图像生成 - arXivDaily 专题

2301.09637 2023-08-16 cs.CV cs.AI cs.GR cs.LG 62%

InfiniCity: Infinite-Scale City Synthesis

Chieh Hubert Lin, Hsin-Ying Lee, Willi Menapace, Menglei Chai, Aliaksandr Siarohin, Ming-Hsuan Yang, Sergey Tulyakov

专题命中文生图：image synthesis(abstract)；分类 cs.CV、cs.GR

2308.04343 2023-08-09 cs.CV cs.IR cs.MM 62%

Unifying Two-Stream Encoders with Transformers for Cross-Modal Retrieval

Yi Bin, Haoxuan Li, Yahui Xu, Xing Xu, Yang Yang, Heng Tao Shen

专题命中文生图：text-to-image(abstract)；分类 cs.CV、cs.MM

Comments Accepted at ACM Multimedia 2023

2308.00148 2023-08-02 cs.CV cs.GR 62%

Controlling Geometric Abstraction and Texture for Artistic Images

Martin Büßemeyer, Max Reimann, Benito Buchheim, Amir Semmo, Jürgen Döllner, Matthias Trapp

专题命中文生图：image synthesis(abstract)；分类 cs.CV、cs.GR

2304.04399 2023-04-11 cs.CV cs.AI cs.LG cs.MM 62%

CAVL: Learning Contrastive and Adaptive Representations of Vision and Language

Shentong Mo, Jingfei Xia, Ihor Markevych

专题命中文生图：text-to-image(abstract)；分类 cs.CV、cs.MM

2302.04868 2023-02-10 cs.CV cs.GR 62%

MEGANE: Morphable Eyeglass and Avatar Network

Junxuan Li, Shunsuke Saito, Tomas Simon, Stephen Lombardi, Hongdong Li, Jason Saragih

专题命中文生图：image synthesis(abstract)；分类 cs.CV、cs.GR

Comments Project page: https://junxuan-li.github.io/megane/

2108.01806 2022-07-26 cs.CV cs.GR 62%

Neural Scene Decoration from a Single Photograph

Hong-Wing Pang, Yingshu Chen, Phuoc-Hieu Le, Binh-Son Hua, Duc Thanh Nguyen, Sai-Kit Yeung

专题命中文生图：image synthesis(abstract)；分类 cs.CV、cs.GR

Comments ECCV 2022 paper. 14 pages of main content, 4 pages of references, and 11 pages of appendix

2112.02308 2022-07-25 cs.CV cs.GR 62%

MoFaNeRF: Morphable Facial Neural Radiance Field

Yiyu Zhuang, Hao Zhu, Xusen Sun, Xun Cao

专题命中文生图：image synthesis(abstract)；分类 cs.CV、cs.GR

Comments accepted to ECCV2022; code available at http://github.com/zhuhao-nju/mofanerf

2004.02546 2022-07-05 cs.CV cs.GR 62%

GANSpace: Discovering Interpretable GAN Controls

Erik Härkönen, Aaron Hertzmann, Jaakko Lehtinen, Sylvain Paris

专题命中文生图：image synthesis(abstract)；分类 cs.CV、cs.GR

Comments Accepted to NeurIPS 2020

Journal ref Advances in Neural Information Processing Systems 33 (NeurIPS 2020), 9841-9850

2204.04455 2022-04-12 cs.GR cs.CV eess.IV 62%

Noise-based Enhancement for Foveated Rendering

Taimoor Tariq, Cara Tursun, Piotr Didyk

专题命中文生图：image synthesis(abstract)；分类 cs.CV、cs.GR

Comments 14 pages including refences

2203.05349 2022-03-11 cs.MM cs.CV 62%

Two-stream Hierarchical Similarity Reasoning for Image-text Matching

Ran Chen, Hanli Wang, Lei Wang, Sam Kwong

专题命中文生图：text-to-image(abstract)；分类 cs.CV、cs.MM

2202.14020 2022-03-01 cs.CV cs.GR cs.LG 62%

State-of-the-Art in the Architecture, Methods and Applications of StyleGAN

Amit H. Bermano, Rinon Gal, Yuval Alaluf, Ron Mokady, Yotam Nitzan, Omer Tov, Or Patashnik, Daniel Cohen-Or

