Title
Align Beyond Prompts: Evaluating World Knowledge Alignment in Text-to-Image Generation Wenchao Zhang Jiahe Tian Runze He Jizhong Han Jiao Dai Miaomiao Feng Wei Mi Xiaodan Zhang 86 0 0 24 May 2025
MCCD: Multi-Agent Collaboration-based Compositional Diffusion for Complex Text-to-Image Generation Mingcheng Li Xiaolu Hou Ziyang Liu Dingkang Yang Ziyun Qian Jiawei Chen Jinjie Wei Yiheng Jiang Qingyao Xu Li Zhang DiffM 477 0 0 05 May 2025
InstructEngine: Instruction-driven Text-to-Image Alignment Xingyu Lu Yihan Hu Yuanxing Zhang Kaiyu Jiang Changyi Liu ... Bin Wen C. Yuan Fan Yang Yan Li Di Zhang 112 0 0 14 Apr 2025
TikZero: Zero-Shot Text-Guided Graphics Program Synthesis Jonas Belouadi Eddy Ilg Margret Keuper Hideki Tanaka Masao Utiyama Raj Dabre Steffen Eger Simone Paolo Ponzetto 142 0 0 14 Mar 2025
DiT-Air: Revisiting the Efficiency of Diffusion Model Architecture Design in Text to Image Generation Chen Chen Rui Qian Wenze Hu Tsu-Jui Fu Jialing Tong ... Lezhi Li Bowen Zhang Alex Schwing Wei Liu Yue Yang 134 0 0 13 Mar 2025
HybridNorm: Towards Stable and Efficient Transformer Training via Hybrid Normalization Zhijian Zhuo Yutao Zeng Ya Wang Sijun Zhang Jian Yang Xiaoqing Li Xun Zhou Jinwen Ma 79 0 0 06 Mar 2025
Towards Improved Text-Aligned Codebook Learning: Multi-Hierarchical Codebook-Text Alignment with Long Text Guotao Liang Baoquan Zhang Zhiyuan Wen Junteng Zhao Yunming Ye Kola Ye Yao He 92 0 0 03 Mar 2025
MedUnifier: Unifying Vision-and-Language Pre-training on Medical Data with Vision Generation Task using Discrete Visual Representations Ziyang Zhang Yang Yu Yucheng Chen Xulei Yang S. Yeo MedIm 136 2 0 02 Mar 2025
Stable-SPAM: How to Train in 4-Bit More Stably than 16-Bit Adam Tianjin Huang Haotian Hu Zhenyu Zhang Gaojie Jin Xianrui Li ... Tianlong Chen Lu Liu Qingsong Wen Zhangyang Wang Shiwei Liu MQ 96 1 0 24 Feb 2025
Transfer Your Perspective: Controllable 3D Generation from Any Viewpoint in a Driving Scene Tai-Yu Pan Sooyoung Jeon Mengdi Fan Jinsu Yoo Zhenyang Feng Mark E. Campbell Kilian Q. Weinberger Bharath Hariharan Wei-Lun Chao 205 0 0 10 Feb 2025
Decoder-Only LLMs are Better Controllers for Diffusion Models Ziyi Dong Yao Xiao Pengxu Wei Liang Lin DiffM 209 0 0 06 Feb 2025
Turn That Frown Upside Down: FaceID Customization via Cross-Training Data Shuhe Wang Xiaoya Li Xiaofei Sun G. Wang Tianwei Zhang Jiwei Li Eduard H. Hovy 100 1 0 28 Jan 2025
Parameter-Efficient Fine-Tuning for Foundation Models Dan Zhang Tao Feng Lilong Xue Yuandong Wang Yuxiao Dong J. Tang 195 12 0 23 Jan 2025
SPAM: Spike-Aware Adam with Momentum Reset for Stable LLM Training Tianjin Huang Ziquan Zhu Gaojie Jin Lu Liu Zhangyang Wang Shiwei Liu 102 5 0 12 Jan 2025
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 216 10 0 14 Dec 2024
Switti: Designing Scale-Wise Transformers for Text-to-Image Synthesis Anton Voronov Denis Kuznedelev Mikhail Khoroshikh Valentin Khrulkov Dmitry Baranchuk 207 4 0 02 Dec 2024
Self-Cross Diffusion Guidance for Text-to-Image Synthesis of Similar Subjects Weimin Qiu Jieke Wang Meng Tang DiffM 147 1 0 28 Nov 2024
In-Context Experience Replay Facilitates Safety Red-Teaming of Text-to-Image Diffusion Models Zhi-Yi Chin Kuan-Chen Mu Mario Fritz Pin-Yu Chen DiffM 151 1 0 25 Nov 2024
Spider: Any-to-Many Multimodal LLM Jinxiang Lai Jie Zhang Jun Liu Jian Li Xiaocheng Lu Song Guo MLLM 139 2 0 14 Nov 2024
Infinity-MM: Scaling Multimodal Performance with Large-Scale and High-Quality Instruction Data Shuhao Gu Jialing Zhang Siyuan Zhou Kevin Yu Zhaohu Xing ... Yufeng Cui Xinlong Wang Yaoqi Liu Fangxiang Feng Guang Liu SyDa VLM MLLM 85 29 0 24 Oct 2024
An Online Learning Approach to Prompt-based Selection of Generative Models and LLMs Xiaoyan Hu Ho-fung Leung Farzan Farnia 236 3 0 17 Oct 2024
