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 150 of 124 papers

TitleStatusHype
COCO-FUNIT: Few-Shot Unsupervised Image Translation with a Content Conditioned Style EncoderCode2
DGFont++: Robust Deformable Generative Networks for Unsupervised Font GenerationCode2
Unsupervised Cross-Domain Image GenerationCode2
Learning to generate line drawings that convey geometry and semanticsCode2
Rethinking the Truly Unsupervised Image-to-Image TranslationCode1
SPatchGAN: A Statistical Feature Based Discriminator for Unsupervised Image-to-Image TranslationCode1
Dual Contrastive Learning for Unsupervised Image-to-Image TranslationCode1
Unsupervised Domain Adaptation by BackpropagationCode1
DUNIT: Detection-Based Unsupervised Image-to-Image TranslationCode1
Unsupervised MRI Reconstruction with Generative Adversarial NetworksCode1
Spectral Synthesis for Satellite-to-Satellite TranslationCode1
Multimodal Unsupervised Image-to-Image TranslationCode1
Reusing Discriminators for Encoding: Towards Unsupervised Image-to-Image TranslationCode1
Independent Encoder for Deep Hierarchical Unsupervised Image-to-Image TranslationCode1
Toward Zero-Shot Unsupervised Image-to-Image TranslationCode1
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image TranslationCode1
Structural-analogy from a Single Image PairCode1
TuiGAN: Learning Versatile Image-to-Image Translation with Two Unpaired ImagesCode1
Underwater Image Restoration via Contrastive Learning and a Real-world DatasetCode1
Lifespan Age Transformation SynthesisCode1
Unsupervised Image-to-Image Translation via Pre-trained StyleGAN2 NetworkCode1
Unsupervised Image-to-Image Translation with Generative PriorCode1
Few-Shot Unsupervised Image-to-Image TranslationCode1
The Surprising Effectiveness of Linear Unsupervised Image-to-Image TranslationCode1
Estimating Image Depth in the Comics DomainCode1
A Style-aware Discriminator for Controllable Image TranslationCode1
Unaligned Image-to-Image Translation by Learning to ReweightCode1
Feature Quantization Improves GAN TrainingCode1
Single Underwater Image Restoration by Contrastive LearningCode1
Unsupervised Image-to-Image Translation NetworksCode1
LANIT: Language-Driven Image-to-Image Translation for Unlabeled DataCode1
Adversarial Discriminative Domain AdaptationCode1
StereoGAN: Bridging Synthetic-to-Real Domain Gap by Joint Optimization of Domain Translation and Stereo MatchingCode1
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
Learning to Incorporate Texture Saliency Adaptive Attention to Image CartoonizationCode1
Describe What to Change: A Text-guided Unsupervised Image-to-Image Translation ApproachCode1
Breaking the Cycle - Colleagues Are All You NeedCode1
Separating Content and Style for Unsupervised Image-to-Image TranslationCode0
Cross-Domain Car Detection Using Unsupervised Image-to-Image Translation: From Day to NightCode0
Attention-Guided Generative Adversarial Networks for Unsupervised Image-to-Image TranslationCode0
Estimating the Success of Unsupervised Image to Image TranslationCode0
Domain-knowledge Inspired Pseudo Supervision (DIPS) for Unsupervised Image-to-Image Translation Models to Support Cross-Domain ClassificationCode0
Adversarial Self-Defense for Cycle-Consistent GANsCode0
Refacing: reconstructing anonymized facial features using GANsCode0
Instance-aware Image-to-Image TranslationCode0
InstaGAN: Instance-aware Image-to-Image TranslationCode0
MCMI: Multi-Cycle Image Translation with Mutual Information ConstraintsCode0
Show:102550
← PrevPage 1 of 3Next →

Benchmark Results

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