Results 231 to 240 of about 546,017 (306)

OBUSight: Clinically Aligned Generative AI for Ophthalmic Ultrasound Interpretation and Diagnosis

Advanced Science, EarlyView.
OBUSight, a clinically aligned generative AI model that jointly generates reports and predicts diseases through multimodal semantic alignment, was trained and validated on a large multicenter dataset. OBUSight outperformed eight state‐of‐the‐art models, provided clinically reliable reports, enhanced diagnostic efficiency, and achieved performance ...
Xiaocong Liu, An Shao, Bingtao Guan, Ziyao Luo, Weiyi Lai, Xiaoling Huang, Jun Liu, Jie Yan, Huimin Li, Xiangji Pan, Jiawei Wang, Zichang Su, Yih Chung Tham, Jie Yang, Haotian Lin, Juan Ye, Hongxia Xu, Jian Wu   +17 more
wiley   +1 more source

Scalable Graph Self-Supervised Learning

In regularization Self-Supervised Learning (SSL) methods for graphs, computational complexity increases with the number of nodes in graphs and embedding dimensions. To mitigate the scalability of non-contrastive graph SSL, we propose a novel approach to reduce the cost of computing the covariance matrix for the pre-training loss function with volume ...
Pasand, Ali Saheb, Moravej, Reza, Biparva, Mahdi, Karimi, Raika, Ghodsi, Ali   +4 more
openaire   +1 more source

AIEgen‐Based Proactive Early Warning System and Precise Treatment Strategy for Monkeypox Prevention and Control

Advanced Science, EarlyView.
An intelligent early warning and treatment system for monkeypox, utilizing a sprayable AIEgen‐ liquid dressing (AIE@LD) that responds to lesion pH. Integrated with a smartphone app and cloud platform, it enables real‐time infection detection via fluorescence imaging and triggers on‐demand photodynamic therapy under white light, effectively eradicating ...
Wei Wang, Zining Liu, Mengjun Li, Judun Zheng, Ruilin Zhang, Ke Liu, Xiaoxue Li, Shaoying Wen, Jingze Yu, Meijia Pan, Fengbo Ma, Kun Zhou, Zheng Zhao, Chenguang Shen, Yuhui Liao   +14 more
wiley   +1 more source

Self-supervised learning with BYOL for anterior cruciate ligament tear detection from knee MRI. [PDF]

MethodsX
Aidarkhan A, Mukhamediya A, Askhatova A, Beisembekova R, Alimbayeva Z, Ozhikenova A, Ozhikenov K, Jamwal PK.   +7 more
europepmc   +1 more source

S3RL: Enhancing Spatial Single‐Cell Transcriptomics With Separable Representation Learning

Advanced Science, EarlyView.
Separable Spatial Representation Learning (S3RL) is introduced to enhance the reconstruction of spatial transcriptomic landscapes by disentangling spatial structure and gene expression semantics. By integrating multimodal inputs with graph‐based representation learning and hyperspherical prototype modeling, S3RL enables high‐fidelity spatial domain ...
Laiyi Fu, Penglei Wang, Gaoyuan Xu, Jitao Lu, Qinke Peng, Danyang Wu, Hequan Sun   +6 more
wiley   +1 more source

DINO-EYE: self-supervised learning for identification of different optic disc phenotypes in primary open angle glaucoma. [PDF]

Sci Rep
Grassi L, Fei Z, Morales E, Caprioli J.
europepmc   +1 more source

UniMR: A Plug‐and‐Play Framework of Automated Molecular Recognition for Scanning Tunneling Microscopy

Advanced Science, EarlyView.
UniMR, a training‐free framework for automated molecular recognition in STM images. By integrating adaptive feature selection with CLIP embeddings and Gaussian Mixture Modeling, UniMR achieves robust performance across diverse molecular systems and low‐resolution conditions.
Ziqiang Cao, Lingyin Zhang, Bingzheng Wu, Haonan Chen, Junhao Sun, Linghao Yan, Wenfei Li, Yangyang Wu, Zhifang Wang, Qigang Zhong, Lifeng Chi   +10 more
wiley   +1 more source

A review of self‐supervised, generative, and few‐shot deep learning methods for data‐limited magnetic resonance imaging segmentation [PDF]

Zelong Liu, Komal Kainth, Alexander Zhou, Timothy Deyer, Zahi A. Fayad, Hayit Greenspan, Xueyan Mei   +6 more
openalex   +1 more source

Mechanism‐Driven Screening of Membrane‐Targeting and Pore‐Forming Antimicrobial Peptides

Advanced Science, EarlyView.
To combat antibiotic resistance, this study employs mechanism‐driven screening with machine learning to identify pore‐forming antimicrobial peptides from amphibian and human metaproteomes. Seven peptides are validated, showing minimal toxicity and membrane disruption.
Jiaxuan Li, Chenguang Yang, Ruihan Dong, Juan Francisco Bada Juarez, Lei Wang, Maximilian Emanuel Wettstein, Dali Wang, Chan Cao, Ying Lu, Chen Song   +9 more
wiley   +1 more source

Unbiased self supervised learning of kidney histology reveals phenotypic and prognostic insights. [PDF]

Sci Rep
Pandit K, Coudray N, Quiros AC, Surapaneni A, Upadhyay D, Vanguri RS, Hirohama D, Mohandes S, Schlosser P, Thiessen-Philbrook H, Wen Y, Parikh CR, Rhee EP, Waikar SS, Schmidt I, Rosenberg AZ, Palmer MB, Susztak K, Grams ME, Tsirigos A, TRIDENT Study Investigators.   +20 more
europepmc   +1 more source