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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
Skin Lesion Synthesis with Generative Adversarial Networks	Feb 8, 2019	Cancer ClassificationGeneral Classification	CodeCode Available	1
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
Generative Adversarial Network in Medical Imaging: A Review	Sep 19, 2018	Data AugmentationDomain Adaptation	CodeCode Available	2
Medical Image Synthesis for Data Augmentation and Anonymization using Generative Adversarial Networks	Jul 26, 2018	Data AugmentationDiversity	—Unverified	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
NiftyNet: a deep-learning platform for medical imaging	Sep 11, 2017	Data AugmentationDeep Learning	CodeCode Available	1
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