In this work, we address an important problem of optical see through (OST) augmented reality: non-negative image synthesis. Most of the image generation methods fail under this condition, since they assume full control over each pixel and cannot create darker pixels by adding light. In order to solve the non-negative image generation problem in AR image synthesis, prior works have attempted to utilize optical illusion to simulate human vision but fail to preserve lightness constancy well under situations such as high dynamic range. In our paper, we instead propose a method that is able to preserve lightness constancy at a local level, thus capturing high frequency details. Compared with existing work, our method shows strong performance in image-to-image translation tasks, particularly in scenarios such as large scale images, high resolution images, and high dynamic range image transfer.
Key Laboratory of Multimedia Trusted Perception and Efficient Computing（多媒体可信感知与高效计算重点实验室）；Ministry of Education of China（中华人民共和国教育部）；Xiamen University（厦门大学）；VIVO
Towards Application Aligned Synthetic Surgical Image Synthesis
Department of Translational Surgical Oncology, NCT/UCC Dresden（转化外科肿瘤学系）；DKFZ, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden,HZDR, Germany（德累斯顿技术大学医学院）；The Centre for Tactile Internet with Human-in-the-Loop (CeTI), TUD Dresden（人机交互 tactile 网络中心）
HiFlow: Training-free High-Resolution Image Generation with Flow-Aligned Guidance
Shanghai Jiao Tong University（上海交通大学）；University of Science and Technology of China（中国科学技术大学）；The Chinese University of Hong Kong（香港中文大学）；Stanford University（斯坦福大学）；Shanghai AI Laboratory（上海人工智能实验室）；Shanghai Innovation Institute（上海创新研究院）；CPII under InnoHK（香港创科旗下CPII）
Training-free Dense-Aligned Diffusion Guidance for Modular Conditional Image Synthesis
Sichuan University（四川大学）；Singapore University of Technology and Design（新加坡科技设计大学）；The University of Adelaide（阿德莱德大学）；Australian National University（澳大利亚国立大学）
Image Sciences Institute, University Medical Center Utrecht（乌得勒支大学医学中心影像科学研究所）；Department of Radiotherapy, University Medical Center Utrecht（乌得勒支大学医学中心放射治疗科）
Anatomy-Guided Residual Motion Diffusion for Controllable 4D Cardiac MRI Synthesis
Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Science（中国科学院苏州生物医学工程技术研究所）；Systemes Complexes et Intelligence Artificielle, IMT Mines Ales（复杂系统与人工智能实验室，IMT 阿莱斯矿业学院）；School of Artificial Intelligence and Advanced Computing, Xi’an Jiaotong-Liverpool University（西交利物浦大学人工智能与先进计算学院）
M3GD: Multi-Modal Multi-View Geometric Diffusion for Camera--LiDAR Novel View Synthesis
New York University（纽约大学）；University of California, Berkeley（加州大学伯克利分校）；U.S. Army Combat Capabilities Development Command, Army Research Laboratory（美国陆军作战能力发展司令部陆军研究实验室）
FedMed-ATL: Misaligned Unpaired Brain Image Synthesis via Affine Transform Loss
Southern University of Science and Technology（南方科技大学）；University of Surrey（萨里大学）；Tencent Jarvis Lab（腾讯医疗健康（深圳）有限公司腾讯天衍实验室）；Bielefeld University（比勒费尔德大学）
Diff4MMLiTS: Advanced Multimodal Liver Tumor Segmentation via Diffusion-Based Image Synthesis and Alignment
Department of Electronic and Electrical Engineering, Southern University of Science and Technology, Shenzhen, China（电子与电气工程系，南方科技大学，深圳，中国）；Department of Electrical and Electronic Engineering, The University of Hong Kong, Hong Kong SAR, China（电气与电子工程系，香港大学，香港特别行政区，中国）；Department of Radiology, Zhongda Hospital, Medical School, Southeast University, Nanjing, China（放射科，中大医院，医学院，东南大学，南京，中国）；Jiaxing Research Institute, Southern University of Science and Technology, Jiaxing, China（嘉兴研究所，南方科技大学，嘉兴，中国）
AnyMo: Scaling Any-Modality Conditional Motion Generation with Masked Modeling
Key Laboratory of Intelligent Information Processing of Chinese Academy of Sciences (CAS), Institute of Computing Technology, CAS, China（中国科学院智能信息处理重点实验室（中国科学院计算技术研究所，中国））；University of Chinese Academy of Sciences, China（中国科学院大学）
PAIQ: Patch-Aligned Semantic Injection via Residual Rotation
Tsinghua University（清华大学）；Beijing University of Posts and Telecommunications（北京邮电大学）；National University of Singapore（新加坡国立大学）；Nanyang Technological University（南洋理工大学）
Center-aware Residual Anomaly Synthesis for Multi-class Industrial Anomaly Detection
Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所）；School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院）；State Key Laboratory of Precision Measurement Technology and Instruments, Department of Precision Instrument, Tsinghua University（清华大学精密仪器测量技术及仪器国家重点实验室）
FairGen: Preference-Aligned Diffusion for Demographically Equitable Medical Image Synthesis
University of Pittsburgh, Swanson School of Engineering（匹兹堡大学斯旺森工程学院）；The University of North Carolina at Chapel Hill, Department of Computer Science（北卡罗来纳大学教堂山分校计算机科学系）；Arizona State University, School of Computing and Augmented Intelligence（亚利桑那州立大学计算与增强智能学院）；University of Pittsburgh, Department of Psychiatry（匹兹堡大学精神病学系）
AlignMiF: Geometry-Aligned Multimodal Implicit Field for LiDAR-Camera Joint Synthesis
Shenzhen Campus of Sun Yat-sen University（中山大学深圳校区）；DarkMatter AI Research（DarkMatter AI研究）；University of Oxford（牛津大学）；HKU（香港大学）；Cainiao Group（菜鸟集团）；NCUT（北方工业大学）；Sun Yat-sen University（中山大学）；Westlake University（西湖大学）
