Browse > Computer Vision > Image-to-Image Translation > Unsupervised Image-To-Image Translation

Unsupervised Image-To-Image Translation

19 papers with code · Computer Vision

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

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Latest papers with code

LiDAR Sensor modeling and Data augmentation with GANs for Autonomous driving

17 May 2019ahmadelsallab/lidargan

Simulators are often used for data augmentation, which requires realistic sensor models that are hard to formulate and model in closed forms.

AUTONOMOUS DRIVING DATA AUGMENTATION SENSOR MODELING

1
17 May 2019

Few-Shot Unsupervised Image-to-Image Translation

5 May 2019NVlabs/FUNIT

Unsupervised image-to-image translation methods learn to map images in a given class to an analogous image in a different class, drawing on unstructured (non-registered) datasets of images.

UNSUPERVISED IMAGE-TO-IMAGE TRANSLATION

710
05 May 2019

Instance-aware Image-to-Image Translation

ICLR 2019 sangwoomo/instagan

Unsupervised image-to-image translation has gained considerable attention due to the recent impressive progress based on generative adversarial networks (GANs).

SEMANTIC SEGMENTATION UNSUPERVISED IMAGE-TO-IMAGE TRANSLATION

563
01 May 2019

InstaGAN: Instance-aware Image-to-Image Translation

28 Dec 2018sangwoomo/instagan

Our comparative evaluation demonstrates the effectiveness of the proposed method on different image datasets, in particular, in the aforementioned challenging cases.

SEMANTIC SEGMENTATION UNSUPERVISED IMAGE-TO-IMAGE TRANSLATION

563
28 Dec 2018

Unsupervised Attention-guided Image-to-Image Translation

NeurIPS 2018 AlamiMejjati/Unsupervised-Attention-guided-Image-to-Image-Translation

Current unsupervised image-to-image translation techniques struggle to focus their attention on individual objects without altering the background or the way multiple objects interact within a scene.

UNSUPERVISED IMAGE-TO-IMAGE TRANSLATION

174
01 Dec 2018

Improving Shape Deformation in Unsupervised Image-to-Image Translation

ECCV 2018 brownvc/ganimorph

Unsupervised image-to-image translation techniques are able to map local texture between two domains, but they are typically unsuccessful when the domains require larger shape change.

SEMANTIC SEGMENTATION UNSUPERVISED IMAGE-TO-IMAGE TRANSLATION

70
13 Aug 2018

One-Shot Unsupervised Cross Domain Translation

NeurIPS 2018 sagiebenaim/OneShotTranslation

Given a single image x from domain A and a set of images from domain B, our task is to generate the analogous of x in B.

ONE SHOT IMAGE TO IMAGE TRANSLATION ZERO-SHOT LEARNING

116
15 Jun 2018

Unsupervised Attention-guided Image to Image Translation

6 Jun 2018AlamiMejjati/Unsupervised-Attention-guided-Image-to-Image-Translation

Current unsupervised image-to-image translation techniques struggle to focus their attention on individual objects without altering the background or the way multiple objects interact within a scene.

UNSUPERVISED IMAGE-TO-IMAGE TRANSLATION

174
06 Jun 2018

Multimodal Unsupervised Image-to-Image Translation

ECCV 2018 nvlabs/MUNIT

To translate an image to another domain, we recombine its content code with a random style code sampled from the style space of the target domain.

MULTIMODAL UNSUPERVISED IMAGE-TO-IMAGE TRANSLATION UNSUPERVISED IMAGE-TO-IMAGE TRANSLATION

1,586
12 Apr 2018