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We propose GaussCtrl, a text-driven method to edit a 3D scene reconstructed by the 3D Gaussian Splatting (3DGS). Our method first renders a collection of images by using the 3DGS and edits them by using a pre-trained 2D diffusion model…

计算机视觉与模式识别 · 计算机科学 2024-07-16 Jing Wu , Jia-Wang Bian , Xinghui Li , Guangrun Wang , Ian Reid , Philip Torr , Victor Adrian Prisacariu

We present EditIQ, a completely automated framework for cinematically editing scenes captured via a stationary, large field-of-view and high-resolution camera. From the static camera feed, EditIQ initially generates multiple virtual feeds,…

多媒体 · 计算机科学 2025-02-05 Rohit Girmaji , Bhav Beri , Ramanathan Subramanian , Vineet Gandhi

Instruction-based image editing focuses on equipping a generative model with the capacity to adhere to human-written instructions for editing images. Current approaches typically comprehend explicit and specific instructions. However, they…

计算机视觉与模式识别 · 计算机科学 2024-06-03 Ying Jin , Pengyang Ling , Xiaoyi Dong , Pan Zhang , Jiaqi Wang , Dahua Lin

Affective Image Manipulation (AIM) seeks to modify user-provided images to evoke specific emotional responses. This task is inherently complex due to its twofold objective: significantly evoking the intended emotion, while preserving the…

计算机视觉与模式识别 · 计算机科学 2025-06-19 Jingyuan Yang , Jiawei Feng , Weibin Luo , Dani Lischinski , Daniel Cohen-Or , Hui Huang

Text-conditioned diffusion models can generate impressive images, but fall short when it comes to fine-grained control. Unlike direct-editing tools like Photoshop, text conditioned models require the artist to perform "prompt engineering,"…

计算机视觉与模式识别 · 计算机科学 2024-04-05 Michelle Shu , Charles Herrmann , Richard Strong Bowen , Forrester Cole , Ramin Zabih

A novel, fast and practical way of enhancing images is introduced in this paper. Our approach builds on Laplacian operators of well-known edge-aware kernels, such as bilateral and nonlocal means, and extends these filter's capabilities to…

计算机视觉与模式识别 · 计算机科学 2016-06-24 Hossein Talebi , Peyman Milanfar

Vanilla image completion approaches exhibit sensitivity to large missing regions, attributed to the limited availability of reference information for plausible generation. To mitigate this, existing methods incorporate the extra cue as a…

计算机视觉与模式识别 · 计算机科学 2023-11-22 Yongsheng Yu , Hao Wang , Tiejian Luo , Heng Fan , Libo Zhang

Image inpainting is the process of taking an image and generating lost or intentionally occluded portions. Inpainting has countless applications including restoring previously damaged pictures, restoring the quality of images that have been…

计算机视觉与模式识别 · 计算机科学 2024-03-26 Eyoel Gebre , Krishna Saxena , Timothy Tran

Recent portrait relighting methods have achieved realistic results of portrait lighting effects given a desired lighting representation such as an environment map. However, these methods are not intuitive for user interaction and lack…

计算机视觉与模式识别 · 计算机科学 2023-03-24 Yiqun Mei , He Zhang , Xuaner Zhang , Jianming Zhang , Zhixin Shu , Yilin Wang , Zijun Wei , Shi Yan , HyunJoon Jung , Vishal M. Patel

Text-driven image generation methods have shown impressive results recently, allowing casual users to generate high quality images by providing textual descriptions. However, similar capabilities for editing existing images are still out of…

计算机视觉与模式识别 · 计算机科学 2023-07-06 Dani Valevski , Matan Kalman , Eyal Molad , Eyal Segalis , Yossi Matias , Yaniv Leviathan

While recent advances in image editing have enabled impressive visual synthesis capabilities, current methods remain constrained by explicit textual instructions and limited editing operations, lacking deep comprehension of implicit user…

计算机视觉与模式识别 · 计算机科学 2025-07-22 Dong Zhang , Lingfeng He , Rui Yan , Fei Shen , Jinhui Tang

High-fidelity generative video editing has seen significant quality improvements by leveraging pre-trained video foundation models. However, their computational cost is a major bottleneck, as they are often designed to inefficiently process…

计算机视觉与模式识别 · 计算机科学 2026-04-02 Yehonathan Litman , Shikun Liu , Dario Seyb , Nicholas Milef , Yang Zhou , Carl Marshall , Shubham Tulsiani , Caleb Leak

Instruction-based image editing models offer increased personalization opportunities in generative tasks. However, properly evaluating their results is challenging, and most of the existing metrics lag in terms of alignment with human…

计算机视觉与模式识别 · 计算机科学 2025-05-28 Lorenzo Baraldi , Davide Bucciarelli , Federico Betti , Marcella Cornia , Lorenzo Baraldi , Nicu Sebe , Rita Cucchiara

Facial makeup editing aims to realistically transfer makeup from a reference to a target face. Existing methods often produce low-quality results with coarse makeup details and struggle to preserve both identity and makeup fidelity, mainly…

计算机视觉与模式识别 · 计算机科学 2025-08-11 Huadong Wu , Yi Fu , Yunhao Li , Yuan Gao , Kang Du

With recent advances in Multimodal Large Language Models (MLLMs) showing strong visual understanding and reasoning, interest is growing in using them to improve the editing performance of diffusion models. Despite rapid progress, most…

计算机视觉与模式识别 · 计算机科学 2025-10-10 Chong Mou , Qichao Sun , Yanze Wu , Pengze Zhang , Xinghui Li , Fulong Ye , Songtao Zhao , Qian He

Research in vision-language models has seen rapid developments off-late, enabling natural language-based interfaces for image generation and manipulation. Many existing text guided manipulation techniques are restricted to specific classes…

计算机视觉与模式识别 · 计算机科学 2024-05-07 Paramanand Chandramouli , Kanchana Vaishnavi Gandikota

Adjusting the photo color to associate with some design elements is an essential way for a graphic design to effectively deliver its message and make it aesthetically pleasing. However, existing tools and previous works face a dilemma…

计算机视觉与模式识别 · 计算机科学 2023-08-08 Zhenwei Wang , Nanxuan Zhao , Gerhard Hancke , Rynson W. H. Lau

Real-world image restoration (IR) is inherently complex and often requires combining multiple specialized models to address diverse degradations. Inspired by human problem-solving, we propose AgenticIR, an agentic system that mimics the…

计算机视觉与模式识别 · 计算机科学 2025-02-18 Kaiwen Zhu , Jinjin Gu , Zhiyuan You , Yu Qiao , Chao Dong

Image editing has advanced significantly with the introduction of text-conditioned diffusion models. Despite this progress, seamlessly adding objects to images based on textual instructions without requiring user-provided input masks…

计算机视觉与模式识别 · 计算机科学 2025-03-21 Navve Wasserman , Noam Rotstein , Roy Ganz , Ron Kimmel

Recent advances in multimodal large language models (MLLMs) have shown great potential for extending vision-language reasoning to professional tool-based image editing, enabling intuitive and creative editing. A promising direction is to…

计算机视觉与模式识别 · 计算机科学 2026-02-20 Qiucheng Wu , Jing Shi , Simon Jenni , Kushal Kafle , Tianyu Wang , Shiyu Chang , Handong Zhao