Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation

10 June 2024

Yi Jiang

Bingyue Peng

Papers citing "Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation"

50 / 76 papers shown

Title
FutureSightDrive: Thinking Visually with Spatio-Temporal CoT for Autonomous Driving Shuang Zeng Xinyuan Chang Mengwei Xie Xinran Liu Yifan Bai Zheng Pan Mu Xu Xing Wei LRM 55 0 0 23 May 2025
Co-Reinforcement Learning for Unified Multimodal Understanding and Generation Jingjing Jiang Chongjie Si Jun Luo Hanwang Zhang Chao Ma 81 0 0 23 May 2025
Video-GPT via Next Clip Diffusion Shaobin Zhuang Zhipeng Huang Ying Zhang Fangyikang Wang Canmiao Fu Binxin Yang Chong Sun Chen Li Yali Wang DiffM VGen 89 0 0 18 May 2025
Ming-Lite-Uni: Advancements in Unified Architecture for Natural Multimodal Interaction Biao Gong Cheng Zou Dandan Zheng Hu Yu Jingdong Chen ... Qingpei Guo Rui Liu Weilong Chai Xinyu Xiao Ziyuan Huang MLLM 105 1 0 05 May 2025
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities Wei Wei Jintao Guo Shanshan Zhao Minghao Fu Lunhao Duan Guo-Hua Wang Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang DiffM 116 0 0 05 May 2025
Nexus-Gen: A Unified Model for Image Understanding, Generation, and Editing Hong Zhang Zhongjie Duan Xingjun Wang Yuze Zhao Weiyi Lu Zhipeng Di Yongjun Xu Yingda Chen Yu Zhang MLLM 117 3 0 30 Apr 2025
Token-Shuffle: Towards High-Resolution Image Generation with Autoregressive Models Xu Ma Peize Sun Haoyu Ma Hao Tang Chih-Yao Ma ... Matt Feiszli Peizhao Zhang Peter Vajda Sam S. Tsai Y. Fu 91 2 0 24 Apr 2025
Harmonizing Visual Representations for Unified Multimodal Understanding and Generation Size Wu Wentao Zhang Lumin Xu Sheng Jin Zhonghua Wu Qingyi Tao Wentao Liu Wei Li Chen Change Loy VGen 315 5 0 27 Mar 2025
MAR-3D: Progressive Masked Auto-regressor for High-Resolution 3D Generation Jinnan Chen Lingting Zhu Zeyu Hu Shengju Qian Yuxiao Chen Xin Wang G. Lee 135 1 0 26 Mar 2025
Cube: A Roblox View of 3D Intelligence Foundation AI Team Roblox Kiran Bhat Nishchaie Khanna Karun Channa Tinghui Zhou ... Kyle Price Steve Han Yiqing Wang A. Singh David Baszucki 77 0 0 19 Mar 2025
Flow to the Mode: Mode-Seeking Diffusion Autoencoders for State-of-the-Art Image Tokenization Kyle Sargent Kyle Hsu Justin Johnson L. Fei-Fei Jiajun Wu DiffM MU 85 6 0 14 Mar 2025
Direction-Aware Diagonal Autoregressive Image Generation Yijia Xu Jianzhong Ju Jian Luan J. Cui 96 0 0 14 Mar 2025
PlanGen: Towards Unified Layout Planning and Image Generation in Auto-Regressive Vision Language Models Runze He Bo Cheng Yuhang Ma Qingxiang Jia Shanyuan Liu Ao Ma Xiaoyu Wu Liebucha Wu Dawei Leng Yuhui Yin DiffM VLM 92 0 0 13 Mar 2025
TAR3D: Creating High-Quality 3D Assets via Next-Part Prediction Xuying Zhang Yutong Liu Yangguang Li Renrui Zhang Yong Liu ... Wanli Ouyang Zhiwei Xiong Peng Gao Qibin Hou Ming-Ming Cheng 143 3 0 13 Mar 2025
FlowTok: Flowing Seamlessly Across Text and Image Tokens Ju He Qihang Yu Qihao Liu Liang-Chieh Chen 78 1 0 13 Mar 2025
Robust Latent Matters: Boosting Image Generation with Sampling Error Synthesis Kai Qiu Xianrui Li Jason Kuen Hong Chen Xiaohao Xu Jiuxiang Gu Yinyi Luo Bhiksha Raj Zhe Lin Marios Savvides 76 1 0 11 Mar 2025
