图像生成

PBR-Inspired Controllable Diffusion for Image Generation

受PBR启发的可控扩散用于图像生成

Bowen Xue, Giuseppe Claudio Guarnera, Shuang Zhao, Zahra Montazeri

专题命中 可控生成 ：image generation(title,abstract)；diffusion(title)；text-to-image(abstract)；分类 cs.GR

AI总结 本研究提出了一种受PBR启发的可控扩散方法，通过生成G-buffer实现对图像生成中几何布局和材质属性的精细控制，通过用户研究验证了其在文本引导图像生成中的有效性。

3DIS: Depth-Driven Decoupled Instance Synthesis for Text-to-Image Generation

3DIS: 基于深度的解耦实例合成用于文本到图像生成

Dewei Zhou, Ji Xie, Zongxin Yang, Yi Yang

机构 * CCAI, Zhejiang University（中国浙江大学计算机辅助智能学院） 纠错

专题命中 可控生成 ：image generation(title,abstract)；text-to-image(title,abstract)；分类 cs.CV

AI总结 3DIS提出了一种基于深度的解耦实例合成方法，通过分阶段生成场景深度图和渲染细粒度属性，提升文本到图像生成中多实例的布局精度和属性渲染效果。

Comments 10 pages

Face-MakeUpV2: Facial Consistency Learning for Controllable Text-to-Image Generation

Face-MakeUpV2：面向可控文本到图像生成的面部一致性学习

Dawei Dai, Yinxiu Zhou, Chenghang Li, Guolai Jiang, Chengfang Zhang

专题命中 可控生成 ：image generation(title,abstract)；text-to-image(title,abstract)；分类 cs.CV

AI总结 Face-MakeUpV2通过引入3D面部渲染和全局面部特征通道，解决文本到图像生成中的面部属性泄露和物理一致性问题，实现更可控的面部生成。

Comments Some errors in the critical data presented in Table 1 and Table 2

Graph Conditioned Diffusion for Controllable Histopathology Image Generation

Sarah Cechnicka, Matthew Baugh, Weitong Zhang, Mischa Dombrowski, Zhe Li, Johannes C. Paetzold, Candice Roufosse, Bernhard Kainz

机构 * Department of Computing, Imperial College London, UK（帝国理工学院计算系） ； Weill Cornell Medicine, NY, USA（韦尔·科恩医学中心） ； Cornell Tech, NY, USA（康奈尔科技） ； Centre for Inflammatory Disease, Imperial College London, London, UK（帝国理工学院炎症疾病研究中心） 纠错

专题命中 可控生成 ：diffusion(title,abstract)；image generation(title)；image synthesis(abstract)；分类 cs.CV

Lung-DDPM: Semantic Layout-guided Diffusion Models for Thoracic CT Image Synthesis

Yifan Jiang, Yannick Lemaréchal, Sophie Plante, Josée Bafaro, Jessica Abi-Rjeile, Philippe Joubert, Philippe Després, Venkata Manem

机构 * Centre de recherche du CHU de Québec-Université Laval（魁北克大学拉瓦尔医院研究中心） ； Centre de recherche de l’Institut universitaire de cardiologie et de pneumologie de Québec-Université Laval（魁北克大学拉瓦尔心血管与呼吸病学研究所） 纠错

专题命中 可控生成 ：diffusion(title,abstract)；image synthesis(title,abstract)；分类 cs.CV

Comments Accepted by IEEE Transactions on Biomedical Engineering (TBME)

LLMControl: Grounded Control of Text-to-Image Diffusion-based Synthesis with Multimodal LLMs

Jiaze Wang, Rui Chen, Haowang Cui

机构 * Tianjin University（天津大学） 纠错

专题命中 可控生成 ：text-to-image(title,abstract)；diffusion(title,abstract)；分类 cs.CV

Rethink Sparse Signals for Pose-guided Text-to-image Generation

Wenjie Xuan, Jing Zhang, Juhua Liu, Bo Du, Dacheng Tao

机构 * Wuhan University（武汉大学） ； Nanyang Technological University（南洋理工大学） 纠错

专题命中 可控生成 ：image generation(title,abstract)；text-to-image(title,abstract)；分类 cs.CV

