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This work introduces Ui2i, a novel model for unpaired image-to-image translation, trained on content-wise unpaired datasets to enable style transfer across domains while preserving content. Building on CycleGAN, Ui2i incorporates key…

For a unified analysis of medical images from different modalities, data harmonization using image-to-image (I2I) translation is desired. We study this problem employing an optical coherence tomography (OCT) data set of Spectralis-OCT and…

Image and Video Processing · Electrical Eng. & Systems 2024-04-09 Marc S. Seibel , Hristina Uzunova , Timo Kepp , Heinz Handels

Image-to-image translation (I2I) transforms an image from a source domain to a target domain while preserving source content. Most computer vision applications are in the field of image-to-image translation, such as style transfer, image…

Image and Video Processing · Electrical Eng. & Systems 2025-02-18 Mehran Safayani , Behnaz Mirzapour , Hanieh aghaebrahimiyan , Nasrin Salehi , Hamid Ravaee

In most real-world image-to-image (I2I) scenarios, existing evaluations primarily focus on instruction following and the perceptual quality or aesthetics of the generated images. However, they largely fail to assess whether the output image…

Computer Vision and Pattern Recognition · Computer Science 2026-05-07 Jiayang Li , Shuo Cao , Xiaohui Li , Zhizhen Zhang , Kaiwen Zhu , Yule Duan , Yu Qiao , Jian Zhang , Yihao Liu

Unsupervised image-to-image (I2I) translation learns cross-domain image mapping that transfers input from the source domain to output in the target domain while preserving its semantics. One challenge is that different semantic statistics…

Computer Vision and Pattern Recognition · Computer Science 2023-10-10 Ganning Zhao , Wenhui Cui , Suya You , C. -C. Jay Kuo

In this paper, we tackle the challenging task of Panoramic Image-to-Image translation (Pano-I2I) for the first time. This task is difficult due to the geometric distortion of panoramic images and the lack of a panoramic image dataset with…

Computer Vision and Pattern Recognition · Computer Science 2023-04-12 Soohyun Kim , Junho Kim , Taekyung Kim , Hwan Heo , Seungryong Kim , Jiyoung Lee , Jin-Hwa Kim

Image-to-image (I2I) translation is an established way of translating data from one domain to another but the usability of the translated images in the target domain when working with such dissimilar domains as the SAR/optical satellite…

Computer Vision and Pattern Recognition · Computer Science 2021-12-13 Alejandro D. Mousist

We propose a novel spatially-correlative loss that is simple, efficient and yet effective for preserving scene structure consistency while supporting large appearance changes during unpaired image-to-image (I2I) translation. Previous…

Computer Vision and Pattern Recognition · Computer Science 2021-04-05 Chuanxia Zheng , Tat-Jen Cham , Jianfei Cai

To study and monitor the Sun and its atmosphere, various space missions have been launched in the past decades. With the rapid improvement in technology and different mission requirements, the data products are subject to constant change.…

The visible and infrared Moon And Jupiter Imaging Spectrometer (MAJIS), aboard the JUpiter ICy Moons Explorer (JUICE) spacecraft, will characterize the composition of the surfaces and atmospheres of the Jupiter system. Prior to the launch,…

Image-to-image translation (I2I) aims at transferring the content representation from an input domain to an output one, bouncing along different target domains. Recent I2I generative models, which gain outstanding results in this task,…

Computer Vision and Pattern Recognition · Computer Science 2022-10-11 Eleonora Grassucci , Luigi Sigillo , Aurelio Uncini , Danilo Comminiello

An unsupervised image-to-image translation (UI2I) task deals with learning a mapping between two domains without paired images. While existing UI2I methods usually require numerous unpaired images from different domains for training, there…

Computer Vision and Pattern Recognition · Computer Science 2020-08-11 Jianxin Lin , Yingxue Pang , Yingce Xia , Zhibo Chen , Jiebo Luo

Spectroscopic transiting observations of the atmospheres of hot Jupiters around other stars, first with Hubble Space Telescope and then Spitzer, opened the door to compositional studies of exoplanets. The James Webb Space Telescope will…

Earth and Planetary Astrophysics · Physics 2019-04-02 J. I. Lunine , T. Greene , C. Beichman , J. Bean , H. B. Hammel , M. S. Marley

Image-to-image translation (I2I) aims to transfer images from a source domain to a target domain while preserving the content representations. I2I has drawn increasing attention and made tremendous progress in recent years because of its…

Computer Vision and Pattern Recognition · Computer Science 2021-07-06 Yingxue Pang , Jianxin Lin , Tao Qin , Zhibo Chen

Ultra-hot Jupiters (UHJs) have recently been the focus of several atmospheric studies due to their extreme properties. While molecular hydrogen (H$_2$) plays a key role in UHJ atmospheres, it has not been directly detected on an exoplanet.…

Earth and Planetary Astrophysics · Physics 2022-07-14 Anastasia Morgan , P. Wilson Cauley , Kevin France , Allison Youngblood , Tommi T. Koskinen

Currently, the analysis of transmission spectra is the most successful technique to probe the chemical composition of exoplanet atmospheres. But the accuracy of these measurements is constrained by observational limitations and the…

Earth and Planetary Astrophysics · Physics 2015-06-23 P. Montañes-Rodriguez , B Gonzalez-Merino , E. Palle , M. Lopez-Puertas , E. Garcia-Melendo

The Wide Field Camera 3 (WFC3) on Hubble Space Telescope (HST) is currently one of the most widely used instruments for observing exoplanetary atmospheres, especially with the use of the spatial scanning technique. An increasing number of…

Earth and Planetary Astrophysics · Physics 2016-12-09 A. Tsiaras , I. P. Waldmann , M. Rocchetto , R. Varley , G. Morello , M. Damiano , G. Tinetti

We present Hubble Space Telescope near-infrared transmission spectroscopy of the transiting hot-Jupiter HAT-P-1b. We observed one transit with Wide Field Camera 3 using the G141 low-resolution grism to cover the wavelength range 1.087-…

Photometric calibration is currently the dominant source of systematic uncertainty in exploiting type Ia supernovae to determine the nature of the dark energy. We review our ongoing program to address this calibration challenge by…

Instrumentation and Methods for Astrophysics · Physics 2012-06-29 Christopher W. Stubbs , John L. Tonry

Unpaired image-to-image translation (I2I) is an ill-posed problem, as an infinite number of translation functions can map the source domain distribution to the target distribution. Therefore, much effort has been put into designing suitable…

Computer Vision and Pattern Recognition · Computer Science 2022-03-30 Yanwu Xu , Shaoan Xie , Wenhao Wu , Kun Zhang , Mingming Gong , Kayhan Batmanghelich
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