Links & Resources

Research Topics & References

Image Recognition
Classification & General
Object Detection
Segmentation
Resources & Companies
Datasets
Model Libraries
Large Language Models
Key Researchers
LLM Platforms & Tools
Research Organizations
Open Models
Fine-tuning Resources
Evaluation
AI Agents
Key Researchers
Platforms & Frameworks
Tools & Libraries
GitHub Agents & Tools
Research Frameworks
Recent Publications
Evolutionary Computation
Genetic Algorithms & Programming
Multi-Objective Optimization
Estimation of Distribution
Evolutionary Strategies
Evolutionary Applications
Tools & Libraries
Conferences & Journals
Electromagnetism
Key Researchers
Applications
Resources
Tabu Search
Key Researchers
Applications
Resources
Vehicle Routing Problem (VRP)
Scheduling
Other Algorithms
GRASP
Particle Swarm Optimization

Research Databases & Archives

Public Medical Imaging Datasets
Dataset Description Modality Link
MIMIC-CXR Large dataset of chest X-rays from Beth Israel Deaconess Medical Center X-ray Access
UK Biobank Large prospective epidemiological study with imaging data Various Access
ADNI Alzheimer's Disease Neuroimaging Initiative MRI Access
TCIA The Cancer Imaging Archive Various Access
MESSIDOR Methods to evaluate segmentation and indexing techniques in the field of retinal ophthalmology Retinal images Access
Research Paper Repositories
arXiv

Open-access archive for scholarly articles in physics, mathematics, computer science, and more.

Browse Papers
PubMed Central

Free digital repository of full-text biomedical and life sciences journal literature.

Browse Papers
IEEE Xplore

Digital library of IEEE journals, conference proceedings, and standards.

Browse Papers
Key Conferences
Medical Imaging & AI Conferences
AI & Computer Science Conferences

AI & Research Tools

Deep Learning Frameworks
PyTorch

Open source machine learning framework based on the Torch library

Website
TensorFlow

Google's open source platform for machine learning

Website
Keras

High-level neural networks API, built on TensorFlow

Website
JAX

Autograd and XLA for high-performance machine learning research

GitHub
Medical Imaging Libraries
MONAI

Medical Open Network for AI

PyTorch-based framework for deep learning in healthcare imaging. Provides domain-optimized foundational capabilities.

Website GitHub
NiBabel

Neuroimaging I/O Library

Python package for reading and writing neuroimaging data formats, including DICOM, NIfTI, MINC, and more.

Website GitHub
ITK

Insight Segmentation and Registration Toolkit

Open-source software toolkit for image analysis, particularly useful for medical image processing and segmentation.

Website GitHub
Our Lab's Open Source Tools
CardiacNet
v2.3.0

Deep learning framework for cardiac image segmentation and analysis. Includes pre-trained models for echocardiogram and cardiac MRI processing.

GitHub Download
RetinaVision
v1.5.2

Toolkit for retinal image analysis, including vessel segmentation, optic disc/cup detection, and disease classification algorithms.

GitHub Download
Additional Research Tools
Jupyter Notebook

Web-based interactive computing platform for data science and research

Website
Weights & Biases

Tool for tracking machine learning experiments and model development

Website
MLflow

Platform for managing the machine learning lifecycle

Website