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Medical Image Generation

Medical image generation is the task of synthesising new medical images.

( Image credit: Towards Adversarial Retinal Image Synthesis )

Papers

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Showing 1–50 of 78 papers

TitleStatusHype
Anatomically-Controllable Medical Image Generation with Segmentation-Guided Diffusion ModelsCode3
Medical Diffusion: Denoising Diffusion Probabilistic Models for 3D Medical Image GenerationCode2
Generative Adversarial Network in Medical Imaging: A ReviewCode2
WDM: 3D Wavelet Diffusion Models for High-Resolution Medical Image SynthesisCode2
Soft Masked Mamba Diffusion Model for CT to MRI ConversionCode2
BCI: Breast Cancer Immunohistochemical Image Generation through Pyramid Pix2pixCode2
NiftyNet: a deep-learning platform for medical imagingCode1
Feature Extraction for Generative Medical Imaging Evaluation: New Evidence Against an Evolving TrendCode1
Diffusion Deformable Model for 4D Temporal Medical Image GenerationCode1
MRGen: Diffusion-based Controllable Data Engine for MRI Segmentation towards Unannotated ModalitiesCode1
Correction of out-of-focus microscopic images by deep learningCode1
Latent Diffusion Autoencoders: Toward Efficient and Meaningful Unsupervised Representation Learning in Medical ImagingCode1
MammoGANesis: Controlled Generation of High-Resolution Mammograms for Radiology EducationCode1
Explainable Diabetic Retinopathy Detection and Retinal Image GenerationCode1
Medical diffusion on a budget: Textual Inversion for medical image generationCode1
Data-Efficient Unsupervised Interpolation Without Any Intermediate Frame for 4D Medical ImagesCode1
Evaluating the Clinical Realism of Synthetic Chest X-Rays Generated Using Progressively Growing GANsCode1
Skin Lesion Synthesis with Generative Adversarial NetworksCode1
Melanoma Detection using Adversarial Training and Deep Transfer LearningCode1
UWAT-GAN: Fundus Fluorescein Angiography Synthesis via Ultra-wide-angle Transformation Multi-scale GANCode1
GenerateCT: Text-Conditional Generation of 3D Chest CT VolumesCode1
SADM: Sequence-Aware Diffusion Model for Longitudinal Medical Image GenerationCode1
Overcoming Barriers to Data Sharing with Medical Image Generation: A Comprehensive EvaluationCode1
Vision-Language Synthetic Data Enhances Echocardiography Downstream TasksCode1
Mediffusion: Joint Diffusion for Self-Explainable Semi-Supervised Classification and Medical Image Generation—0
Evaluating the Performance of StyleGAN2-ADA on Medical Images—0
An Ordinal Diffusion Model for Generating Medical Images with Different Severity Levels—0
BiomedJourney: Counterfactual Biomedical Image Generation by Instruction-Learning from Multimodal Patient Journeys—0
Causal Disentanglement for Robust Long-tail Medical Image Generation—0
Clinical Evaluation of Medical Image Synthesis: A Case Study in Wireless Capsule Endoscopy—0
Conditional Diffusion Model for Longitudinal Medical Image Generation—0
Conditional Generation of Medical Images via Disentangled Adversarial Inference—0
Current State of Community-Driven Radiological AI Deployment in Medical Imaging—0
Diffusion-Based Approaches in Medical Image Generation and Analysis—0
Enhancing Label-efficient Medical Image Segmentation with Text-guided Diffusion Models—0
3D MedDiffusion: A 3D Medical Diffusion Model for Controllable and High-quality Medical Image Generation—0
Evaluating Utility of Memory Efficient Medical Image Generation: A Study on Lung Nodule Segmentation—0
Evaluation of Deep Convolutional Generative Adversarial Networks for data augmentation of chest X-ray images—0
Exploring Variational Autoencoders for Medical Image Generation: A Comprehensive Study—0
GANs for Medical Image Synthesis: An Empirical Study—0
High-Quality Medical Image Generation from Free-hand Sketch—0
IMPROVE: Improving Medical Plausibility without Reliance on HumanValidation -- An Enhanced Prototype-Guided Diffusion Framework—0
Inflating 2D Convolution Weights for Efficient Generation of 3D Medical Images—0
Introducing SDICE: An Index for Assessing Diversity of Synthetic Medical Datasets—0
Language-Guided Trajectory Traversal in Disentangled Stable Diffusion Latent Space for Factorized Medical Image Generation—0
Med-Art: Diffusion Transformer for 2D Medical Text-to-Image Generation—0
MedDiT: A Knowledge-Controlled Diffusion Transformer Framework for Dynamic Medical Image Generation in Virtual Simulated Patient—0
Medical Image Generation using Generative Adversarial Networks—0
Medical Image Synthesis for Data Augmentation and Anonymization using Generative Adversarial Networks—0
Pixel Perfect MegaMed: A Megapixel-Scale Vision-Language Foundation Model for Generating High Resolution Medical Images—0
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All datasetsACDCSLIVER07ChestXray14 1024x1024ChestX-ray14Chest X-Ray Images (Pneumonia)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1StyleGANFID24.74—Unverified
2StyleGAN2 with DiffAugmentFID21.42—Unverified
3StyleGAN2-ADAFID21.17—Unverified
#ModelMetricClaimedVerifiedStatus
1StyleGANFID29.06—Unverified
2StyleGAN2-ADAFID10.78—Unverified
3StyleGAN2 with DiffAugmentFID4.62—Unverified
#ModelMetricClaimedVerifiedStatus
1Progressive Growing GANFID8.02—Unverified
2StyleGAN2-ADAFID3.52—Unverified
#ModelMetricClaimedVerifiedStatus
1StyleGAN2 with DiffAugmentFID3.07—Unverified
#ModelMetricClaimedVerifiedStatus
1DCGANFrechet Inception Distance1.29—Unverified