专题命中文生图：image synthesis(abstract)；分类 cs.CV、cs.GR

2202.13162 2022-03-01 cs.CV cs.AI cs.GR cs.LG 62%

Pix2NeRF: Unsupervised Conditional $π$-GAN for Single Image to Neural Radiance Fields Translation

Shengqu Cai, Anton Obukhov, Dengxin Dai, Luc Van Gool

专题命中文生图：image synthesis(abstract)；分类 cs.CV、cs.GR

Comments 16 pages, 10 figures

2012.09855 2021-12-02 cs.CV cs.GR 62%

Infinite Nature: Perpetual View Generation of Natural Scenes from a Single Image

Andrew Liu, Richard Tucker, Varun Jampani, Ameesh Makadia, Noah Snavely, Angjoo Kanazawa

专题命中文生图：image synthesis(abstract)；分类 cs.CV、cs.GR

Comments ICCV 2021 (oral); Project page: https://infinite-nature.github.io/; Video: https://www.youtube.com/watch?v=oXUf6anNAtc

2110.06688 2021-10-14 cs.CV cs.GR 62%

DeepVecFont: Synthesizing High-quality Vector Fonts via Dual-modality Learning

Yizhi Wang, Zhouhui Lian

专题命中文生图：image synthesis(abstract)；分类 cs.CV、cs.GR

Comments SIGGRAPH Asia 2021 Technical Paper. Code: https://github.com/yizhiwang96/deepvecfont ; Homepage: https://yizhiwang96.github.io/deepvecfont_homepage/

2109.04654 2021-09-13 cs.GR cs.CV 62%

Per Garment Capture and Synthesis for Real-time Virtual Try-on

Toby Chong, I-Chao Shen, Nobuyuki Umetani, Takeo Igarashi

专题命中文生图：image synthesis(abstract)；分类 cs.CV、cs.GR

Comments Accepted to UIST2021. Project page: https://sites.google.com/view/deepmannequin/home

2006.16011 2021-03-30 cs.CV cs.GR 62%

Intrinsic Autoencoders for Joint Neural Rendering and Intrinsic Image Decomposition

Hassan Abu Alhaija, Siva Karthik Mustikovela, Justus Thies, Varun Jampani, Matthias Nießner, Andreas Geiger, Carsten Rother

专题命中文生图：image synthesis(abstract)；分类 cs.CV、cs.GR

2012.12884 2020-12-24 cs.CV cs.GR 62%

Vid2Actor: Free-viewpoint Animatable Person Synthesis from Video in the Wild

Chung-Yi Weng, Brian Curless, Ira Kemelmacher-Shlizerman

专题命中文生图：image synthesis(abstract)；分类 cs.CV、cs.GR

Comments Project Page: https://grail.cs.washington.edu/projects/vid2actor/ Supplementary Video: https://youtu.be/Zec8Us0v23o

1910.04639 2020-08-11 cs.CV cs.GR 62%

Visual Indeterminacy in GAN Art

Aaron Hertzmann

专题命中文生图：image synthesis(abstract)；分类 cs.CV、cs.GR

Comments Leonardo / SIGGRAPH 2020 Art Papers

Journal ref Leonardo, Volume 53, Issue 4, August 2020

2004.02867 2020-04-07 cs.CV cs.GR 62%

Rethinking Spatially-Adaptive Normalization

Zhentao Tan, Dongdong Chen, Qi Chu, Menglei Chai, Jing Liao, Mingming He, Lu Yuan, Nenghai Yu

专题命中文生图：image synthesis(abstract)；分类 cs.CV、cs.GR

1911.11378 2019-11-27 cs.LG cs.CV cs.MM eess.IV stat.ML 62%

Text2FaceGAN: Face Generation from Fine Grained Textual Descriptions

Osaid Rehman Nasir, Shailesh Kumar Jha, Manraj Singh Grover, Yi Yu, Ajit Kumar, Rajiv Ratn Shah