MagicTailor: Component-Controllable Personalization in Text-to-Image Diffusion Models Donghao Zhou Jiancheng Huang J. Bai Jiaze Wang Hao Chen Guangyong Chen Xiaowei Hu Pheng Ann Heng 99 5 0 17 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 97 16 0 02 Oct 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 145 57 0 05 Aug 2024
DreamBench++: A Human-Aligned Benchmark for Personalized Image Generation Yuang Peng Yuxin Cui Haomiao Tang Zekun Qi Runpei Dong Jing Bai Chunrui Han Zheng Ge Xiangyu Zhang Shu-Tao Xia EGVM 138 38 0 24 Jun 2024
Ensembling Diffusion Models via Adaptive Feature Aggregation Cong Wang Kuan Tian Yonghang Guan Jun Zhang Zhiwei Jiang Fei Shen Xiao Han 116 5 0 27 May 2024
ClassDiffusion: More Aligned Personalization Tuning with Explicit Class Guidance Jiannan Huang Jun Hao Liew Hanshu Yan Yuyang Yin Yao Zhao Yunchao Wei Yunchao Wei DiffM 158 7 0 27 May 2024
DEEM: Diffusion Models Serve as the Eyes of Large Language Models for Image Perception Run Luo Yunshui Li Longze Chen Wanwei He Ting-En Lin ... Zikai Song Xiaobo Xia Tongliang Liu Min Yang Binyuan Hui VLM DiffM 114 22 0 24 May 2024
StoryGPT-V: Large Language Models as Consistent Story Visualizers Xiaoqian Shen Mohamed Elhoseiny VLM 167 11 0 04 Dec 2023
AI-Generated Content (AIGC) for Various Data Modalities: A Survey Lin Geng Foo Hossein Rahmani Jing Liu 181 31 0 27 Aug 2023
Discriminative Class Tokens for Text-to-Image Diffusion Models Idan Schwartz Vésteinn Snaebjarnarson Hila Chefer Ryan Cotterell Serge Belongie Lior Wolf Sagie Benaim 62 10 0 30 Mar 2023
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 283 30,149 0 01 Mar 2022
An Empirical Study of Training Self-Supervised Vision Transformers Xinlei Chen Saining Xie Kaiming He ViT 157 1,868 0 05 Apr 2021
M6: A Chinese Multimodal Pretrainer Junyang Lin Rui Men An Yang Chan Zhou Ming Ding ... Yong Li Wei Lin Jingren Zhou J. Tang Hongxia Yang VLM MoE 89 134 0 01 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 967 29,731 0 26 Feb 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 418 4,987 0 24 Feb 2021
Taming Transformers for High-Resolution Image Synthesis Patrick Esser Robin Rombach Bjorn Ommer ViT 131 2,984 0 17 Dec 2020
Text-to-Image Generation Grounded by Fine-Grained User Attention Jing Yu Koh Jason Baldridge Honglak Lee Yinfei Yang DiffM 110 59 0 07 Nov 2020
DF-GAN: A Simple and Effective Baseline for Text-to-Image Synthesis Ming Tao Hao Tang Leilei Gan Xiaoyuan Jing Bingkun Bao Changsheng Xu 98 214 0 13 Aug 2020
Big Bird: Transformers for Longer Sequences Manzil Zaheer Guru Guruganesh Kumar Avinava Dubey Joshua Ainslie Chris Alberti ... Philip Pham Anirudh Ravula Qifan Wang Li Yang Amr Ahmed VLM 554 2,098 0 28 Jul 2020
Self-supervised Learning: Generative or Contrastive Xiao Liu Fanjin Zhang Zhenyu Hou Zhaoyu Wang Li Mian Jing Zhang Jie Tang SSL 137 1,626 0 15 Jun 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 374 6,833 0 13 Jun 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 841 42,332 0 28 May 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 375 18,859 0 13 Feb 2020
On Layer Normalization in the Transformer Architecture Ruibin Xiong Yunchang Yang Di He Kai Zheng Shuxin Zheng Chen Xing Huishuai Zhang Yanyan Lan Liwei Wang Tie-Yan Liu AI4CE 142 995 0 12 Feb 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 207 12,121 0 13 Nov 2019
What Does BERT Look At? An Analysis of BERT's Attention Kevin Clark Urvashi Khandelwal Omer Levy Christopher D. Manning MILM 218 1,601 0 11 Jun 2019
Generating Diverse High-Fidelity Images with VQ-VAE-2 Ali Razavi Aaron van den Oord Oriol Vinyals DRL BDL 147 1,823 0 02 Jun 2019
DM-GAN: Dynamic Memory Generative Adversarial Networks for Text-to-Image Synthesis Minfeng Zhu Pingbo Pan Wei Chen Yi Yang GAN 54 583 0 02 Apr 2019
Object-driven Text-to-Image Synthesis via Adversarial Training Wenbo Li Pengchuan Zhang Lei Zhang Qiuyuan Huang Xiaodong He Siwei Lyu Jianfeng Gao GAN 71 302 0 27 Feb 2019