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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 of 124 papers

TitleStatusHype
Multi-Platform Methane Plume Detection via Model and Domain Adaptation—0
Adversarial Wear and Tear: Exploiting Natural Damage for Generating Physical-World Adversarial Examples—0
Semantically Robust Unsupervised Image Translation for Paired Remote Sensing Images—0
Unpaired Image-to-Image Translation with Content Preserving Perspective: A Review—0
Enhanced Unsupervised Image-to-Image Translation Using Contrastive Learning and Histogram of Oriented Gradients—0
Image-to-Image Translation Based on Deep Generative Modeling for Radiotherapy Synthetic Dataset Creation—0
Dense Multitask Learning to Reconfigure Comics—0
GP-UNIT: Generative Prior for Versatile Unsupervised Image-to-Image TranslationCode1
Variational Bayesian Framework for Advanced Image Generation with Domain-Related Variables—0
Wavelet-based Unsupervised Label-to-Image TranslationCode0
Multi-cropping Contrastive Learning and Domain Consistency for Unsupervised Image-to-Image Translation—0
Domain-knowledge Inspired Pseudo Supervision (DIPS) for Unsupervised Image-to-Image Translation Models to Support Cross-Domain ClassificationCode0
Standardized CycleGAN training for unsupervised stain adaptation in invasive carcinoma classification for breast histopathology—0
Self-FuseNet: Data Free Unsupervised Remote Sensing Image Super-Resolution—0
Augmenting Ego-Vehicle for Traffic Near-Miss and Accident Classification Dataset using Manipulating Conditional Style TranslationCode0
DGFont++: Robust Deformable Generative Networks for Unsupervised Font GenerationCode2
A Framework for Generalizing Critical Heat Flux Detection Models Using Unsupervised Image-to-Image Translation—0
LANIT: Language-Driven Image-to-Image Translation for Unlabeled DataCode1
Learning to Incorporate Texture Saliency Adaptive Attention to Image CartoonizationCode1
Unsupervised Image-to-Image Translation with Generative PriorCode1
A Style-aware Discriminator for Controllable Image TranslationCode1
Learning to generate line drawings that convey geometry and semanticsCode2
Deep Learning-Assisted Co-registration of Full-Spectral Autofluorescence Lifetime Microscopic Images with H&E-Stained Histology ImagesCode1
Multi-domain Unsupervised Image-to-Image Translation with Appearance Adaptive Convolution—0
Self-Supervised Dense Consistency Regularization for Image-to-Image Translation—0
Leveraging in-domain supervision for unsupervised image-to-image translation tasks via multi-stream generators—0
Unsupervised Image to Image Translation for Multiple Retinal Pathology Synthesis in Optical Coherence Tomography Scans—0
Disentangled Unsupervised Image Translation via Restricted Information Flow—0
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 Translation—0
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 Constraint—0
Underwater Image Restoration via Contrastive Learning and a Real-world DatasetCode1
Federated CycleGAN for Privacy-Preserving Image-to-Image Translation—0
Smoothing the Disentangled Latent Style Space for Unsupervised Image-to-Image Translation—0
Few-Shot Unsupervised Image-to-Image Translation on complex scenes—0
Contrastive Learning for Unsupervised Image-to-Image Translation—0
Dual Contrastive Learning for Unsupervised Image-to-Image TranslationCode1
Memory-guided Unsupervised Image-to-image Translation—0
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 Translation—0
Learning Unsupervised Cross-domain Image-to-Image Translation Using a Shared DiscriminatorCode0
Six-channel Image Representation for Cross-domain Object Detection—0
Learning Energy-Based Generative Models via Coarse-to-Fine Expanding and Sampling—0
Minimal Geometry-Distortion Constraint for Unsupervised Image-to-Image Translation—0
Spectral Synthesis for Satellite-to-Satellite TranslationCode1
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All datasetsSVNH-to-MNISTFreiburg Forest Dataset

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CyCADA pixel+featClassification Accuracy90.4—Unverified
2DTNClassification Accuracy84.4—Unverified
3ADDAClassification Accuracy76—Unverified
4DANNClassification Accuracy73.6—Unverified
#ModelMetricClaimedVerifiedStatus
1In2IPSNR21.65—Unverified
2cycGANPSNR18.57—Unverified
3UNITPSNR9.42—Unverified