Comments accepted by ICCV 2025

Controllable Coupled Image Generation via Diffusion Models

Chenfei Yuan, Nanshan Jia, Hangqi Li, Peter W. Glynn, Zeyu Zheng

机构 * UC Berkeley IEOR and BAIR（伯克利大学工业工程与运营研究系和BAIR） 纠错

专题命中 可控生成 ：image generation(title,abstract)；diffusion(title)；text-to-image(abstract)；分类 cs.CV

Compass Control: Multi Object Orientation Control for Text-to-Image Generation

Rishubh Parihar, Vaibhav Agrawal, Sachidanand VS, R. Venkatesh Babu

专题命中 可控生成 ：text-to-image(title,abstract)；image generation(title)；diffusion(abstract)；分类 cs.CV

Comments CVPR 2025 Camera Ready. Project page: https://rishubhpar.github.io/compasscontrol

STAY Diffusion: Styled Layout Diffusion Model for Diverse Layout-to-Image Generation

Ruyu Wang, Xuefeng Hou, Sabrina Schmedding, Marco F. Huber

专题命中 可控生成 ：image generation(title,abstract)；diffusion(title,abstract)；分类 cs.CV

Comments Accepted by WACV2025

SketchFlex: Facilitating Spatial-Semantic Coherence in Text-to-Image Generation with Region-Based Sketches

Haichuan Lin, Yilin Ye, Jiazhi Xia, Wei Zeng

专题命中 可控生成 ：image generation(title,abstract)；text-to-image(title,abstract)；分类 cs.CV

Comments conference: CHI2025

Layered Rendering Diffusion Model for Controllable Zero-Shot Image Synthesis

Zipeng Qi, Guoxi Huang, Chenyang Liu, Fei Ye

专题命中 可控生成 ：diffusion(title,abstract)；image synthesis(title,abstract)；分类 cs.CV

Controlling Human Shape and Pose in Text-to-Image Diffusion Models via Domain Adaptation

Benito Buchheim, Max Reimann, Jürgen Döllner

专题命中 可控生成 ：text-to-image(title,abstract)；diffusion(title,abstract)；分类 cs.CV

IFAdapter: Instance Feature Control for Grounded Text-to-Image Generation

Yinwei Wu, Xianpan Zhou, Bing Ma, Xuefeng Su, Kai Ma, Xinchao Wang

专题命中 可控生成 ：text-to-image(title,abstract)；image generation(title)；diffusion(abstract)；分类 cs.CV

Unsupervised Modality Adaptation with Text-to-Image Diffusion Models for Semantic Segmentation

Ruihao Xia, Yu Liang, Peng-Tao Jiang, Hao Zhang, Bo Li, Yang Tang, Pan Zhou

专题命中 可控生成 ：text-to-image(title,abstract)；diffusion(title,abstract)；分类 cs.CV

Comments NeurIPS 2024

Adapting Diffusion Models for Improved Prompt Compliance and Controllable Image Synthesis

Deepak Sridhar, Abhishek Peri, Rohith Rachala, Nuno Vasconcelos

专题命中 可控生成 ：diffusion(title,abstract)；image synthesis(title,abstract)；分类 cs.CV

Comments Accepted to NeurIPS 2024 conference. Project Page: https://deepaksridhar.github.io/factorgraphdiffusion.github.io/

HiCo: Hierarchical Controllable Diffusion Model for Layout-to-image Generation

Bo Cheng, Yuhang Ma, Liebucha Wu, Shanyuan Liu, Ao Ma, Xiaoyu Wu, Dawei Leng, Yuhui Yin

专题命中 可控生成 ：image generation(title,abstract)；diffusion(title,abstract)；分类 cs.CV

Comments NeurIPS2024

CRS-Diff: Controllable Remote Sensing Image Generation with Diffusion Model

Datao Tang, Xiangyong Cao, Xingsong Hou, Zhongyuan Jiang, Junmin Liu, Deyu Meng

专题命中 可控生成 ：image generation(title,abstract)；diffusion(title,abstract)；分类 cs.CV

Build-A-Scene: Interactive 3D Layout Control for Diffusion-Based Image Generation

Abdelrahman Eldesokey, Peter Wonka

专题命中 可控生成 ：diffusion(title,abstract)；image generation(title)；text-to-image(abstract)；分类 cs.CV

