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Related papers: Multi-Density Sketch-to-Image Translation Network

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We propose a new framework for conditional image synthesis from semantic layouts of any precision levels, ranging from pure text to a 2D semantic canvas with precise shapes. More specifically, the input layout consists of one or more…

Computer Vision and Pattern Recognition · Computer Science 2022-11-22 Yu Zeng , Zhe Lin , Jianming Zhang , Qing Liu , John Collomosse , Jason Kuen , Vishal M. Patel

Image-to-image translation (I2I) is defined as a computer vision task where the aim is to transfer images in a source domain to a target domain with minimal loss or alteration of the content representations. Major progress has been made…

Computer Vision and Pattern Recognition · Computer Science 2023-06-13 Zhuohao Yin

Recent image-to-image (I2I) translation algorithms focus on learning the mapping from a source to a target domain. However, the continuous translation problem that synthesizes intermediate results between two domains has not been…

Computer Vision and Pattern Recognition · Computer Science 2021-04-20 Qi Mao , Hung-Yu Tseng , Hsin-Ying Lee , Jia-Bin Huang , Siwei Ma , Ming-Hsuan Yang

Image-to-image (i2i) translation is the dense regression problem of learning how to transform an input image into an output using aligned image pairs. Remarkable progress has been made in i2i translation with the advent of Deep…

Computer Vision and Pattern Recognition · Computer Science 2019-08-27 Evangelos Ververas , Stefanos Zafeiriou

Medical image-to-image (I2I) translation enables virtual scanning, i.e. the synthesis of a target imaging modality from a source one without additional acquisitions. Despite growing interest, most proposed methods operate on 2D slices, are…

In this paper, we focus on how artificial intelligence (AI) can be used to assist users in the creation of anime portraits, that is, converting rough sketches into anime portraits during their sketching process. The input is a sequence of…

Computer Vision and Pattern Recognition · Computer Science 2023-06-14 Zhengyu Huang , Haoran Xie , Tsukasa Fukusato , Kazunori Miyata

Generating sketches guided by reference styles requires precise transfer of stroke attributes, such as line thickness, deformation, and texture sparsity, while preserving semantic structure and content fidelity. To this end, we propose…

Computer Vision and Pattern Recognition · Computer Science 2025-10-21 Rui Yang , Huining Li , Yiyi Long , Xiaojun Wu , Shengfeng He

Image-to-image (I2I) translation has matured in recent years and is able to generate high-quality realistic images. However, despite current success, it still faces important challenges when applied to small domains. Existing methods use…

Computer Vision and Pattern Recognition · Computer Science 2021-05-17 Yaxing Wang , Hector Laria Mantecon , Joost van de Weijer , Laura Lopez-Fuentes , Bogdan Raducanu

Exemplar-based sketch-to-photo synthesis allows users to generate photo-realistic images based on sketches. Recently, diffusion-based methods have achieved impressive performance on image generation tasks, enabling highly-flexible control…

Computer Vision and Pattern Recognition · Computer Science 2024-01-04 Ximing Xing , Chuang Wang , Haitao Zhou , Zhihao Hu , Chongxuan Li , Dong Xu , Qian Yu

Image-to-image translation has recently achieved remarkable results. But despite current success, it suffers from inferior performance when translations between classes require large shape changes. We attribute this to the high-resolution…

Computer Vision and Pattern Recognition · Computer Science 2020-11-12 Yaxing Wang , Lu Yu , Joost van de Weijer

The rapid progress in diffusion models, transformers, and language agents has unlocked new possibilities, yet their potential in user interfaces and commercial applications remains underexplored. We present Sketch-Search Agent, a novel…

Information Retrieval · Computer Science 2025-04-15 Edward Sun

Image-to-image (I2I) translation comprises a wide spectrum of tasks. Here we divide this problem into three levels: strong-fidelity translation, normal-fidelity translation, and weak-fidelity translation, indicating the extent to which the…

Computer Vision and Pattern Recognition · Computer Science 2023-08-15 Weichen Fan , Jinghuan Chen , Ziwei Liu

Image editing models are advancing rapidly, yet comprehensive evaluation remains a significant challenge. Existing image editing benchmarks generally suffer from limited task scopes, insufficient evaluation dimensions, and heavy reliance on…

Computer Vision and Pattern Recognition · Computer Science 2025-12-05 Juntong Wang , Jiarui Wang , Huiyu Duan , Jiaxiang Kang , Guangtao Zhai , Xiongkuo Min

Applying diffusion models to image-to-image translation (I2I) has recently received increasing attention due to its practical applications. Previous attempts inject information from the source image into each denoising step for an iterative…

Computer Vision and Pattern Recognition · Computer Science 2025-02-04 Mengfei Xia , Yu Zhou , Ran Yi , Yong-Jin Liu , Wenping Wang

We propose a novel solution for unpaired image-to-image (I2I) translation. To translate complex images with a wide range of objects to a different domain, recent approaches often use the object annotations to perform per-class…

Computer Vision and Pattern Recognition · Computer Science 2023-01-13 Seokbeom Song , Suhyeon Lee , Hongje Seong , Kyoungwon Min , Euntai Kim

Recent progress in text-to-image (T2I) models enables high-quality image generation with flexible textual control. To utilize the abundant visual priors in the off-the-shelf T2I models, a series of methods try to invert an image to proper…

Computer Vision and Pattern Recognition · Computer Science 2023-10-13 Zijie Wu , Chaohui Yu , Zhen Zhu , Fan Wang , Xiang Bai

In the realm of fashion design, sketches serve as the canvas for expressing an artist's distinctive drawing style and creative vision, capturing intricate details like stroke variations and texture nuances. The advent of sketch-to-image…

Computer Vision and Pattern Recognition · Computer Science 2024-08-15 Jianan Jiang , Xinglin Li , Weiren Yu , Di Wu

Graphic layout generation is a growing research area focusing on generating aesthetically pleasing layouts ranging from poster designs to documents. While recent research has explored ways to incorporate user constraints to guide the layout…

Sketches have been used to conceptualise and depict visual objects from pre-historic times. Sketch research has flourished in the past decade, particularly with the proliferation of touchscreen devices. Much of the utilisation of sketch has…

Computer Vision and Pattern Recognition · Computer Science 2022-10-28 Ayan Kumar Bhunia

Image-to-image translation (I2IT) refers to the process of transforming images from a source domain to a target domain while maintaining a fundamental connection in terms of image content. In the past few years, remarkable advancements in…

Computer Vision and Pattern Recognition · Computer Science 2023-12-04 Or Greenberg , Eran Kishon , Dani Lischinski