Unleashing the Potential of Large Language Models for Text-to-Image Generation through Autoregressive Representation Alignment Xing Xie Jiawei Liu Ziyue Lin Huijie Fan Zhi Han Yandong Tang Liangqiong Qu 62 0 0 10 Mar 2025
WISE: A World Knowledge-Informed Semantic Evaluation for Text-to-Image Generation Yuwei Niu Munan Ning Mengren Zheng Weiyang Jin Bin Lin ... Jiaqi Liao Chaoran Feng Kunpeng Ning Bin Zhu Li Yuan EGVM 78 22 0 10 Mar 2025
SemHiTok: A Unified Image Tokenizer via Semantic-Guided Hierarchical Codebook for Multimodal Understanding and Generation Zhenpeng Chen Chunwei Wang Xiuwei Chen Hang Xu Jiawei Han Xiandan Liang Jianhua Han Hang Xu Xiaodan Liang VLM 84 1 0 09 Mar 2025
Generative Artificial Intelligence in Robotic Manipulation: A Survey Kun Zhang Peng Yun Jun Cen Junhao Cai DiDi Zhu ... Qifeng Chen Jia Pan Wei Zhang Bo Yang Hua Chen 86 1 0 05 Mar 2025
Teaching Metric Distance to Autoregressive Multimodal Foundational Models Jiwan Chung Saejin Kim Yongrae Jo Jinho Park Dongjun Min Youngjae Yu 120 0 0 04 Mar 2025
Direct Discriminative Optimization: Your Likelihood-Based Visual Generative Model is Secretly a GAN Discriminator Kaiwen Zheng Yongxin Chen Huayu Chen Guande He Xuan Li Jun Zhu Qinsheng Zhang DiffM 62 1 0 03 Mar 2025
Beyond Next-Token: Next-X Prediction for Autoregressive Visual Generation Sucheng Ren Qihang Yu Ju He Xiaohui Shen Alan Yuille Liang-Chieh Chen VGen 106 9 0 27 Feb 2025
LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models Sihwan Park Doohyuk Jang Sungyub Kim Souvik Kundu Eunho Yang 92 0 0 10 Feb 2025
Visual Generation Without Guidance Huayu Chen Kai Jiang Kaiwen Zheng Jianfei Chen Hang Su Jun Zhu 90 1 0 28 Jan 2025
Map Prediction and Generative Entropy for Multi-Agent Exploration Alexander Spinos Bradley Woosley Justin Rokisky Christopher Korpela John G. Rogers III Brian A. Bittner 103 1 0 22 Jan 2025
TabularARGN: A Flexible and Efficient Auto-Regressive Framework for Generating High-Fidelity Synthetic Data P. Tiwald Ivona Krchova Andrey Sidorenko Mariana Vargas-Vieyra Mario Scriminaci Michael Platzer 72 1 0 21 Jan 2025
Democratizing Text-to-Image Masked Generative Models with Compact Text-Aware One-Dimensional Tokens Dongwon Kim Ju He Qihang Yu Chenglin Yang Xiaohui Shen Suha Kwak Liang-Chieh Chen VLM 80 7 0 13 Jan 2025
DrivingWorld: Constructing World Model for Autonomous Driving via Video GPT Xiaotao Hu Wei Yin Mingkai Jia Junyuan Deng Xiaoyang Guo Qian Zhang Xiaoxiao Long Ping Tan VGen 72 12 0 31 Dec 2024
Parallelized Autoregressive Visual Generation Yanjie Wang Shuhuai Ren Zhijie Lin Yujin Han Haoyuan Guo Zhenheng Yang Difan Zou Jiashi Feng Xihui Liu VGen 116 12 0 19 Dec 2024
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 156 10 0 19 Dec 2024
SoftVQ-VAE: Efficient 1-Dimensional Continuous Tokenizer Hong Chen Zihan Wang Xianrui Li Xingwu Sun Fangyi Chen Jiang Liu Jiadong Wang Bhiksha Raj Zicheng Liu Emad Barsoum VLM 136 8 0 14 Dec 2024
Switti: Designing Scale-Wise Transformers for Text-to-Image Synthesis Anton Voronov Denis Kuznedelev Mikhail Khoroshikh Valentin Khrulkov Dmitry Baranchuk 134 2 0 02 Dec 2024
