AIM/
Articles

Articles

Open AccessArticle

A Pilot Study on PET-to-CT Cross-Modal Translation: Systematic Validation of Brownian Bridge Diffusion Models

Xiaoyang Gu, Tianyu Shi

2026, 3(2): 9. doi: 10.53941/aim.2026.100009

9 Downloaded
29 Viewed
Download PDF
Open AccessReview

Deep Learning-Based Quantification of Epicardial Adipose Tissue: A Review

Jie Teng, Yiweng Zhang, Jiayi Wang, Qi Zhao

2026, 3(2): 8. doi: 10.53941/aim.2026.100008

9 Downloaded
34 Viewed
Download PDF
Open AccessReview

Large Language Models for Differential Diagnosis: A Survey of Performance, Collaboration, and Technical Strategies

Yunjia Wu, Qi Yan, Dingcheng Tian

2026, 3(2): 7. doi: 10.53941/aim.2026.100007

12 Downloaded
59 Viewed
Download PDF
Open AccessArticle

Hierarchical Enzyme Function Prediction Based on Structural Confidence and Active-Site-Aware Attention

Qiuhao Wang, Yuexiao Wang, Aohan Mei, Tian Zhang, Nan Li

2026, 3(2): 6. doi: 10.53941/aim.2026.100006

10 Downloaded
95 Viewed
Download PDF
Open AccessArticle

Unraveling the Effect of Demographic Factors on the Performance of Melanoma Classification

Arav Kumar, Savya Vats, Anvi Kumar, Arjun Sriram, Avimanyou Vatsa

2026, 3(1): 5. doi: 10.53941/aim.2026.100005

21 Downloaded
103 Viewed
Download PDF
Open AccessReview

MRI-to-CT Generation with Deep Learning: A Review and Future Directions

Ruiming Zhu, Xinliang Liu, Wei Qian, Yueyang Teng

2026, 3(1): 4. doi: 10.53941/aim.2026.100004

50 Downloaded
185 Viewed
Download PDF
Open AccessArticle

LTS-Net: A Lightweight and Efficient Deep Learning Framework for Automated Tuberculosis and Pneumonia Detection in Chest X-ray Images

Si-Yuan Lu, Ziquan Zhu, Baihua Zhang, Yu-Dong Zhang, Yu-Dong Yao

2026, 3(1): 3. doi: 10.53941/aim.2026.100003

34 Downloaded
151 Viewed
Download PDF
Open AccessArticle

World Model Enhanced Offline Reinforcement Learning for Sequential Intervention Optimization in Acute Kidney Injury

Bailing Zhang, Yuwei Mi

2026, 3(1): 2. doi: 10.53941/aim.2026.100002

91 Downloaded
436 Viewed
Download PDF
Open AccessArticle

Multi-Modality ViT-cGAN for Low-Dose PET Image Reconstruction

Yaling Fang, Jiahui Yang, Haoran Wan, Shuhan Jin, Shaoya Wang, Yueyang Teng

2026, 3(1): 1. doi: 10.53941/aim.2026.100001

61 Downloaded
240 Viewed
Download PDF
Open AccessReview

A Short Survey on Lung Cancer Diagnosis Based on CT Imaging and Artificial Intelligence

Baihua Zhang, Yu Wang

2025, 2(2): 9. doi: 10.53941/aim.2025.100009

58 Downloaded
297 Viewed
Download PDF
Open AccessArticle

Large Language Models in Medicine: Application Status and Challenges

Ziqi Chen, Yiwei Lu, Yan Zeng, Dingcheng Tian, Yun Li, Fei Li

2025, 2(2): 8. doi: 10.53941/aim.2025.100008

58 Downloaded
346 Viewed
Download PDF
Open AccessArticle

Deep Learning-Based Segmentation of the Brachial Plexus in Ultrasound Images: A Cross-Device Generalization Assessment

Xinlong Zhao, Dingcheng Tian

2025, 2(2): 7. doi: 10.53941/aim.2025.100007

91 Downloaded
270 Viewed
Download PDF
Open AccessArticle

Advancing Melanoma Detection: Systematic Review and Development of MelDetect—A Multimodal Deep Learning System

