SOTAVerified

Image-to-Image Translation

Image-to-Image Translation is a task in computer vision and machine learning where the goal is to learn a mapping between an input image and an output image, such that the output image can be used to perform a specific task, such as style transfer, data augmentation, or image restoration.

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

Papers

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Showing 51–100 of 1184 papers

TitleStatusHype
Go With the Flow: Fast Diffusion for Gaussian Mixture Models—0
TryOffAnyone: Tiled Cloth Generation from a Dressed PersonCode3
DAug: Diffusion-based Channel Augmentation for Radiology Image Retrieval and Classification—0
MRNet: Multifaceted Resilient Networks for Medical Image-to-Image Translation—0
Distillation of Diffusion Features for Semantic Correspondence—0
SimuScope: Realistic Endoscopic Synthetic Dataset Generation through Surgical Simulation and Diffusion ModelsCode1
Fréchet Radiomic Distance (FRD): A Versatile Metric for Comparing Medical Imaging DatasetsCode1
cWDM: Conditional Wavelet Diffusion Models for Cross-Modality 3D Medical Image SynthesisCode1
Uncertainty-Aware Regularization for Image-to-Image Translation—0
Learning Modality-Aware Representations: Adaptive Group-wise Interaction Network for Multimodal MRI SynthesisCode0
Latent Schrodinger Bridge: Prompting Latent Diffusion for Fast Unpaired Image-to-Image Translation—0
C-DiffSET: Leveraging Latent Diffusion for SAR-to-EO Image Translation with Confidence-Guided Reliable Object GenerationCode1
Mechanisms of Generative Image-to-Image Translation Networks—0
SAM-I2I: Unleash the Power of Segment Anything Model for Medical Image Translation—0
Scaling Properties of Diffusion Models for Perceptual Tasks—0
Novel View Acoustic Parameter Estimation—0
Consistency Diffusion Bridge ModelsCode2
AdaDiffSR: Adaptive Region-aware Dynamic Acceleration Diffusion Model for Real-World Image Super-Resolution—0
A Wavelet Diffusion GAN for Image Super-Resolution—0
Deep Generative Models for 3D Medical Image Synthesis—0
EBDM: Exemplar-guided Image Translation with Brownian-bridge Diffusion Models—0
DifFRelight: Diffusion-Based Facial Performance Relighting—0
Image Enhancement Based on Histogram-Guided Multiple Transformation Function EstimationCode0
Improving Object Detection via Local-global Contrastive Learning—0
Improving Neural Optimal Transport via Displacement Interpolation—0
PixelShuffler: A Simple Image Translation Through Pixel RearrangementCode1
Scalable Simulation-free Entropic Unbalanced Optimal Transport—0
SinoSynth: A Physics-based Domain Randomization Approach for Generalizable CBCT Image EnhancementCode0
Pix2Next: Leveraging Vision Foundation Models for RGB to NIR Image TranslationCode1
Enhanced Unsupervised Image-to-Image Translation Using Contrastive Learning and Histogram of Oriented Gradients—0
I2I-Galip: Unsupervised Medical Image Translation Using Generative Adversarial CLIPCode0
Image-to-Image Translation Based on Deep Generative Modeling for Radiotherapy Synthetic Dataset Creation—0
CUNSB-RFIE: Context-aware Unpaired Neural Schr"odinger Bridge in Retinal Fundus Image EnhancementCode1
Cross-modality image synthesis from TOF-MRA to CTA using diffusion-based models—0
Embedded Image-to-Image Translation for Efficient Sim-to-Real Transfer in Learning-based Robot-Assisted Soft Manipulation—0
Cross-conditioned Diffusion Model for Medical Image to Image Translation—0
360PanT: Training-Free Text-Driven 360-Degree Panorama-to-Panorama TranslationCode1
Diffusion-Based Image-to-Image Translation by Noise Correction via Prompt Interpolation—0
Multi-scale decomposition of sea surface height snapshots using machine learningCode0
Seed-to-Seed: Image Translation in Diffusion Seed Space—0
CycleGAN with Better Cycles—0
Reliable Multi-modal Medical Image-to-image Translation Independent of Pixel-wise Aligned Data—0
Fashion Image-to-Image Translation for Complementary Item Retrieval—0
FQGA-single: Towards Fewer Training Epochs and Fewer Model Parameters for Image-to-Image Translation Tasks—0
Conditional Brownian Bridge Diffusion Model for VHR SAR to Optical Image TranslationCode1
The Dawn of KAN in Image-to-Image (I2I) Translation: Integrating Kolmogorov-Arnold Networks with GANs for Unpaired I2I TranslationCode1
An Analysis for Image-to-Image Translation and Style Transfer—0
Static IR Drop Prediction with Attention U-Net and Saliency-Based Explainability—0
Advancing H&E-to-IHC Stain Translation in Breast Cancer: A Multi-Magnification and Attention-Based Approach—0
FBSDiff: Plug-and-Play Frequency Band Substitution of Diffusion Features for Highly Controllable Text-Driven Image TranslationCode1
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All datasetsSYNTHIA-to-CityscapesGTAV-to-Cityscapes LabelsCityscapes Labels-to-PhotoADE20K Labels-to-PhotosCOCO-Stuff Labels-to-PhotosADE20K-Outdoor Labels-to-PhotosCelebA-HQCityscapes-to-Foggy Cityscapescat2dogCityscapes Photo-to-LabelsBCIFLIR

