Title
Visually Interpretable Subtask Reasoning for Visual Question Answering Yu Cheng A. Goel Hakan Bilen LRM 19 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 64 0 0 08 May 2025
Flow-GRPO: Training Flow Matching Models via Online RL Jie Liu Gongye Liu Jiajun Liang Y. Li Jiaheng Liu X. Wang Pengfei Wan Di Zhang Wanli Ouyang AI4CE 66 0 0 08 May 2025
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities X. Zhang Jintao Guo Shanshan Zhao Minghao Fu Lunhao Duan Guo-Hua Wang Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang DiffM 57 0 0 05 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 74 1 0 05 May 2025
Improving Physical Object State Representation in Text-to-Image Generative Systems Tianle Chen Chaitanya Chakka Deepti Ghadiyaram 25 0 0 04 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 45 0 0 02 May 2025
Generating Animated Layouts as Structured Text Representations Yeonsang Shin Jihwan Kim Yumin Song Kyungseung Lee Hyunhee Chung Taeyoung Na DiffM VGen 61 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 H. Li LRM 57 0 0 01 May 2025
A Survey of Interactive Generative Video Jiwen Yu Yiran Qin Haoxuan Che Quande Liu X. Wang Pengfei Wan Di Zhang Kun Gai Hao Chen Xihui Liu VGen 53 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 Y. Xu Yingda Chen Yu Zhang MLLM 87 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 71 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 65 1 0 24 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 59 1 0 07 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 41 0 0 03 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 88 8 0 03 Apr 2025
FastVAR: Linear Visual Autoregressive Modeling via Cached Token Pruning Hang Guo Yawei Li Taolin Zhang J. Wang Tao Dai Shu-Tao Xia Luca Benini 60 1 0 30 Mar 2025
Harmonizing Visual Representations for Unified Multimodal Understanding and Generation Size Wu W. Zhang Lumin Xu Sheng Jin Zhonghua Wu Qingyi Tao Wentao Liu Wei Li Chen Change Loy VGen 57 2 0 27 Mar 2025
DualToken: Towards Unifying Visual Understanding and Generation with Dual Visual Vocabularies Wei Song Y. Wang Zijia Song Yadong Li Haoze Sun Weipeng Chen Zenan Zhou Jianhua Xu Jiaqi Wang Kaicheng Yu 60 2 0 18 Mar 2025
Direction-Aware Diagonal Autoregressive Image Generation Yijia Xu Jianzhong Ju Jian Luan J. Cui 47 0 0 14 Mar 2025
TAR3D: Creating High-Quality 3D Assets via Next-Part Prediction Xuying Zhang Yutong Liu Yangguang Li Renrui Zhang Y. Liu ... Wanli Ouyang Zhiwei Xiong Peng Gao Qibin Hou Ming-Ming Cheng 108 3 0 13 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 47 0 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 Y. Li Shihao Feng Jun Zhang Ziqiang Cao Y. Gao 40 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-Long Han Yandong Tang Liangqiong Qu 40 0 0 10 Mar 2025
SemHiTok: A Unified Image Tokenizer via Semantic-Guided Hierarchical Codebook for Multimodal Understanding and Generation Z. Chen Chunwei Wang Xiuwei Chen Hang Xu J. Han Xiandan Liang VLM 67 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 100 4 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 54 2 0 10 Jan 2025
Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos Haobo Yuan X. Li Tao Zhang Zilong Huang Shilin Xu S. Ji Yunhai Tong Lu Qi Jiashi Feng Ming Yang VLM 87 11 0 07 Jan 2025
Parallelized Autoregressive Visual Generation Y. Wang Shuhuai Ren Zhijie Lin Yujin Han Haoyuan Guo Zhenheng Yang Difan Zou Jiashi Feng Xihui Liu VGen 84 11 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 120 8 0 19 Dec 2024
SoftVQ-VAE: Efficient 1-Dimensional Continuous Tokenizer H. Chen Z. Wang X. Li X. Sun Fangyi Chen Jiang Liu J. Wang Bhiksha Raj Zicheng Liu Emad Barsoum VLM 103 6 0 14 Dec 2024
Olympus: A Universal Task Router for Computer Vision Tasks Yuanze Lin Yunsheng Li Dongdong Chen Weijian Xu Ronald Clark Philip H. S. Torr VLM ObjD 112 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 107 14 0 09 Dec 2024
Diffusion-VLA: Scaling Robot Foundation Models via Unified Diffusion and Autoregression Junjie Wen Minjie Zhu Y. X. Zhu Zhibin Tang Jinming Li ... Chengmeng Li Xiaoyu Liu Yaxin Peng Chaomin Shen Feifei Feng 85 13 0 04 Dec 2024
Switti: Designing Scale-Wise Transformers for Text-to-Image Synthesis Anton Voronov Denis Kuznedelev Mikhail Khoroshikh Valentin Khrulkov Dmitry Baranchuk 106 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 107 5 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 97 5 0 25 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 52 45 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 57 25 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 60 21 0 26 Sep 2024