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
A Style-aware Discriminator for Controllable Image TranslationCode1
Multimodal Unsupervised Image-to-Image TranslationCode1
Feature Quantization Improves GAN TrainingCode1
Single Underwater Image Restoration by Contrastive LearningCode1
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image TranslationCode1
The Surprising Effectiveness of Linear Unsupervised Image-to-Image TranslationCode1
Adversarial Discriminative Domain AdaptationCode1
Rethinking the Truly Unsupervised Image-to-Image TranslationCode1
GANHopper: Multi-Hop GAN for Unsupervised Image-to-Image TranslationCode1
Deep Learning-Assisted Co-registration of Full-Spectral Autofluorescence Lifetime Microscopic Images with H&E-Stained Histology ImagesCode1
GP-UNIT: Generative Prior for Versatile Unsupervised Image-to-Image TranslationCode1
Breaking the cycle -- Colleagues are all you needCode1
Spectral Synthesis for Satellite-to-Satellite TranslationCode1
Unsupervised Image-to-Image Translation NetworksCode1
Breaking the Cycle - Colleagues Are All You NeedCode1
Federated CycleGAN for Privacy-Preserving Image-to-Image Translation0
Federated Contrastive Learning for Privacy-Preserving Unpaired Image-to-Image Translation0
Adversarial Wear and Tear: Exploiting Natural Damage for Generating Physical-World Adversarial Examples0
Exemplar Guided Unsupervised Image-to-Image Translation with Semantic Consistency0
Contrastive Learning for Unsupervised Image-to-Image Translation0
Minimal Geometry-Distortion Constraint for Unsupervised Image-to-Image Translation0
Combining Noise-to-Image and Image-to-Image GANs: Brain MR Image Augmentation for Tumor Detection0
Latent Filter Scaling for Multimodal Unsupervised Image-to-Image Translation0
Joint haze image synthesis and dehazing with mmd-vae losses0
Enhanced Unsupervised Image-to-Image Translation Using Contrastive Learning and Histogram of Oriented Gradients0
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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