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HRDA + PiPamIoU (13 classes)74.8—Unverified
2MICmIoU (13 classes)74—Unverified
3HRDAmIoU (13 classes)72.4—Unverified
4SePiComIoU (13 classes)71.4—Unverified
5CAMix (w DAFormer)mIoU (13 classes)69.2—Unverified
6DAFormer + ProCSTmIoU (13 classes)68.2—Unverified
7DAFormermIoU (13 classes)67.4—Unverified
8TransDA-BmIoU (13 classes)66.3—Unverified
9CPSLmIoU (13 classes)65.3—Unverified
10ProDA+CRAmIoU (13 classes)63.7—Unverified
#ModelMetricClaimedVerifiedStatus
1MICmIoU75.9—Unverified
2HRDA + PiPamIoU75.6—Unverified
3HRDAmIoU73.8—Unverified
4DAFormer + PiPamIoU71.7—Unverified
5SePiComIoU70.3—Unverified
6CAMix (w DAFormer)mIoU70—Unverified
7DAFormer + ProCSTmIoU69.4—Unverified
8DAFormermIoU68.3—Unverified
9TransDA-BmIoU63.9—Unverified
10DDBmIoU62.7—Unverified
#ModelMetricClaimedVerifiedStatus
1DP-SIMS (ConvNext-L)mIoU76.3—Unverified
2DP-GANmIoU73.6—Unverified
3OASISmIoU69.3—Unverified
4SPADE + SESAMEmIoU66—Unverified
5CC-FPSEmIoU65.5—Unverified
6SPADE + FFLmIoU64.2—Unverified
7CC-FPSE-AUGmIoU63.1—Unverified
8SPADEmIoU62.3—Unverified
9SB-GANFID60.39—Unverified
10pix2pixHDmIoU58.3—Unverified
#ModelMetricClaimedVerifiedStatus
1Pix2PixHD-AUGAccuracy77.9—Unverified
2DP-SIMS (ConvNext-L)mIoU54.3—Unverified
3DP-GANmIoU52.7—Unverified
4SCDMmIoU49.4—Unverified
5SPADE + SESAMEmIoU49—Unverified
6OASISmIoU48.8—Unverified
7CC-FPSE-AUGmIoU44—Unverified
8CC-FPSEmIoU43.7—Unverified
9SPADEmIoU38.5—Unverified
10VQGAN+TransformerFID35.5—Unverified
#ModelMetricClaimedVerifiedStatus
1pix2pixHDFID111.5—Unverified
2CRNFID70.4—Unverified
3Pix2PixHD-AUGFID54.2—Unverified
4USIS-WaveletFID28.6—Unverified
5USISFID27.8—Unverified
6SPADEFID22.6—Unverified
7VQGAN+TransformerFID22.4—Unverified
8CC-FPSEFID19.2—Unverified
9CC-FPSE-AUGFID19.1—Unverified
10OASISFID17—Unverified
#ModelMetricClaimedVerifiedStatus
1CoCosNetFID42.4—Unverified
2DP-GANmIoU40.4—Unverified
3OASISmIoU40.4—Unverified
4SPADEmIoU30.8—Unverified
5pix2pixHDmIoU17.4—Unverified
6CRNmIoU16.5—Unverified
7SIMSmIoU13.1—Unverified
#ModelMetricClaimedVerifiedStatus
1EGSDEFID30.61—Unverified
2PonoSPadaINFID23.8—Unverified
3PHStarGANv2 n=3FID16.63—Unverified
4PHStarGANv2 n=4FID16.54—Unverified
5CoCosNetFID14.3—Unverified
6StarGAN v2FID13.73—Unverified
#ModelMetricClaimedVerifiedStatus
1MICmAP47.6—Unverified
2SSA-DAmAP42.5—Unverified
3MCARmAP38.8—Unverified
4Progressive Domain AdaptationmAP36.9—Unverified
5Diversify & MatchmAP34.6—Unverified
6FRCNN in the wildmAP27.6—Unverified
#ModelMetricClaimedVerifiedStatus
1CouncilGANDFID172.5—Unverified
2DRIT++DFID160.1—Unverified
3StarGANv2DFID53.6—Unverified
4GNRDFID26.1—Unverified
5U-GAT-ITKernel Inception Distance7.07—Unverified
#ModelMetricClaimedVerifiedStatus
1pix2pixClass IOU0.32—Unverified
2CycleGANClass IOU0.16—Unverified
3CoGANClass IOU0.08—Unverified
4SimGANClass IOU0.07—Unverified
5BiGANClass IOU0.07—Unverified
#ModelMetricClaimedVerifiedStatus
1pyramidpix2pixAverage PSNR21.16—Unverified
2pix2pixHDAverage PSNR19.63—Unverified
3pix2pixAverage PSNR19.33—Unverified
4cycleGANAverage PSNR16.2—Unverified
#ModelMetricClaimedVerifiedStatus