专题命中文生图：text-to-image(abstract)；分类 cs.CV、cs.MM

1908.02714 2019-08-12 cs.GR cs.CV 62%

Relighting Humans: Occlusion-Aware Inverse Rendering for Full-Body Human Images

Yoshihiro Kanamori, Yuki Endo

专题命中文生图：image synthesis(abstract)；分类 cs.CV、cs.GR

Comments Published at SIGGRAPH Asia 2018 (ACM Transactions on Graphics). Project page with codes, pretrained models, and human model lists is at http://kanamori.cs.tsukuba.ac.jp/projects/relighting_human/

1906.11478 2019-06-28 cs.CV cs.GR 62%

A Convolutional Decoder for Point Clouds using Adaptive Instance Normalization

Isaak Lim, Moritz Ibing, Leif Kobbelt

专题命中文生图：image synthesis(abstract)；分类 cs.CV、cs.GR

Comments Symposium on Geometry Processing 2019

Journal ref Computer Graphics Forum 38 (5), 2019

1904.12620 2019-04-30 cs.CV cs.CR cs.IR cs.MM 62%

AnonymousNet: Natural Face De-Identification with Measurable Privacy

Tao Li, Lei Lin

专题命中文生图：image synthesis(abstract)；分类 cs.CV、cs.MM

Comments CVPR-19 Workshop on Computer Vision: Challenges and Opportunities for Privacy and Security (CV-COPS 2019)

1808.06601 2018-12-04 cs.CV cs.GR cs.LG 62%

Video-to-Video Synthesis

Ting-Chun Wang, Ming-Yu Liu, Jun-Yan Zhu, Guilin Liu, Andrew Tao, Jan Kautz, Bryan Catanzaro

专题命中文生图：image synthesis(abstract)；分类 cs.CV、cs.GR

Comments In NeurIPS, 2018. Code, models, and more results are available at https://github.com/NVIDIA/vid2vid

2208.04139 2023-05-05 cs.CV cs.AI 61%

DALLE-URBAN: Capturing the urban design expertise of large text to image transformers

Sachith Seneviratne, Damith Senanayake, Sanka Rasnayaka, Rajith Vidanaarachchi, Jason Thompson

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

Comments Accepted to DICTA 2022, released 11000+ environmental scene images generated by Stable Diffusion and 1000+ images generated by DALLE-2

2605.08724 2026-08-25 cs.CV 版本更新 57%

SynerMedGen: Synergizing Medical Multimodal Understanding with Generation via Task Alignment

SynerMedGen：通过任务对齐协同医疗多模态理解与生成

Weiren Zhao, Yi Dong, Cheng Chen

机构 * The University of Hong Kong, Hong Kong, China（香港大学）

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

AI总结 SynerMedGen通过任务对齐实现医疗多模态理解与生成的协同，提出生成对齐理解任务和两阶段训练策略，实现零样本性能和跨数据集泛化，释放大规模数据集支持进一步研究。

Comments Accepted by ICML 2026

2608.20886 2026-08-24 cs.CV cs.LG 新提交 57%

EviRank: Structured Relevance Evidence for Multimodal Image Re-ranking

EviRank：用于多模态图像重排序的结构化相关性证据

Enjun Du, Siyi Liu, Zirong Chen, Xinyu Zuo, Jinwen Luo, Ruiwen Tao, Lisheng Duan, Haijin Liang, Jin Ma, Junfu Pu, Yongqi Zhang

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州））； Tencent Yuanbao（腾讯元宝）； The University of Hong Kong（香港大学）

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

AI总结针对现有多模态图像重排序器的不足，提出EviRank将查询解析为结构化证据包，通过证据条件验证实现重排序，在五个基准上达SOTA，蒸馏学生模型保留超90%能力且成本更低。

2608.17564 2026-08-19 cs.CV cs.AI 新提交 57%

Where a New Concept Must Enter: Entry Point Gates Cross-Task Usability in Unified Multimodal Models

新概念必须进入之处：统一多模态模型中的入口门跨任务可用性

Zongyang Qiu, Yihan Wu, Kaixuan Fan, Bo Li, Hui Xiong

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州））； Columbia University（哥伦比亚大学）； CUHK（香港中文大学）； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）

