图像生成 - arXivDaily 专题

2412.09619 2024-12-13 cs.CV 83%

SnapGen: Taming High-Resolution Text-to-Image Models for Mobile Devices with Efficient Architectures and Training

Dongting Hu, Jierun Chen, Xijie Huang, Huseyin Coskun, Arpit Sahni, Aarush Gupta, Anujraaj Goyal, Dishani Lahiri, Rajesh Singh, Yerlan Idelbayev, Junli Cao, Yanyu Li, Kwang-Ting Cheng, S. -H. Gary Chan, Mingming Gong, Sergey Tulyakov, Anil Kag, Yanwu Xu, Jian Ren

专题命中文生图：text-to-image(title,abstract)；diffusion(abstract)；分类 cs.CV

2412.09169 2024-12-13 cs.CV 83%

DECOR:Decomposition and Projection of Text Embeddings for Text-to-Image Customization

Geonhui Jang, Jin-Hwa Kim, Yong-Hyun Park, Junho Kim, Gayoung Lee, Yonghyun Jeong

专题命中文生图：text-to-image(title,abstract)；diffusion(abstract)；分类 cs.CV

2412.04296 2024-12-06 eess.IV cs.CV cs.LG 83%

Structure-Aware Stylized Image Synthesis for Robust Medical Image Segmentation

Jie Bao, Zhixin Zhou, Wen Jung Li, Rui Luo

专题命中文生图：image synthesis(title)；image generation(abstract)；diffusion(abstract)；分类 cs.CV

2401.01951 2024-12-06 cs.CV cs.AI cs.LG 83%

GeoPos: A Minimal Positional Encoding for Enhanced Fine-Grained Details in Image Synthesis Using Convolutional Neural Networks

Mehran Hosseini, Peyman Hosseini

专题命中文生图：image synthesis(title)；image generation(abstract)；diffusion(abstract)；分类 cs.CV

Comments Accepted at WACV 2025. Contains 19 pages, 15 figures, and 9 tables

2411.18301 2024-11-28 cs.CV 83%

Enhancing MMDiT-Based Text-to-Image Models for Similar Subject Generation

Tianyi Wei, Dongdong Chen, Yifan Zhou, Xingang Pan

专题命中文生图：text-to-image(title,abstract)；diffusion(abstract)；分类 cs.CV

2411.17066 2024-11-27 cs.CV cs.CL cs.SC 83%

Relations, Negations, and Numbers: Looking for Logic in Generative Text-to-Image Models

Colin Conwell, Rupert Tawiah-Quashie, Tomer Ullman

专题命中文生图：text-to-image(title,abstract)；diffusion(abstract)；分类 cs.CV

2411.10913 2024-11-19 cs.CV cs.LG 83%

Generating Compositional Scenes via Text-to-image RGBA Instance Generation

Alessandro Fontanella, Petru-Daniel Tudosiu, Yongxin Yang, Shifeng Zhang, Sarah Parisot

专题命中文生图：text-to-image(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments NeurIPS 2024

2409.14704 2024-11-18 cs.CV cs.AI cs.CL 83%

VLEU: a Method for Automatic Evaluation for Generalizability of Text-to-Image Models

Jingtao Cao, Zheng Zhang, Hongru Wang, Kam-Fai Wong

专题命中文生图：text-to-image(title,abstract)；image synthesis(abstract)；分类 cs.CV

Comments accepted by EMNLP2024(long paper,main conference)

2410.00321 2024-11-11 cs.CV 83%

A Cat Is A Cat (Not A Dog!): Unraveling Information Mix-ups in Text-to-Image Encoders through Causal Analysis and Embedding Optimization

Chieh-Yun Chen, Chiang Tseng, Li-Wu Tsao, Hong-Han Shuai

专题命中文生图：text-to-image(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments Accepted to NeurIPS 2024 (https://neurips.cc/virtual/2024/poster/94705)

2411.02068 2024-11-05 cs.LG cs.CV 83%

Model Integrity when Unlearning with T2I Diffusion Models

Andrea Schioppa, Emiel Hoogeboom, Jonathan Heek

专题命中文生图：diffusion(title,abstract)；text-to-image(abstract)；分类 cs.CV

2406.04312 2024-11-01 cs.CV 83%

ReNO: Enhancing One-step Text-to-Image Models through Reward-based Noise Optimization

Luca Eyring, Shyamgopal Karthik, Karsten Roth, Alexey Dosovitskiy, Zeynep Akata

专题命中文生图：text-to-image(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments NeurIPS 2024

2410.17664 2024-10-24 eess.IV cs.CV 83%

Deep Generative Models for 3D Medical Image Synthesis

Paul Friedrich, Yannik Frisch, Philippe C. Cattin

专题命中文生图：image synthesis(title,abstract)；diffusion(abstract)；分类 cs.CV

2410.14201 2024-10-21 cs.HC cs.CV 83%

Text-to-Image Representativity Fairness Evaluation Framework

Asma Yamani, Malak Baslyman

专题命中文生图：text-to-image(title,abstract)；diffusion(abstract)；分类 cs.CV

2410.13863 2024-10-18 cs.CV cs.LG 83%

Fluid: Scaling Autoregressive Text-to-image Generative Models with Continuous Tokens

