Title
MindOmni: Unleashing Reasoning Generation in Vision Language Models with RGPO Yicheng Xiao Lin Song Yukang Chen Yingmin Luo Y. Chen Yukang Gan Wei Huang Xiu Li Xiaojuan Qi Ying Shan LRM 12 0 0 19 May 2025
Visually Interpretable Subtask Reasoning for Visual Question Answering Yu Cheng A. Goel Hakan Bilen LRM 31 0 0 12 May 2025
TokLIP: Marry Visual Tokens to CLIP for Multimodal Comprehension and Generation Haokun Lin Teng Wang Yixiao Ge Yuying Ge Zhichao Lu Ying Wei Qingfu Zhang Zhenan Sun Ying Shan MLLM VLM 70 0 0 08 May 2025
Flow-GRPO: Training Flow Matching Models via Online RL Jie Liu Gongye Liu Jiajun Liang Yong Li Jiaheng Liu Xinyu Wang Pengfei Wan Di Zhang Wanli Ouyang AI4CE 68 0 0 08 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 79 1 0 05 May 2025
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities Xuzhi Zhang Jintao Guo Shanshan Zhao Minghao Fu Lunhao Duan Guo-Hua Wang Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang DiffM 74 0 0 05 May 2025
Improving Physical Object State Representation in Text-to-Image Generative Systems Tianle Chen Chaitanya Chakka Deepti Ghadiyaram 34 0 0 04 May 2025
Generating Animated Layouts as Structured Text Representations Yeonsang Shin Jihwan Kim Yumin Song Kyungseung Lee Hyunhee Chung Taeyoung Na DiffM VGen 70 0 0 02 May 2025
WorldGenBench: A World-Knowledge-Integrated Benchmark for Reasoning-Driven Text-to-Image Generation D. Zhang Che Jiang Ruoshi Xu Biaoxiang Chen Zijian Jin Yutian Lu Jianguo Zhang Liang Yong Jiebo Luo Shengda Luo VLM 47 0 0 02 May 2025
T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT D. Jiang Ziyu Guo Renrui Zhang Zhuofan Zong Hao Li Le Zhuo Shilin Yan Pheng-Ann Heng Yiming Li LRM 72 2 0 01 May 2025
A Survey of Interactive Generative Video Jiwen Yu Yiran Qin Haoxuan Che Quande Liu Xinyu Wang Pengfei Wan Di Zhang Kun Gai Hao Chen Xihui Liu VGen 65 0 0 30 Apr 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 94 1 0 30 Apr 2025
X-Fusion: Introducing New Modality to Frozen Large Language Models Sicheng Mo Thao Nguyen Xun Huang Siddharth Srinivasan Iyer Yijun Li ... Eli Shechtman Krishna Kumar Singh Yong Jae Lee Bolei Zhou Yuheng Li 77 0 0 29 Apr 2025
YoChameleon: Personalized Vision and Language Generation Thao Nguyen Krishna Kumar Singh Jing Shi Trung H. Bui Yong Jae Lee Yuheng Li MLLM 82 0 0 29 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 73 1 0 24 Apr 2025
Generative Multimodal Pretraining with Discrete Diffusion Timestep Tokens Kaihang Pan Wang Lin Zhongqi Yue Tenglong Ao Liyu Jia Wei Zhao Juncheng Billy Li Siliang Tang Hanwang Zhang 52 2 0 20 Apr 2025
Lumina-OmniLV: A Unified Multimodal Framework for General Low-Level Vision Yuandong Pu Le Zhuo Kaiwen Zhu Liangbin Xie Wenlong Zhang Xiangyu Chen Peng Gao Yu Qiao Chao Dong Yihao Liu MLLM 69 1 0 07 Apr 2025
GPT-ImgEval: A Comprehensive Benchmark for Diagnosing GPT4o in Image Generation Zhiyuan Yan Junyan Ye Weijia Li Zilong Huang Shenghai Yuan Xiangyang He Kaiqing Lin Jun-Jian He Conghui He Li Yuan MLLM EGVM 93 10 0 03 Apr 2025
Envisioning Beyond the Pixels: Benchmarking Reasoning-Informed Visual Editing Xiangyu Zhao Peiyuan Zhang Kexian Tang Hao Li Zicheng Zhang Guangtao Zhai Junchi Yan Hua Yang Xue Yang Haodong Duan VLM LRM 46 0 0 03 Apr 2025
FastVAR: Linear Visual Autoregressive Modeling via Cached Token Pruning Hang Guo Yawei Li Taolin Zhang Jiadong Wang Tao Dai Shu-Tao Xia Luca Benini 72 2 0 30 Mar 2025
Harmonizing Visual Representations for Unified Multimodal Understanding and Generation Size Wu Feiyu Xiong Lumin Xu Sheng Jin Zhonghua Wu Qingyi Tao Wentao Liu Wei Li Chen Change Loy VGen 177 2 0 27 Mar 2025
DualToken: Towards Unifying Visual Understanding and Generation with Dual Visual Vocabularies Wei Song Yansen Wang Zijia Song Yadong Li Haoze Sun Xin Wu Zenan Zhou Jianhua Xu Jiaqi Wang Kaicheng Yu 60 2 0 18 Mar 2025