Comments Project Page: https://abdo-eldesokey.github.io/build-a-scene/

PreciseControl: Enhancing Text-To-Image Diffusion Models with Fine-Grained Attribute Control

Rishubh Parihar, Sachidanand VS, Sabariswaran Mani, Tejan Karmali, R. Venkatesh Babu

专题命中 可控生成 ：text-to-image(title,abstract)；diffusion(title,abstract)；分类 cs.CV

Comments ECCV 2024, Project page: https://rishubhpar.github.io/PreciseControl.home/

DisControlFace: Adding Disentangled Control to Diffusion Autoencoder for One-shot Explicit Facial Image Editing

Haozhe Jia, Yan Li, Hengfei Cui, Di Xu, Yuwang Wang, Tao Yu

专题命中 可控生成 ：diffusion(title,abstract)；image editing(title,abstract)；分类 cs.CV

Diagnostic Benchmark and Iterative Inpainting for Layout-Guided Image Generation

Jaemin Cho, Linjie Li, Zhengyuan Yang, Zhe Gan, Lijuan Wang, Mohit Bansal

专题命中 可控生成 ：image generation(title,abstract)；inpainting(title,abstract)；分类 cs.CV

Comments CVPR 2024 Workshop; Project website: https://layoutbench.github.io

FlexEControl: Flexible and Efficient Multimodal Control for Text-to-Image Generation

Xuehai He, Jian Zheng, Jacob Zhiyuan Fang, Robinson Piramuthu, Mohit Bansal, Vicente Ordonez, Gunnar A Sigurdsson, Nanyun Peng, Xin Eric Wang

专题命中 可控生成 ：text-to-image(title,abstract)；image generation(title)；diffusion(abstract)；分类 cs.CV

Sketch-guided Image Inpainting with Partial Discrete Diffusion Process

Nakul Sharma, Aditay Tripathi, Anirban Chakraborty, Anand Mishra

专题命中 可控生成 ：diffusion(title,abstract)；inpainting(title,abstract)；分类 cs.CV

Comments Accepted to NTIRE Workshop @ CVPR 2024

SSMG: Spatial-Semantic Map Guided Diffusion Model for Free-form Layout-to-Image Generation

Chengyou Jia, Minnan Luo, Zhuohang Dang, Guang Dai, Xiaojun Chang, Mengmeng Wang, Jingdong Wang

专题命中 可控生成 ：diffusion(title,abstract)；image generation(title)；text-to-image(abstract)；分类 cs.CV

Comments Accepted to AAAI 2024

Journal ref 38th AAAI Conference on Artificial Intelligence (AAAI2024), Vancouver, BC, Canada, 2024

FreeControl: Training-Free Spatial Control of Any Text-to-Image Diffusion Model with Any Condition

Sicheng Mo, Fangzhou Mu, Kuan Heng Lin, Yanli Liu, Bochen Guan, Yin Li, Bolei Zhou

专题命中 可控生成 ：text-to-image(title,abstract)；diffusion(title,abstract)；分类 cs.CV

Comments Project Page: https://genforce.github.io/freecontrol/

Localized Text-to-Image Generation for Free via Cross Attention Control

Yutong He, Ruslan Salakhutdinov, J. Zico Kolter

专题命中 可控生成 ：image generation(title,abstract)；text-to-image(title,abstract)；分类 cs.CV

PODIA-3D: Domain Adaptation of 3D Generative Model Across Large Domain Gap Using Pose-Preserved Text-to-Image Diffusion

Gwanghyun Kim, Ji Ha Jang, Se Young Chun

专题命中 可控生成 ：text-to-image(title,abstract)；diffusion(title,abstract)；分类 cs.CV

Comments Project page: https://gwang-kim.github.io/podia_3d/

SePaint: Semantic Map Inpainting via Multinomial Diffusion

Zheng Chen, Deepak Duggirala, David Crandall, Lei Jiang, Lantao Liu

专题命中 可控生成 ：diffusion(title,abstract)；inpainting(title,abstract)；分类 cs.CV

LayoutDiffuse: Adapting Foundational Diffusion Models for Layout-to-Image Generation

Jiaxin Cheng, Xiao Liang, Xingjian Shi, Tong He, Tianjun Xiao, Mu Li

专题命中 可控生成 ：image generation(title,abstract)；diffusion(title,abstract)；分类 cs.CV