Lijie Fan, Tianhong Li, Siyang Qin, Yuanzhen Li, Chen Sun, Michael Rubinstein, Deqing Sun, Kaiming He, Yonglong Tian

专题命中文生图：text-to-image(title,abstract)；image generation(abstract)；分类 cs.CV

Comments Tech report

2410.13136 2024-10-18 cs.CV 83%

Unlocking the Capabilities of Masked Generative Models for Image Synthesis via Self-Guidance

Jiwan Hur, Dong-Jae Lee, Gyojin Han, Jaehyun Choi, Yunho Jeon, Junmo Kim

专题命中文生图：image synthesis(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments NeurIPS 2024. Code is available at: https://github.com/JiwanHur/UnlockMGM

2410.07884 2024-10-11 cs.CV cs.CY 83%

Generated Bias: Auditing Internal Bias Dynamics of Text-To-Image Generative Models

Abhishek Mandal, Susan Leavy, Suzanne Little

专题命中文生图：text-to-image(title,abstract)；diffusion(abstract)；分类 cs.CV

2410.07763 2024-10-11 cs.CV cs.AI 83%

HARIVO: Harnessing Text-to-Image Models for Video Generation

Mingi Kwon, Seoung Wug Oh, Yang Zhou, Difan Liu, Joon-Young Lee, Haoran Cai, Baqiao Liu, Feng Liu, Youngjung Uh

专题命中文生图：text-to-image(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments ECCV2024

2406.16562 2024-10-11 cs.CV cs.CL 83%

EVALALIGN: Supervised Fine-Tuning Multimodal LLMs with Human-Aligned Data for Evaluating Text-to-Image Models

Zhiyu Tan, Xiaomeng Yang, Luozheng Qin, Mengping Yang, Cheng Zhang, Hao Li

专题命中文生图：text-to-image(title,abstract)；image generation(abstract)；分类 cs.CV

Comments Project page: https://sais-fuxi.github.io/projects/evalalign/

2410.06841 2024-10-10 cs.CV 83%

Boosting Few-Shot Detection with Large Language Models and Layout-to-Image Synthesis

Ahmed Abdullah, Nikolas Ebert, Oliver Wasenmüller

专题命中文生图：image synthesis(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments This paper has been accepted at the Asian Conference on Computer Vision (ACCV), 2024

2410.03430 2024-10-07 cs.CV cs.CL 83%

Images Speak Volumes: User-Centric Assessment of Image Generation for Accessible Communication

Miriam Anschütz, Tringa Sylaj, Georg Groh

专题命中文生图：image generation(title,abstract)；text-to-image(abstract)；分类 cs.CV

Comments To be published at TSAR workshop 2024 (https://tsar-workshop.github.io/)

2410.00483 2024-10-02 cs.CV cs.AI 83%

MCGM: Mask Conditional Text-to-Image Generative Model

Rami Skaik, Leonardo Rossi, Tomaso Fontanini, Andrea Prati

专题命中文生图：text-to-image(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments 17 pages, 13 figures, presented at the 5th International Conference on Artificial Intelligence and Machine Learning (CAIML 2024)

2405.02332 2024-09-30 cs.CV cs.AI 83%

Efficient Exploration of Image Classifier Failures with Bayesian Optimization and Text-to-Image Models

Adrien LeCoz, Houssem Ouertatani, Stéphane Herbin, Faouzi Adjed

专题命中文生图：text-to-image(title,abstract)；image generation(abstract)；分类 cs.CV

Journal ref Generative Models for Computer Vision - CVPR 2024 Workshop, Jun 2024, Seattle, United States

2409.17439 2024-09-27 cs.CV cs.LG 83%

Rejection Sampling IMLE: Designing Priors for Better Few-Shot Image Synthesis

Chirag Vashist, Shichong Peng, Ke Li

专题命中文生图：image synthesis(title)；image generation(abstract)；diffusion(abstract)；分类 cs.CV

2406.11802 2024-09-24 cs.CV 83%

PhyBench: A Physical Commonsense Benchmark for Evaluating Text-to-Image Models

Fanqing Meng, Wenqi Shao, Lixin Luo, Yahong Wang, Yiran Chen, Quanfeng Lu, Yue Yang, Tianshuo Yang, Kaipeng Zhang, Yu Qiao, Ping Luo

专题命中文生图：text-to-image(title,abstract)；image generation(abstract)；分类 cs.CV

Comments Some low-quality data and comments may mislead readers to understand the paper. We are working hard to correct these problems and resubmit the paper after making the necessary revisions

2409.12314 2024-09-20 cs.CR cs.AI cs.CV cs.LG 83%

Understanding Implosion in Text-to-Image Generative Models

Wenxin Ding, Cathy Y. Li, Shawn Shan, Ben Y. Zhao, Haitao Zheng

专题命中文生图：text-to-image(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments ACM CCS 2024

