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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 71–78 of 78 papers

Title	Date	Tasks	Status	Hype
Kvasir-VQA: A Text-Image Pair GI Tract Dataset	Sep 2, 2024	Image CaptioningImage Generation	CodeCode Available	0
Image Translation for Medical Image Generation -- Ischemic Stroke Lesions	Oct 5, 2020	Data AugmentationGenerative Adversarial Network	CodeCode Available	0
On Differentially Private 3D Medical Image Synthesis with Controllable Latent Diffusion Models	Jul 23, 2024	Image GenerationMedical Image Generation	CodeCode Available	0
Generative Adversarial Networks for Image-to-Image Translation on Multi-Contrast MR Images - A Comparison of CycleGAN and UNIT	Jun 20, 2018	Computed Tomography (CT)Image-to-Image Translation	CodeCode Available	0
FedCAR: Cross-client Adaptive Re-weighting for Generative Models in Federated Learning	Dec 16, 2024	Federated LearningImage Generation	CodeCode Available	0
PnP-AdaNet: Plug-and-Play Adversarial Domain Adaptation Network with a Benchmark at Cross-modality Cardiac Segmentation	Dec 19, 2018	Cardiac SegmentationDomain Adaptation	CodeCode Available	0
Synthetic Medical Images from Dual Generative Adversarial Networks	Sep 6, 2017	image-classificationImage Classification	CodeCode Available	0
Towards Adversarial Retinal Image Synthesis	Jan 31, 2017	AnatomyImage Generation	CodeCode Available	0

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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