SOTAVerified

Unsupervised Image-To-Image Translation

Unsupervised image-to-image translation is the task of doing image-to-image translation without ground truth image-to-image pairings.

( Image credit: Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks )

Papers

Showing 2650 of 124 papers

TitleStatusHype
Leveraging in-domain supervision for unsupervised image-to-image translation tasks via multi-stream generators0
Unsupervised Image to Image Translation for Multiple Retinal Pathology Synthesis in Optical Coherence Tomography Scans0
Disentangled Unsupervised Image Translation via Restricted Information Flow0
Separating Content and Style for Unsupervised Image-to-Image TranslationCode0
Estimating Image Depth in the Comics DomainCode1
Federated Contrastive Learning for Privacy-Preserving Unpaired Image-to-Image Translation0
Unaligned Image-to-Image Translation by Learning to ReweightCode1
Mutually improved endoscopic image synthesis and landmark detection in unpaired image-to-image translationCode0
Independent Encoder for Deep Hierarchical Unsupervised Image-to-Image TranslationCode1
Mutual-GAN: Towards Unsupervised Cross-Weather Adaptation with Mutual Information Constraint0
Underwater Image Restoration via Contrastive Learning and a Real-world DatasetCode1
Federated CycleGAN for Privacy-Preserving Image-to-Image Translation0
Smoothing the Disentangled Latent Style Space for Unsupervised Image-to-Image Translation0
Few-Shot Unsupervised Image-to-Image Translation on complex scenes0
Contrastive Learning for Unsupervised Image-to-Image Translation0
Dual Contrastive Learning for Unsupervised Image-to-Image TranslationCode1
Memory-guided Unsupervised Image-to-image Translation0
SPatchGAN: A Statistical Feature Based Discriminator for Unsupervised Image-to-Image TranslationCode1
Single Underwater Image Restoration by Contrastive LearningCode1
Learning Cycle-Consistent Cooperative Networks via Alternating MCMC Teaching for Unsupervised Cross-Domain Translation0
Learning Unsupervised Cross-domain Image-to-Image Translation Using a Shared DiscriminatorCode0
Six-channel Image Representation for Cross-domain Object Detection0
Learning Energy-Based Generative Models via Coarse-to-Fine Expanding and Sampling0
Minimal Geometry-Distortion Constraint for Unsupervised Image-to-Image Translation0
Spectral Synthesis for Satellite-to-Satellite TranslationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CyCADA pixel+featClassification Accuracy90.4Unverified
2DTNClassification Accuracy84.4Unverified
3ADDAClassification Accuracy76Unverified
4DANNClassification Accuracy73.6Unverified
#ModelMetricClaimedVerifiedStatus
1In2IPSNR21.65Unverified
2cycGANPSNR18.57Unverified
3UNITPSNR9.42Unverified