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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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 21–30 of 78 papers

Title	Date	Tasks	Status	Hype	Score
Explainable Diabetic Retinopathy Detection and Retinal Image Generation	Jul 1, 2021	Data AugmentationDiabetic Retinopathy Detection	CodeCode Available	1	5
Medical diffusion on a budget: Textual Inversion for medical image generation	Mar 23, 2023	Diagnosticdomain classification	CodeCode Available	1	5
Overcoming Barriers to Data Sharing with Medical Image Generation: A Comprehensive Evaluation	Nov 29, 2020	Computed Tomography (CT)Image Generation	CodeCode Available	1	5
Vision-Language Synthetic Data Enhances Echocardiography Downstream Tasks	Mar 28, 2024	Image GenerationMedical Image Generation	CodeCode Available	1	5
Generation of Artificial CT Images using Patch-based Conditional Generative Adversarial Networks	May 19, 2022	Computed Tomography (CT)Data Augmentation	CodeCode Available	0	5
Devil is in Details: Locality-Aware 3D Abdominal CT Volume Generation for Self-Supervised Organ Segmentation	Sep 30, 2024	Image GenerationMedical Image Analysis	CodeCode Available	0	5
GAN-GA: A Generative Model based on Genetic Algorithm for Medical Image Generation	Dec 30, 2023	Data AugmentationDiversity	CodeCode Available	0	5
GANetic Loss for Generative Adversarial Networks with a Focus on Medical Applications	Jun 7, 2024	Anomaly DetectionImage Generation	CodeCode Available	0	5
FedCAR: Cross-client Adaptive Re-weighting for Generative Models in Federated Learning	Dec 16, 2024	Federated LearningImage Generation	CodeCode Available	0	5
On Differentially Private 3D Medical Image Synthesis with Controllable Latent Diffusion Models	Jul 23, 2024	Image GenerationMedical Image Generation	CodeCode Available	0	5

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All datasets ACDC SLIVER07 ChestXray14 1024x1024 ChestX-ray14 Chest X-Ray Images (Pneumonia)

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	StyleGAN	FID	24.74	—	Unverified
2	StyleGAN2 with DiffAugment	FID	21.42	—	Unverified
3	StyleGAN2-ADA	FID	21.17	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	StyleGAN	FID	29.06	—	Unverified
2	StyleGAN2-ADA	FID	10.78	—	Unverified
3	StyleGAN2 with DiffAugment	FID	4.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Progressive Growing GAN	FID	8.02	—	Unverified
2	StyleGAN2-ADA	FID	3.52	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	StyleGAN2 with DiffAugment	FID	3.07	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DCGAN	Frechet Inception Distance	1.29	—	Unverified