SOTAVerified

Medical Image Generation

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

( Image credit: Towards Adversarial Retinal Image Synthesis )

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 of 78 papers

TitleStatusHype
Anatomically-Controllable Medical Image Generation with Segmentation-Guided Diffusion ModelsCode3
Soft Masked Mamba Diffusion Model for CT to MRI ConversionCode2
WDM: 3D Wavelet Diffusion Models for High-Resolution Medical Image SynthesisCode2
Medical Diffusion: Denoising Diffusion Probabilistic Models for 3D Medical Image GenerationCode2
BCI: Breast Cancer Immunohistochemical Image Generation through Pyramid Pix2pixCode2
Generative Adversarial Network in Medical Imaging: A ReviewCode2
Latent Diffusion Autoencoders: Toward Efficient and Meaningful Unsupervised Representation Learning in Medical ImagingCode1
MRGen: Diffusion-based Controllable Data Engine for MRI Segmentation towards Unannotated ModalitiesCode1
Data-Efficient Unsupervised Interpolation Without Any Intermediate Frame for 4D Medical ImagesCode1
Vision-Language Synthetic Data Enhances Echocardiography Downstream TasksCode1
Feature Extraction for Generative Medical Imaging Evaluation: New Evidence Against an Evolving TrendCode1
UWAT-GAN: Fundus Fluorescein Angiography Synthesis via Ultra-wide-angle Transformation Multi-scale GANCode1
GenerateCT: Text-Conditional Generation of 3D Chest CT VolumesCode1
Medical diffusion on a budget: Textual Inversion for medical image generationCode1
SADM: Sequence-Aware Diffusion Model for Longitudinal Medical Image GenerationCode1
Diffusion Deformable Model for 4D Temporal Medical Image GenerationCode1
Correction of out-of-focus microscopic images by deep learningCode1
Explainable Diabetic Retinopathy Detection and Retinal Image GenerationCode1
Overcoming Barriers to Data Sharing with Medical Image Generation: A Comprehensive EvaluationCode1
MammoGANesis: Controlled Generation of High-Resolution Mammograms for Radiology EducationCode1
Evaluating the Clinical Realism of Synthetic Chest X-Rays Generated Using Progressively Growing GANsCode1
Melanoma Detection using Adversarial Training and Deep Transfer LearningCode1
Skin Lesion Synthesis with Generative Adversarial NetworksCode1
NiftyNet: a deep-learning platform for medical imagingCode1
Pixel Perfect MegaMed: A Megapixel-Scale Vision-Language Foundation Model for Generating High Resolution Medical Images—0
Med-Art: Diffusion Transformer for 2D Medical Text-to-Image Generation—0
Metrics that matter: Evaluating image quality metrics for medical image generationCode0
Causal Disentanglement for Robust Long-tail Medical Image Generation—0
seg2med: a bridge from artificial anatomy to multimodal medical images—0
Language-Guided Trajectory Traversal in Disentangled Stable Diffusion Latent Space for Factorized Medical Image Generation—0
Towards Interpretable Counterfactual Generation via Multimodal Autoregression—0
RL4Med-DDPO: Reinforcement Learning for Controlled Guidance Towards Diverse Medical Image Generation using Vision-Language Foundation Models—0
RELICT: A Replica Detection Framework for Medical Image GenerationCode0
Diffusion-Based Approaches in Medical Image Generation and Analysis—0
3D MedDiffusion: A 3D Medical Diffusion Model for Controllable and High-quality Medical Image Generation—0
FedCAR: Cross-client Adaptive Re-weighting for Generative Models in Federated LearningCode0
IMPROVE: Improving Medical Plausibility without Reliance on HumanValidation -- An Enhanced Prototype-Guided Diffusion Framework—0
Mediffusion: Joint Diffusion for Self-Explainable Semi-Supervised Classification and Medical Image Generation—0
Exploring Variational Autoencoders for Medical Image Generation: A Comprehensive Study—0
Conditional Diffusion Model for Longitudinal Medical Image Generation—0
Clinical Evaluation of Medical Image Synthesis: A Case Study in Wireless Capsule Endoscopy—0
Evaluating Utility of Memory Efficient Medical Image Generation: A Study on Lung Nodule Segmentation—0
RadGazeGen: Radiomics and Gaze-guided Medical Image Generation using Diffusion Models—0
Devil is in Details: Locality-Aware 3D Abdominal CT Volume Generation for Self-Supervised Organ SegmentationCode0
Introducing SDICE: An Index for Assessing Diversity of Synthetic Medical Datasets—0
Kvasir-VQA: A Text-Image Pair GI Tract DatasetCode0
MedDiT: A Knowledge-Controlled Diffusion Transformer Framework for Dynamic Medical Image Generation in Virtual Simulated Patient—0
On Differentially Private 3D Medical Image Synthesis with Controllable Latent Diffusion ModelsCode0
Enhancing Label-efficient Medical Image Segmentation with Text-guided Diffusion Models—0
Rapid Review of Generative AI in Smart Medical Applications—0
Show:102550
← PrevPage 1 of 2Next →
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