BREEN: Bridge Data-Efficient Encoder-Free Multimodal Learning with Learnable Queries Tianle Li Yongming Rao Winston Hu Yu Cheng MLLM 68 0 0 16 Mar 2025
Direction-Aware Diagonal Autoregressive Image Generation Yijia Xu Jianzhong Ju Jian Luan J. Cui 57 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 54 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 127 3 0 13 Mar 2025
ProtTeX: Structure-In-Context Reasoning and Editing of Proteins with Large Language Models Zicheng Ma Chuanliu Fan Zhicong Wang Zhenyu Chen Xiaohan Lin Yong Li Shihao Feng Jun Zhang Ziqiang Cao Y. Gao 48 0 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 47 0 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 J. Han Xiandan Liang VLM 71 1 0 09 Mar 2025
VARGPT: Unified Understanding and Generation in a Visual Autoregressive Multimodal Large Language Model Xianwei Zhuang Yuxin Xie Yufan Deng Liming Liang Jinghan Ru Yuguo Yin Yuexian Zou MLLM VLM LRM 109 6 0 21 Jan 2025
VideoAuteur: Towards Long Narrative Video Generation Junfei Xiao Feng Cheng Lu Qi Liangke Gui Jiepeng Cen Zhibei Ma Alan L. Yuille Lu Jiang VGen 58 2 0 10 Jan 2025
Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos Haobo Yuan Xianrui Li Tao Zhang Zilong Huang Shilin Xu S. Ji Yunhai Tong Lu Qi Jiashi Feng Ming Yang VLM 96 12 0 07 Jan 2025
HoVLE: Unleashing the Power of Monolithic Vision-Language Models with Holistic Vision-Language Embedding Chenxin Tao Shiqian Su X. Zhu Chenyu Zhang Zhe Chen ... Wenhai Wang Lewei Lu Gao Huang Yu Qiao Jifeng Dai MLLM VLM 104 2 0 20 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 90 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 123 9 0 19 Dec 2024
SoftVQ-VAE: Efficient 1-Dimensional Continuous Tokenizer Hongyu Chen Zihan Wang Xianrui Li Xingchen Sun Fangyi Chen Jiang Liu Jiadong Wang Bhiksha Raj Zicheng Liu Emad Barsoum VLM 114 7 0 14 Dec 2024
Olympus: A Universal Task Router for Computer Vision Tasks Yuanze Lin Yunsheng Li Dongdong Chen Weijian Xu Ronald Clark Philip Torr VLM ObjD 221 0 0 12 Dec 2024
You See it, You Got it: Learning 3D Creation on Pose-Free Videos at Scale Baorui Ma Huachen Gao Haoge Deng Zhengxiong Luo Tiejun Huang Lulu Tang Xinlong Wang DiffM VGen 122 14 0 09 Dec 2024
Diffusion-VLA: Scaling Robot Foundation Models via Unified Diffusion and Autoregression Junjie Wen Minjie Zhu Yichen Zhu Zhibin Tang Jinming Li ... Chengmeng Li Xiaoyu Liu Yaxin Peng Chaomin Shen Feifei Feng 88 15 0 04 Dec 2024
Switti: Designing Scale-Wise Transformers for Text-to-Image Synthesis Anton Voronov Denis Kuznedelev Mikhail Khoroshikh Valentin Khrulkov Dmitry Baranchuk 111 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 135 6 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 102 5 0 25 Nov 2024
PanoLlama: Generating Endless and Coherent Panoramas with Next-Token-Prediction LLMs Teng Zhou Xiaoyu Zhang Yongchuan Tang MLLM DiffM 95 0 0 24 Nov 2024
Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization Weiyun Wang Zhe Chen Wenhai Wang Yue Cao Yangzhou Liu ... Jinguo Zhu X. Zhu Lewei Lu Yu Qiao Jifeng Dai LRM 62 48 1 15 Nov 2024
Mono-InternVL: Pushing the Boundaries of Monolithic Multimodal Large Language Models with Endogenous Visual Pre-training Gen Luo Xue Yang Wenhan Dou Zhaokai Wang Jifeng Dai Jifeng Dai Yu Qiao Xizhou Zhu VLM MLLM 65 25 0 10 Oct 2024
ElasticTok: Adaptive Tokenization for Image and Video Wilson Yan Matei A. Zaharia Volodymyr Mnih Pieter Abbeel Aleksandra Faust Hao Liu VGen 49 6 0 10 Oct 2024
EMOVA: Empowering Language Models to See, Hear and Speak with Vivid Emotions Kai Chen Yunhao Gou Runhui Huang Zhili Liu Daxin Tan ... Qun Liu Jun Yao Lu Hou Hang Xu Hang Xu AuLLM MLLM VLM 82 21 0 26 Sep 2024