Dinithi Samarakoon

2025, 2(2): 6. doi: 10.53941/aim.2025.100006

111 Downloaded
218 Viewed
Download PDF
Open AccessArticle

Comparative Analysis of Object Detection Frameworks for Fracture Detection in X-Ray Image

Zhihao Liu, Ruyi Zhang

2025, 2(2): 5. doi: 10.53941/aim.2025.100005

119 Downloaded
388 Viewed
Download PDF
Open AccessArticle

CNN-Based Tongue Image Segmentation in Traditional Chinese Medicine

Dechao Xu, Dingcheng Tian

2025, 2(2): 4. doi: 10.53941/aim.2025.100004

78 Downloaded
310 Viewed
Download PDF
Open AccessArticle
Large Language Models in Traditional Chinese Medicine: A Short Survey and Outlook

Ruyi Zhang, Dingcheng Tian, Yu Wang

2025, 2(1): 3. doi: 10.53941/aim.2025.100003

135 Downloaded
598 Viewed
3 Cited
Download PDF
Open AccessArticle
Faster R-CNN-MobileNetV3 Based Micro Expression Detection for Autism Spectrum Disorder

Hanni Li, Yutong Gu, Jiarui Han, Yimeng Sun, Hongwei Lei, Chen Li, Ning Xu

2025, 2(1): 2. doi: 10.53941/aim.2025.100002

91 Downloaded
295 Viewed
4 Cited
Download PDF
Open AccessArticle
Marker Gene-Guided Graph Neural Networks for Enhanced Spatial Transcriptomics Clustering

Haoran Liu, Xiang Lin, Zhi Wei

2025, 2(1): 1. doi: 10.53941/aim.2025.100001

91 Downloaded
266 Viewed
1 Cited
Download PDF
Open AccessArticle
Low Dose CT Image Denoising: A Comparative Study of Deep Learning Models and Training Strategies

Heng Zhao, Like Qian, Yaqi Zhu, Dingcheng Tian

2024, 1(1): 7. doi: 10.53941/aim.2024.100007

180 Downloaded
731 Viewed
6 Cited
Download PDF
Open AccessArticle
ML-Based RNA Secondary Structure Prediction Methods: A Survey

Qi Zhao, JingJing Chen, Zheng Zhao, Qian Mao, Haoxuan Shi, Xiaoya Fan

2024, 1(1): 6. doi: 10.53941/aim.2024.100006

45 Downloaded
220 Viewed
Download PDF
Open AccessArticle
A Comparative Study of Deep Learning in Breast Ultrasound Lesion Detection: From Two-Stage to One-Stage, from Anchor-Based to Anchor-Free

Yu Wang, Qi Zhao, Baihua Zhang, Dingcheng Tian, Ruyi Zhang, Wan Zhong

2024, 1(1): 5. doi: 10.53941/aim.2024.100005

51 Downloaded
224 Viewed
1 Cited
Download PDF
Open AccessArticle
Ultrasonic Image's Annotation Removal: A Self-supervised Noise2Noise Approach

Yuanheng Zhang, Nan Jiang, Zhaoheng Xie, Junying Cao, Yueyang Teng

2024, 1(1): 4. doi: 10.53941/aim.2024.100004

48 Downloaded
159 Viewed
Download PDF
Open AccessArticle
A State-of-the-Art Survey of Deep Learning for Lumbar Spine Image Analysis: X-ray, CT, and MRI

Ruyi Zhang

2024, 1(1): 3. doi: 10.53941/aim.2024.100003

141 Downloaded
514 Viewed
7 Cited
Download PDF
Open AccessReview
A Short Survey on Computer-Aided Diagnosis of Alzheimer's Disease: Unsupervised Learning, Transfer Learning, and Other Machine Learning Methods

Siyuan Lu

2024, 1(1): 2. doi: 10.53941/aim.2024.100002

33 Downloaded
187 Viewed
2 Cited
Download PDF
Open AccessEditorial
AI Medicine: Pioneering the Integration of Artificial Intelligence in Healthcare

Yu-Dong Yao

2024, 1(1): 1. doi: 10.53941/aim.2024.100001

41 Downloaded
145 Viewed
1 Cited
Download PDF