2408.16700 2024-08-30 cs.CV 83%

GradBias: Unveiling Word Influence on Bias in Text-to-Image Generative Models

Moreno D'Incà, Elia Peruzzo, Massimiliano Mancini, Xingqian Xu, Humphrey Shi, Nicu Sebe

专题命中文生图：text-to-image(title,abstract)；image generation(abstract)；分类 cs.CV

Comments Under review. Code: https://github.com/Moreno98/GradBias

2408.15914 2024-08-29 cs.CV 83%

CoRe: Context-Regularized Text Embedding Learning for Text-to-Image Personalization

Feize Wu, Yun Pang, Junyi Zhang, Lianyu Pang, Jian Yin, Baoquan Zhao, Qing Li, Xudong Mao

专题命中文生图：text-to-image(title,abstract)；image synthesis(abstract)；分类 cs.CV

2408.09432 2024-08-20 eess.IV cs.AI cs.CV 83%

Deformation-aware GAN for Medical Image Synthesis with Substantially Misaligned Pairs

Bowen Xin, Tony Young, Claire E Wainwright, Tamara Blake, Leo Lebrat, Thomas Gaass, Thomas Benkert, Alto Stemmer, David Coman, Jason Dowling

专题命中文生图：image synthesis(title,abstract)；image generation(abstract)；分类 cs.CV

Comments Accepted by MIDL2024

2407.19524 2024-08-19 cs.CV cs.AI 83%

VersusDebias: Universal Zero-Shot Debiasing for Text-to-Image Models via SLM-Based Prompt Engineering and Generative Adversary

Hanjun Luo, Ziye Deng, Haoyu Huang, Xuecheng Liu, Ruizhe Chen, Zuozhu Liu

专题命中文生图：text-to-image(title,abstract)；image generation(abstract)；分类 cs.CV

2404.07990 2024-08-06 cs.CV cs.AI 83%

OpenBias: Open-set Bias Detection in Text-to-Image Generative Models

Moreno D'Incà, Elia Peruzzo, Massimiliano Mancini, Dejia Xu, Vidit Goel, Xingqian Xu, Zhangyang Wang, Humphrey Shi, Nicu Sebe

专题命中文生图：text-to-image(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments CVPR 2024 Highlight - Code: https://github.com/Picsart-AI-Research/OpenBias

1. 文生图 3489 篇

SnapGen: Taming High-Resolution Text-to-Image Models for Mobile Devices with Efficient Architectures and Training

DECOR:Decomposition and Projection of Text Embeddings for Text-to-Image Customization

Structure-Aware Stylized Image Synthesis for Robust Medical Image Segmentation

GeoPos: A Minimal Positional Encoding for Enhanced Fine-Grained Details in Image Synthesis Using Convolutional Neural Networks

Enhancing MMDiT-Based Text-to-Image Models for Similar Subject Generation

Relations, Negations, and Numbers: Looking for Logic in Generative Text-to-Image Models

Generating Compositional Scenes via Text-to-image RGBA Instance Generation

VLEU: a Method for Automatic Evaluation for Generalizability of Text-to-Image Models

A Cat Is A Cat (Not A Dog!): Unraveling Information Mix-ups in Text-to-Image Encoders through Causal Analysis and Embedding Optimization

Model Integrity when Unlearning with T2I Diffusion Models

ReNO: Enhancing One-step Text-to-Image Models through Reward-based Noise Optimization

Deep Generative Models for 3D Medical Image Synthesis

Text-to-Image Representativity Fairness Evaluation Framework

Fluid: Scaling Autoregressive Text-to-image Generative Models with Continuous Tokens

Unlocking the Capabilities of Masked Generative Models for Image Synthesis via Self-Guidance

Generated Bias: Auditing Internal Bias Dynamics of Text-To-Image Generative Models

HARIVO: Harnessing Text-to-Image Models for Video Generation

EVALALIGN: Supervised Fine-Tuning Multimodal LLMs with Human-Aligned Data for Evaluating Text-to-Image Models

Boosting Few-Shot Detection with Large Language Models and Layout-to-Image Synthesis

Images Speak Volumes: User-Centric Assessment of Image Generation for Accessible Communication

MCGM: Mask Conditional Text-to-Image Generative Model

Efficient Exploration of Image Classifier Failures with Bayesian Optimization and Text-to-Image Models

Rejection Sampling IMLE: Designing Priors for Better Few-Shot Image Synthesis

PhyBench: A Physical Commonsense Benchmark for Evaluating Text-to-Image Models

Understanding Implosion in Text-to-Image Generative Models

GradBias: Unveiling Word Influence on Bias in Text-to-Image Generative Models

CoRe: Context-Regularized Text Embedding Learning for Text-to-Image Personalization

Deformation-aware GAN for Medical Image Synthesis with Substantially Misaligned Pairs

VersusDebias: Universal Zero-Shot Debiasing for Text-to-Image Models via SLM-Based Prompt Engineering and Generative Adversary

OpenBias: Open-set Bias Detection in Text-to-Image Generative Models