dual Codebook VQ: Enhanced Image Reconstruction with Reduced Codebook Size Parisa Boodaghi Malidarreh Jillur Rahman Saurav T. Pham Amir Hajighasemi Anahita Samadi Saurabh Shrinivas Maydeo M. Nasr Jacob M. Luber 219 0 0 13 Mar 2025
Robust Latent Matters: Boosting Image Generation with Sampling Error Synthesis Kai Qiu Xianrui Li Jason Kuen Zeyang Zhang Xiaohao Xu Jiuxiang Gu Yinyi Luo Bhiksha Raj Zhe Lin Marios Savvides 487 6 0 11 Mar 2025
Next Patch Prediction for Autoregressive Visual Generation Yatian Pang Peng Jin Shuo Yang Bin Lin Bin Zhu ... Liuhan Chen Francis E. H. Tay Ser-Nam Lim Harry Yang Li Yuan 563 20 0 19 Dec 2024
XQ-GAN: An Open-source Image Tokenization Framework for Autoregressive Generation Xianrui Li Kai Qiu Zeyang Zhang Jason Kuen Jiuxiang Gu Jiadong Wang Zhe Lin Bhiksha Raj VLM 405 12 0 02 Dec 2024
Addressing Representation Collapse in Vector Quantized Models with One Linear Layer Yongxin Zhu Bing Li Yifei Xin Zhihua Xia Linli Xu 461 40 0 04 Nov 2024
Randomized Autoregressive Visual Generation Qihang Yu Ju He XueQing Deng Xiaohui Shen Liang-Chieh Chen VGen DiffM 306 83 1 01 Nov 2024
WorldSimBench: Towards Video Generation Models as World Simulators Yiran Qin Zhelun Shi Jiwen Yu Xijun Wang Enshen Zhou ... Lu Sheng Jing Shao Junlin Wu Wanli Ouyang Ruimao Zhang EGVM VGen 500 779 0 23 Oct 2024
Fluid: Scaling Autoregressive Text-to-image Generative Models with Continuous TokensInternational Conference on Learning Representations (ICLR), 2024 Lijie Fan Tianhong Li Siyang Qin Yuanzhen Li Chen Sun Michael Rubinstein Deqing Sun Kaiming He Yonglong Tian VLM DiffM 303 109 0 17 Oct 2024
Customize Your Visual Autoregressive Recipe with Set Autoregressive Modeling Wenze Liu Le Zhuo Yi Xin Sheng Xia Peng Gao Xiangyu Yue 207 16 0 14 Oct 2024
Representation Alignment for Generation: Training Diffusion Transformers Is Easier Than You ThinkInternational Conference on Learning Representations (ICLR), 2024 Sihyun Yu Sangkyung Kwak Huiwon Jang Jongheon Jeong Jonathan Huang Jinwoo Shin Saining Xie OCL 658 276 0 09 Oct 2024
Restructuring Vector Quantization with the Rotation TrickInternational Conference on Learning Representations (ICLR), 2024 Christopher Fifty Ronald G. Junkins Dennis Duan Aniketh Iger Jerry W. Liu Ehsan Amid Sebastian Thrun Christopher Ré LLMSV 448 33 0 08 Oct 2024
ImageFolder: Autoregressive Image Generation with Folded TokensInternational Conference on Learning Representations (ICLR), 2024 Xiang Li Kai Qiu Hao Chen Jason Kuen Jiuxiang Gu Bhiksha Raj Zhe Lin VLM 266 57 0 02 Oct 2024
Emu3: Next-Token Prediction is All You Need Xinlong Wang Xiaosong Zhang Zhengxiong Luo Quan-Sen Sun Yufeng Cui ... Xi Yang Jingjing Liu Yonghua Lin Tiejun Huang Zhongyuan Wang MLLM 262 459 0 27 Sep 2024
MaskBit: Embedding-free Image Generation via Bit Tokens Mark Weber Lijun Yu Qihang Yu XueQing Deng Xiaohui Shen Daniel Cremers Liang-Chieh Chen DiffM 198 70 0 24 Sep 2024
Open-MAGVIT2: An Open-Source Project Toward Democratizing Auto-regressive Visual Generation Zhuoyan Luo Fengyuan Shi Yixiao Ge Yujiu Yang Limin Wang Ying Shan VLM 558 100 0 06 Sep 2024
Show-o: One Single Transformer to Unify Multimodal Understanding and GenerationInternational Conference on Learning Representations (ICLR), 2024 Jinheng Xie Weijia Mao Zechen Bai David Junhao Zhang Weihao Wang Kevin Qinghong Lin Yuchao Gu Zhijie Chen Zhenheng Yang Mike Zheng Shou 368 428 0 22 Aug 2024
Scalable Autoregressive Image Generation with Mamba Haopeng Li Jinyue Yang Kexin Wang Xuerui Qiu Yuhong Chou Xin Li Guoqi Li Mamba 506 24 0 22 Aug 2024
Transfusion: Predict the Next Token and Diffuse Images with One Multi-Modal Model Chunting Zhou Lili Yu Arun Babu Kushal Tirumala Michihiro Yasunaga Leonid Shamis Jacob Kahn Xuezhe Ma Luke Zettlemoyer Omer Levy DiffM 259 286 0 20 Aug 2024