1Pix2NextPSNR23.45—Unverified
2IRFormerPSNR17.74—Unverified
3BCIPSNR11.14—Unverified
4pix2pixPSNR4.19—Unverified
#ModelMetricClaimedVerifiedStatus
1CycleGANFrechet Inception Distance89.7—Unverified
2PoL (CycleGAN)Frechet Inception Distance53—Unverified
3CycleGANASFrechet Inception Distance38.06—Unverified
4U-GAT-ITKernel Inception Distance7.06—Unverified
#ModelMetricClaimedVerifiedStatus
1pyramidpix2pixPSNR12.19—Unverified
2cycleGANPSNR11.22—Unverified
3pix2pixHDPSNR11.16—Unverified
4pix2pixPSNR10.77—Unverified
#ModelMetricClaimedVerifiedStatus
1IcGANClassification Error8.07—Unverified
2CycleGANClassification Error5.99—Unverified
3DIAClassification Error4.1—Unverified
4StarGANClassification Error2.12—Unverified
#ModelMetricClaimedVerifiedStatus
1DRIT++DFID94.6—Unverified
2StarGANv2DFID83—Unverified
3CouncilGANDFID56.2—Unverified
4GNRDFID35.6—Unverified
#ModelMetricClaimedVerifiedStatus
1PoL (CycleGAN)Frechet Inception Distance152.7—Unverified
2CycleGANFrechet Inception Distance151.4—Unverified
3U-GAT-ITKernel Inception Distance4.28—Unverified
#ModelMetricClaimedVerifiedStatus
1CycleGANFrechet Inception Distance163.4—Unverified
2PoL (CycleGAN)Frechet Inception Distance134.4—Unverified
3U-GAT-ITKernel Inception Distance5.61—Unverified
#ModelMetricClaimedVerifiedStatus
1PoL (CycleGAN)Frechet Inception Distance112.3—Unverified
2CycleGANFrechet Inception Distance110.5—Unverified
3U-GAT-ITKernel Inception Distance7.47—Unverified
#ModelMetricClaimedVerifiedStatus
1cGANClass IOU0.26—Unverified
2DualGANClass IOU0.09—Unverified
#ModelMetricClaimedVerifiedStatus
1StarGAN v2LPIPS0.52—Unverified
2LPIPS0.12—Unverified
#ModelMetricClaimedVerifiedStatus
1U-GAT-ITKernel Inception Distance11.52—Unverified
2FQ-GANKernel Inception Distance10.23—Unverified
#ModelMetricClaimedVerifiedStatus
1CoCosNetFID14.4—Unverified
2INADEFID9.97—Unverified
#ModelMetricClaimedVerifiedStatus
1InstaGANclassification score78.1—Unverified
2CycleGANclassification score59.4—Unverified
#ModelMetricClaimedVerifiedStatus
1U-GAT-ITKernel Inception Distance11.61—Unverified
2FQ-GANKernel Inception Distance11.4—Unverified
#ModelMetricClaimedVerifiedStatus
1CyCADAmIoU63.3—Unverified
2FCNs in the wildmIoU59.6—Unverified
#ModelMetricClaimedVerifiedStatus
1hi10 way 1~2 shot457—Unverified
#ModelMetricClaimedVerifiedStatus
1SB-GANFID48.15—Unverified
#ModelMetricClaimedVerifiedStatus
1EGSDEFID51.04—Unverified
#ModelMetricClaimedVerifiedStatus
1EGSDEFID50.43—Unverified
#ModelMetricClaimedVerifiedStatus
1Shared discriminator GANKernel Inception Distance4.4—Unverified
#ModelMetricClaimedVerifiedStatus
1ResViTPSNR26.9—Unverified
#ModelMetricClaimedVerifiedStatus
1U-GAT-ITKernel Inception Distance8.15—Unverified
#ModelMetricClaimedVerifiedStatus
1SynDiffPSNR30.42—Unverified
#ModelMetricClaimedVerifiedStatus
1SRNetAverage PSNR21.12—Unverified
#ModelMetricClaimedVerifiedStatus
1U-GAT-ITKernel Inception Distance1.79—Unverified
#ModelMetricClaimedVerifiedStatus
1U-GAT-ITKernel Inception Distance1.69—Unverified
#ModelMetricClaimedVerifiedStatus
1Shared discriminator GANKernel Inception Distance5.8—Unverified