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Masked diffusion models have emerged as a powerful framework for text and multimodal generation. However, their sampling procedure updates multiple tokens simultaneously and treats generated tokens as immutable, which may lead to error…

This study introduces Text-Guided Subject-Driven Image Inpainting, a novel task that combines text and exemplar images for image inpainting. While both text and exemplar images have been used independently in previous efforts, their…

计算机视觉与模式识别 · 计算机科学 2023-12-08 Shaoan Xie , Yang Zhao , Zhisheng Xiao , Kelvin C. K. Chan , Yandong Li , Yanwu Xu , Kun Zhang , Tingbo Hou

Text-driven style transfer aims to merge the style of a reference image with content described by a text prompt. Recent advancements in text-to-image models have improved the nuance of style transformations, yet significant challenges…

计算机视觉与模式识别 · 计算机科学 2025-03-28 Mingkun Lei , Xue Song , Beier Zhu , Hao Wang , Chi Zhang

Customization techniques for text-to-image models have paved the way for a wide range of previously unattainable applications, enabling the generation of specific concepts across diverse contexts and styles. While existing methods…

计算机视觉与模式识别 · 计算机科学 2024-12-06 Ryan Po , Guandao Yang , Kfir Aberman , Gordon Wetzstein

Our work addresses limitations seen in previous approaches for object-centric editing problems, such as unrealistic results due to shape discrepancies and limited control in object replacement or insertion. To this end, we introduce…

计算机视觉与模式识别 · 计算机科学 2024-12-23 Trong-Tung Nguyen , Duc-Anh Nguyen , Anh Tran , Cuong Pham

Virtual try-on systems allow users to interactively try different products within VR scenarios. However, most existing VTON methods operate only on predefined eyewear templates and lack support for fine-grained, user-driven customization.…

计算机视觉与模式识别 · 计算机科学 2026-01-27 Rui-Yang Ju , Jen-Shiun Chiang

Despite the recent progress in text-to-video generation, existing studies usually overlook the issue that only spatial contents but not temporal motions in synthesized videos are under the control of text. Towards such a challenge, this…

计算机视觉与模式识别 · 计算机科学 2023-12-06 Xi Chen , Zhiheng Liu , Mengting Chen , Yutong Feng , Yu Liu , Yujun Shen , Hengshuang Zhao

We propose an approach for the generation of topology-optimized structures with text-guided appearance stylization. This methodology aims to enrich the concurrent design of a structure's physical functionality and aesthetic appearance.…

计算工程、金融与科学 · 计算机科学 2023-10-25 Shengze Zhong , Parinya Punpongsanon , Daisuke Iwai , Kosuke Sato

This paper introduces a novel framework for virtual try-on, termed Wear-Any-Way. Different from previous methods, Wear-Any-Way is a customizable solution. Besides generating high-fidelity results, our method supports users to precisely…

计算机视觉与模式识别 · 计算机科学 2024-03-20 Mengting Chen , Xi Chen , Zhonghua Zhai , Chen Ju , Xuewen Hong , Jinsong Lan , Shuai Xiao

In this paper, we propose a novel text promptable surgical instrument segmentation approach to overcome challenges associated with diversity and differentiation of surgical instruments in minimally invasive surgeries. We redefine the task…

计算机视觉与模式识别 · 计算机科学 2024-06-05 Zijian Zhou , Oluwatosin Alabi , Meng Wei , Tom Vercauteren , Miaojing Shi

This paper examines the limitations of advanced text-to-image models in accurately rendering unconventional concepts which are scarcely represented or absent in their training datasets. We identify how these limitations not only confine the…

计算机视觉与模式识别 · 计算机科学 2024-05-31 Jiyoon Myung , Jihyeon Park

Text-guided image editing faces significant challenges when considering training and inference flexibility. Much literature collects large amounts of annotated image-text pairs to train text-conditioned generative models from scratch, which…

计算机视觉与模式识别 · 计算机科学 2026-02-10 Yueming Lyu , Kang Zhao , Bo Peng , Huafeng Chen , Yue Jiang , Yingya Zhang , Jing Dong , Caifeng Shan

Context can strongly affect object representations, sometimes leading to undesired biases, particularly when objects appear in out-of-distribution backgrounds at inference. At the same time, many object-centric tasks require to leverage the…

计算机视觉与模式识别 · 计算机科学 2026-04-02 Ananthu Aniraj , Cassio F. Dantas , Dino Ienco , Diego Marcos

Recent diffusion-based image editing approaches have exhibited impressive editing capabilities in images with simple compositions. However, localized editing in complex scenarios has not been well-studied in the literature, despite its…

计算机视觉与模式识别 · 计算机科学 2023-12-22 Qi Mao , Lan Chen , Yuchao Gu , Zhen Fang , Mike Zheng Shou

Recent text-to-image diffusion models have demonstrated an astonishing capacity to generate high-quality images. However, researchers mainly studied the way of synthesizing images with only text prompts. While some works have explored using…

计算机视觉与模式识别 · 计算机科学 2023-08-22 Jinheng Xie , Yuexiang Li , Yawen Huang , Haozhe Liu , Wentian Zhang , Yefeng Zheng , Mike Zheng Shou

Precise and flexible image editing remains a fundamental challenge in computer vision. Based on the modified areas, most editing methods can be divided into two main types: global editing and local editing. In this paper, we choose the two…

计算机视觉与模式识别 · 计算机科学 2025-02-27 Ziqi Jiang , Zhen Wang , Long Chen

In this paper, we present a method to manipulate unknown objects in-hand using tactile sensing without relying on a known object model. In many cases, vision-only approaches may not be feasible; for example, due to occlusion in cluttered…

机器人学 · 计算机科学 2023-03-14 Chaoyi Pan , Marion Lepert , Shenli Yuan , Rika Antonova , Jeannette Bohg

Eye tracking is an important tool with a wide range of applications in Virtual, Augmented, and Mixed Reality (VR/AR/MR) technologies. State-of-the-art eye tracking methods are either reflection-based and track reflections of sparse point…

计算机视觉与模式识别 · 计算机科学 2023-03-10 Tianfu Wang , Jiazhang Wang , Oliver Cossairt , Florian Willomitzer

Text revision refers to a family of natural language generation tasks, where the source and target sequences share moderate resemblance in surface form but differentiate in attributes, such as text formality and simplicity. Current…

计算与语言 · 计算机科学 2022-04-18 Jingjing Li , Zichao Li , Tao Ge , Irwin King , Michael R. Lyu

Manipulation planning is the problem of finding a sequence of robot configurations that involves interactions with objects in the scene, e.g., grasping and placing an object, or more general tool-use. To achieve such interactions,…

机器人学 · 计算机科学 2022-08-01 Jung-Su Ha , Danny Driess , Marc Toussaint