TokenPacker: Efficient Visual Projector for Multimodal LLM Wentong Li Yuqian Yuan Jian Liu Dongqi Tang Song Wang Jie Qin Jianke Zhu Lei Zhang MLLM 440 119 0 02 Jul 2024
Autoregressive Image Generation without Vector Quantization Tianhong Li Yonglong Tian He Li Mingyang Deng Kaiming He DiffM 428 466 0 17 Jun 2024
Scaling the Codebook Size of VQGAN to 100,000 with a Utilization Rate of 99% Lei Zhu Fangyun Wei Yanye Lu Dong Chen VLM 219 64 0 17 Jun 2024
An Image is Worth 32 Tokens for Reconstruction and Generation Qihang Yu Mark Weber XueQing Deng Xiaohui Shen Daniel Cremers Liang-Chieh Chen VLM ViT 363 182 0 11 Jun 2024
Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation Peize Sun Yi Jiang Shoufa Chen Shilong Zhang Bingyue Peng Ping Luo Zehuan Yuan VLM 489 523 0 10 Jun 2024
Applying Guidance in a Limited Interval Improves Sample and Distribution Quality in Diffusion Models Tuomas Kynkaanniemi M. Aittala Tero Karras S. Laine Timo Aila J. Lehtinen 197 150 0 11 Apr 2024
Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale PredictionNeural Information Processing Systems (NeurIPS), 2024 Keyu Tian Yi Jiang Zehuan Yuan Zehuan Yuan Liwei Wang VGen 395 691 0 03 Apr 2024
Mini-Gemini: Mining the Potential of Multi-modality Vision Language Models Yanwei Li Yuechen Zhang Chengyao Wang Zhisheng Zhong Yixin Chen Ruihang Chu Shaoteng Liu Jiaya Jia VLM MLLM MoE 378 323 0 27 Mar 2024
Rotary Position Embedding for Vision Transformer Byeongho Heo Song Park Dongyoon Han Sangdoo Yun 383 123 0 20 Mar 2024
Codebook Transfer with Part-of-Speech for Vector-Quantized Image ModelingComputer Vision and Pattern Recognition (CVPR), 2024 Baoquan Zhang Huaibin Wang Chuyao Luo Xutao Li Guotao Liang Yunming Ye Xiaochen Qi Yao He 231 13 0 15 Mar 2024
An Image is Worth 1/2 Tokens After Layer 2: Plug-and-Play Inference Acceleration for Large Vision-Language ModelsEuropean Conference on Computer Vision (ECCV), 2024 Liang Chen Haozhe Zhao Tianyu Liu Shuai Bai Junyang Lin Chang Zhou Baobao Chang MLLM VLM 315 318 0 11 Mar 2024
Feast Your Eyes: Mixture-of-Resolution Adaptation for Multimodal Large Language Models Gen Luo Weihao Ye Yuxin Zhang Xiawu Zheng Xiaoshuai Sun Rongrong Ji VLM 218 96 0 05 Mar 2024
Fast Timing-Conditioned Latent Audio Diffusion Zach Evans CJ Carr Josiah Taylor Scott H. Hawley Jordi Pons DiffM 494 191 0 07 Feb 2024
Lumiere: A Space-Time Diffusion Model for Video GenerationACM SIGGRAPH Conference and Exhibition on Computer Graphics and Interactive Techniques in Asia (SIGGRAPH Asia), 2024 Omer Bar-Tal Hila Chefer Omer Tov Charles Herrmann Roni Paiss ... T. Michaeli Oliver Wang Deqing Sun Tali Dekel Inbar Mosseri VGen 365 367 0 23 Jan 2024
SiT: Exploring Flow and Diffusion-based Generative Models with Scalable Interpolant TransformersEuropean Conference on Computer Vision (ECCV), 2024 Nanye Ma Mark Goldstein M. S. Albergo Nicholas M. Boffi Eric Vanden-Eijnden Saining Xie DiffM 364 411 0 16 Jan 2024
GIVT: Generative Infinite-Vocabulary TransformersEuropean Conference on Computer Vision (ECCV), 2023 Michael Tschannen Cian Eastwood Fabian Mentzer 326 62 0 04 Dec 2023
Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets A. Blattmann Tim Dockhorn Sumith Kulal Daniel Mendelevitch Maciej Kilian ... Zion English Vikram S. Voleti Adam Letts Varun Jampani Robin Rombach VGen 901 1,901 0 25 Nov 2023
SPHINX: The Joint Mixing of Weights, Tasks, and Visual Embeddings for Multi-modal Large Language Models Ziyi Lin Chris Liu Renrui Zhang Shiyang Feng Longtian Qiu ... Siyuan Huang Yichi Zhang Xuming He Jiaming Song Yu Qiao MLLM VLM 280 272 0 13 Nov 2023