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

AI总结该研究通过分离统一多模态模型的理解与生成任务方向，发现跨任务可用性取决于概念绑定的入口层，提出的对齐目标可在极低损失下实现概念跨任务迁移。

Comments 27 pages, 10 figures

2608.15395 2026-08-18 cs.CV 新提交 57%

JoLT: Joint Latent Trajectories for Context-Guided High-Resolution Tiled Generation

JoLT：用于上下文引导的高分辨率分块生成的联合潜在轨迹

Mathis Koroglu, Guillaume Jeanneret, Hugo Caselles-Dupré, Matthieu Cord, Arnaud Dapogny

机构 * Obvious Research（奥布弗西斯研究公司）； Sorbonne Université（索邦大学）

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

AI总结本文提出JoLT方法，通过联合去噪LR与HR潜在图像生成高分辨率图像，其生成的图像细节丰富、视觉效果佳，优于竞争基线，为艺术创作提供新方向。

Comments 25 pages, 10 figures, 7 tables. Accepted at the AI4VA Workshop at ECCV 2026. Project page: https://obvious-research.github.io/jolt/

2608.00410 2026-08-18 cs.AI cs.CL cs.CV 版本更新 57%

Where did the ambiguity go? Examining how multimodal models interpret polysemous words

歧义去了哪里？探究多模态模型如何解释多义词

Jasin Cekinmez, Addison J. Wu, Raja Marjieh, Thomas L. Griffiths

机构 * Princeton University（普林斯顿大学）

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

AI总结该研究对比17个文本到图像模型和15个文本生成模型，发现多模态模型生成图像的词义多样性低于文本，揭示了基础模型在不同模态间意义表达的迁移 gap。

Comments Oral Presentation, Sci-FM Workshop @ COLM 2026

1. 文生图 3486 篇

InfiniCity: Infinite-Scale City Synthesis

Unifying Two-Stream Encoders with Transformers for Cross-Modal Retrieval

Controlling Geometric Abstraction and Texture for Artistic Images

CAVL: Learning Contrastive and Adaptive Representations of Vision and Language

MEGANE: Morphable Eyeglass and Avatar Network

Neural Scene Decoration from a Single Photograph

MoFaNeRF: Morphable Facial Neural Radiance Field

GANSpace: Discovering Interpretable GAN Controls

Noise-based Enhancement for Foveated Rendering

Two-stream Hierarchical Similarity Reasoning for Image-text Matching

State-of-the-Art in the Architecture, Methods and Applications of StyleGAN

Pix2NeRF: Unsupervised Conditional $π$-GAN for Single Image to Neural Radiance Fields Translation

Infinite Nature: Perpetual View Generation of Natural Scenes from a Single Image

DeepVecFont: Synthesizing High-quality Vector Fonts via Dual-modality Learning

Per Garment Capture and Synthesis for Real-time Virtual Try-on

Intrinsic Autoencoders for Joint Neural Rendering and Intrinsic Image Decomposition

Vid2Actor: Free-viewpoint Animatable Person Synthesis from Video in the Wild

Visual Indeterminacy in GAN Art

Rethinking Spatially-Adaptive Normalization

Text2FaceGAN: Face Generation from Fine Grained Textual Descriptions

Relighting Humans: Occlusion-Aware Inverse Rendering for Full-Body Human Images

A Convolutional Decoder for Point Clouds using Adaptive Instance Normalization

AnonymousNet: Natural Face De-Identification with Measurable Privacy

Video-to-Video Synthesis

DALLE-URBAN: Capturing the urban design expertise of large text to image transformers

SynerMedGen: Synergizing Medical Multimodal Understanding with Generation via Task Alignment

EviRank: Structured Relevance Evidence for Multimodal Image Re-ranking

Where a New Concept Must Enter: Entry Point Gates Cross-Task Usability in Unified Multimodal Models

JoLT: Joint Latent Trajectories for Context-Guided High-Resolution Tiled Generation

Where did the ambiguity go? Examining how multimodal models interpret polysemous words