GAN相关文献与解析，生知库 | 链接生命科学的每一步

Wallner, Jürgen; Berbuir, Sarah; Birner, Lukas; Dendorfer, Adrian; Panthi, Bivek; Rahnsch, Beatrix; Muma, Julius; Munga, Stephen; Obor, David; Bärnighausen, Till; Barteit, Sandra

GAN

发表日期：2026

文献求助收藏

Improving generalization of polyp detection via conditional StyleGAN augmented training

通过条件 StyleGAN 增强训练来提高息肉检测的泛化能力

期刊:npj Digital Medicine

影响因子:15.1

doi:10.1038/s41746-025-02293-8

Lin, Yilin; Huang, Cong; Tian, Hairui; Yang, Bing; Deng, Tingting; Pan, Yu; Wang, Hao; Li, Xu

GAN

发表日期：2026

文献求助收藏

A two-stage GAN-based instrumental variable method for causal analysis of omics data

一种基于生成对抗网络（GAN）的两阶段工具变量法用于组学数据的因果分析

期刊:Briefings in Bioinformatics

影响因子:7.7

doi:10.1093/bib/bbag071

Zhou, Yuan; Geng, Pei; Zhang, Shan; Jin, Weijia; Chen, Li; Xiao, Feifei; Li, Zhigang; Lu, Qing

GAN

发表日期：2026

文献求助收藏

MolGAN-QRL: a hybrid framework for molecule generation using quantum-enhanced reinforcement learning

MolGAN-QRL：一种利用量子增强强化学习进行分子生成的混合框架

期刊:Journal of Cheminformatics

影响因子:5.7

doi:10.1186/s13321-025-01148-4

Hergli, Mohamed Iheb; Harigua-Souiai, Emna

GAN

发表日期：2026

文献求助收藏

Gandouling Inhibits the Sinusoid Capillarization Associated with Liver Fibrosis in Wilson's Disease by Blocking the Communication Between Hepatic Stellate Cells and Liver Sinusoidal Endothelial Cells.

Gandouling 通过阻断肝星状细胞与肝窦内皮细胞之间的通讯，抑制威尔逊病中与肝纤维化相关的肝窦毛细血管化。

期刊:Pharmaceuticals

影响因子:4.8

doi:10.3390/ph19020203

Generalization bounds for a generator-regularized InfoGAN-inspired adversarial objective

生成器正则化 InfoGAN 启发式对抗目标的泛化界限

期刊:Frontiers in Artificial Intelligence

影响因子:4.7

doi:10.3389/frai.2026.1731256

Hasan, Mahmud; Muia, Mathias Nthiani; Islam, Md Mahmudul

GAN

发表日期：2026

文献求助收藏

GAN-based bone suppression using a combined loss function

基于 GAN 的骨骼抑制，采用组合损失函数

期刊:Frontiers in Artificial Intelligence

影响因子:4.7

doi:10.3389/frai.2026.1761336

Jochymek, Lukáš; Vašinková, Markéta; Doleží, Vít; Gajdoš, Petr

GAN

发表日期：2026

文献求助收藏

3SGAN: Semi-Supervised and Multi-Task GAN for Stain Normalization and Nuclei Segmentation of Histopathological Images

3SGAN：用于组织病理图像染色归一化和细胞核分割的半监督多任务生成对抗网络

期刊:Cancers

影响因子:4.4

doi:10.3390/cancers18050791

Chen, Yifan; Yang, Zhiruo; Wu, Guoqing; Tang, Qisheng; Li, Kay Ka-Wai; Ng, Ho-Keung; Shi, Zhifeng; Yu, Jinhua; Zhou, Guohui

Gliomap-GAN: A conditional generative adversarial network to visualize glioblastoma's cell density from contrast-enhanced magnetic resonance imaging

Gliomap-GAN：一种用于可视化对比增强磁共振成像中胶质母细胞瘤细胞密度的条件生成对抗网络

期刊:NeuroOncology Advances

影响因子:4.1

doi:10.1093/noajnl/vdaf227

Kinoshita, Manabu; Miyake, Keisuke; Ide, Wataru; Arita, Hideyuki; Isohashi, Kayako; Hatazawa, Jun; Kishima, Haruhiko

Panx1 deficiency exacerbates GAN diet-induced obesity by destabilizing Î²-catenin via GSK3Î².

Panx1 缺乏通过 GSK3β 使 β-catenin 不稳定，从而加剧 GAN 饮食引起的肥胖。

期刊:iScience

影响因子:4.1

doi:10.1016/j.isci.2026.115098

Xu Hangfei, Zhao Jinhan, Lu Shan, Wang Qin, Sun Rui, Gao Yuxue, Xie Fang, Wang Yanjun, Cao Ryan, Feng Yingmei, Liu Xiaoni, Kou Buxin, Chai Mengyin, Li Binghui, Yu Xiaoyu, Zhang Jing, Zhang Yang

Overcoming Data Loss in Wearable Disease Detection with GAN-Based Imputation

利用基于生成对抗网络（GAN）的插补技术克服可穿戴设备疾病检测中的数据丢失问题

Improving generalization of polyp detection via conditional StyleGAN augmented training

通过条件 StyleGAN 增强训练来提高息肉检测的泛化能力

A two-stage GAN-based instrumental variable method for causal analysis of omics data

一种基于生成对抗网络（GAN）的两阶段工具变量法用于组学数据的因果分析

MolGAN-QRL: a hybrid framework for molecule generation using quantum-enhanced reinforcement learning

MolGAN-QRL：一种利用量子增强强化学习进行分子生成的混合框架

Gandouling Inhibits the Sinusoid Capillarization Associated with Liver Fibrosis in Wilson's Disease by Blocking the Communication Between Hepatic Stellate Cells and Liver Sinusoidal Endothelial Cells.

Gandouling 通过阻断肝星状细胞与肝窦内皮细胞之间的通讯，抑制威尔逊病中与肝纤维化相关的肝窦毛细血管化。

Generalization bounds for a generator-regularized InfoGAN-inspired adversarial objective

生成器正则化 InfoGAN 启发式对抗目标的泛化界限

GAN-based bone suppression using a combined loss function

基于 GAN 的骨骼抑制，采用组合损失函数

3SGAN: Semi-Supervised and Multi-Task GAN for Stain Normalization and Nuclei Segmentation of Histopathological Images

3SGAN：用于组织病理图像染色归一化和细胞核分割的半监督多任务生成对抗网络

Gliomap-GAN: A conditional generative adversarial network to visualize glioblastoma's cell density from contrast-enhanced magnetic resonance imaging

Gliomap-GAN：一种用于可视化对比增强磁共振成像中胶质母细胞瘤细胞密度的条件生成对抗网络

Panx1 deficiency exacerbates GAN diet-induced obesity by destabilizing Î²-catenin via GSK3Î².

Panx1 缺乏通过 GSK3β 使 β-catenin 不稳定，从而加剧 GAN 饮食引起的肥胖。