Orthus: Autoregressive Interleaved Image-Text Generation with Modality-Specific Heads Siqi Kou Jiachun Jin Chang Liu Ye Ma Jian Jia Quan Chen Peng Jiang Zhijie Deng Zhijie Deng DiffM VGen VLM 162 9 0 28 Nov 2024
SAR3D: Autoregressive 3D Object Generation and Understanding via Multi-scale 3D VQVAE Yongwei Chen Yushi Lan Shangchen Zhou Tengfei Wang Xingang Pan 134 5 0 25 Nov 2024
PanoLlama: Generating Endless and Coherent Panoramas with Next-Token-Prediction LLMs Teng Zhou Xiaoyu Zhang Yongchuan Tang MLLM DiffM 128 1 0 24 Nov 2024
Bag of Design Choices for Inference of High-Resolution Masked Generative Transformer Shitong Shao Zikai Zhou Tian Ye Lichen Bai Zhiqiang Xu Zeke Xie DiffM 60 0 0 16 Nov 2024
Diffusion Beats Autoregressive: An Evaluation of Compositional Generation in Text-to-Image Models Arash Marioriyad Parham Rezaei M. Baghshah M. Rohban CoGe 340 0 0 30 Oct 2024
BiGR: Harnessing Binary Latent Codes for Image Generation and Improved Visual Representation Capabilities Shaozhe Hao Xuantong Liu Xianbiao Qi Shihao Zhao Bojia Zi Rong Xiao Kai Han Kwan-Yee K. Wong 82 3 0 18 Oct 2024
DART: Denoising Autoregressive Transformer for Scalable Text-to-Image Generation Jiatao Gu Yuyang Wang Yizhe Zhang Qihang Zhang Dinghuai Zhang Navdeep Jaitly Josh Susskind Shuangfei Zhai DiffM 67 14 0 10 Oct 2024
Towards Synergistic, Generalized, and Efficient Dual-System for Robotic Manipulation Qingwen Bu Hongyang Li Li Chen Jisong Cai Jia Zeng Heming Cui Maoqing Yao Yu Qiao 68 5 0 10 Oct 2024
MotionAura: Generating High-Quality and Motion Consistent Videos using Discrete Diffusion Onkar Susladkar Jishu Sen Gupta Chirag Sehgal Sparsh Mittal Rekha Singhal DiffM VGen 49 0 0 10 Oct 2024
Meissonic: Revitalizing Masked Generative Transformers for Efficient High-Resolution Text-to-Image Synthesis Jinbin Bai Tian-Chun Ye Wei Chow Enxin Song Qing-Guo Chen Hefei Ling Zhen Dong Lei Zhu 87 17 0 10 Oct 2024
Loong: Generating Minute-level Long Videos with Autoregressive Language Models Yuqing Wang Tianwei Xiong Daquan Zhou Zhijie Lin Yang Zhao Bingyi Kang Jiashi Feng Xihui Liu VGen 66 26 0 03 Oct 2024
ControlAR: Controllable Image Generation with Autoregressive Models Zongming Li Tianheng Cheng Shoufa Chen Peize Sun Haocheng Shen Longjin Ran Xiaoxin Chen Wenyu Liu Xinggang Wang DiffM 181 17 0 03 Oct 2024
Accelerating Auto-regressive Text-to-Image Generation with Training-free Speculative Jacobi Decoding Yao Teng Han Shi Xian Liu Xuefei Ning Guohao Dai Yu Wang Zhenguo Li Xihui Liu 74 11 0 02 Oct 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 69 54 0 06 Sep 2024
Scalable Autoregressive Image Generation with Mamba Haopeng Li Jinyue Yang Kexin Wang Xuerui Qiu Yuhong Chou Xin Li Guoqi Li Mamba 73 14 0 22 Aug 2024
Lumina-mGPT: Illuminate Flexible Photorealistic Text-to-Image Generation with Multimodal Generative Pretraining Dongyang Liu Shitian Zhao Le Zhuo Weifeng Lin Ping Luo Xinyue Li Qi Qin Yu Qiao Hongsheng Li Peng Gao MLLM 94 54 0 05 Aug 2024
Chameleon: Mixed-Modal Early-Fusion Foundation Models Chameleon Team MLLM 98 290 0 16 May 2024