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Video object removal aims to eliminate dynamic target objects and their visual effects, such as deformation, shadows, and reflections, while restoring seamless backgrounds. Recent diffusion-based video inpainting and object removal methods…

计算机视觉与模式识别 · 计算机科学 2026-03-20 Yang Fu , Yike Zheng , Ziyun Dai , Henghui Ding

Removing objects from videos remains difficult in the presence of real-world imperfections such as shadows, abrupt motion, and defective masks. Existing diffusion-based video inpainting models often struggle to maintain temporal stability…

计算机视觉与模式识别 · 计算机科学 2026-04-23 Jiagao Hu , Yuxuan Chen , Fuhao Li , Zepeng Wang , Fei Wang , Daiguo Zhou , Jian Luan

Existing video object removal methods excel at inpainting content "behind" the object and correcting appearance-level artifacts such as shadows and reflections. However, when the removed object has more significant interactions, such as…

计算机视觉与模式识别 · 计算机科学 2026-04-03 Saman Motamed , William Harvey , Benjamin Klein , Luc Van Gool , Zhuoning Yuan , Ta-Ying Cheng

Video inpainting aims to fill spatio-temporal holes with plausible content in a video. Despite tremendous progress of deep neural networks for image inpainting, it is challenging to extend these methods to the video domain due to the…

计算机视觉与模式识别 · 计算机科学 2019-05-07 Dahun Kim , Sanghyun Woo , Joon-Young Lee , In So Kweon

Unsupervised video object learning seeks to decompose video scenes into structural object representations without any supervision from depth, optical flow, or segmentation. We present VONet, an innovative approach that is inspired by MONet.…

计算机视觉与模式识别 · 计算机科学 2024-01-23 Haonan Yu , Wei Xu

Recent learning-based inpainting algorithms have achieved compelling results for completing missing regions after removing undesired objects in videos. To maintain the temporal consistency among the frames, 3D spatial and temporal…

计算机视觉与模式识别 · 计算机科学 2021-11-08 Vishnu Sanjay Ramiya Srinivasan , Rui Ma , Qiang Tang , Zili Yi , Zhan Xu

We present a new data-driven video inpainting method for recovering missing regions of video frames. A novel deep learning architecture is proposed which contains two sub-networks: a temporal structure inference network and a spatial detail…

计算机视觉与模式识别 · 计算机科学 2018-12-04 Chuan Wang , Haibin Huang , Xiaoguang Han , Jue Wang

Recently, removing objects from videos and filling in the erased regions using deep video inpainting (VI) algorithms has attracted considerable attention. Usually, a video sequence and object segmentation masks for all frames are required…

计算机视觉与模式识别 · 计算机科学 2023-03-01 Sangjin Lee , Suhwan Cho , Sangyoun Lee

This paper studies video inpainting detection, which localizes an inpainted region in a video both spatially and temporally. In particular, we introduce VIDNet, Video Inpainting Detection Network, which contains a two-stream encoder-decoder…

计算机视觉与模式识别 · 计算机科学 2021-01-28 Peng Zhou , Ning Yu , Zuxuan Wu , Larry S. Davis , Abhinav Shrivastava , Ser-Nam Lim

We propose InNeRF360, an automatic system that accurately removes text-specified objects from 360-degree Neural Radiance Fields (NeRF). The challenge is to effectively remove objects while inpainting perceptually consistent content for the…

计算机视觉与模式识别 · 计算机科学 2024-03-27 Dongqing Wang , Tong Zhang , Alaa Abboud , Sabine Süsstrunk

Video object segmentation aims at accurately segmenting the target object regions across consecutive frames. It is technically challenging for coping with complicated factors (e.g., shape deformations, occlusion and out of the lens). Recent…

计算机视觉与模式识别 · 计算机科学 2019-07-03 Peng Sun , Peiwen Lin , Guangliang Cheng , Jianping Shi , Jiawan Zhang , Xi Li

We propose a novel framework for video inpainting by adopting an internal learning strategy. Unlike previous methods that use optical flow for cross-frame context propagation to inpaint unknown regions, we show that this can be achieved…

计算机视觉与模式识别 · 计算机科学 2021-08-18 Hao Ouyang , Tengfei Wang , Qifeng Chen

Object removal refers to the process of erasing designated objects from an image while preserving the overall appearance. Existing works on object removal erase removal targets using image inpainting networks. However, image inpainting…

计算机视觉与模式识别 · 计算机科学 2024-10-07 Changsuk Oh , H. Jin Kim

Video inpainting aims to fill spatio-temporal "corrupted" regions with plausible content. To achieve this goal, it is necessary to find correspondences from neighbouring frames to faithfully hallucinate the unknown content. Current methods…

计算机视觉与模式识别 · 计算机科学 2021-04-09 Xueyan Zou , Linjie Yang , Ding Liu , Yong Jae Lee

In this paper, we introduce Object-WIPER, a training-free framework for removing dynamic objects and their associated visual effects from videos, and inpainting them with semantically consistent and temporally coherent content. Our approach…

计算机视觉与模式识别 · 计算机科学 2026-02-24 Saksham Singh Kushwaha , Sayan Nag , Yapeng Tian , Kuldeep Kulkarni

Video object removal aims to eliminate target objects from videos while plausibly completing missing regions and preserving spatio-temporal consistency. Although diffusion models have recently advanced this task, it remains challenging to…

计算机视觉与模式识别 · 计算机科学 2026-04-03 Dingming Liu , Wenjing Wang , Chen Li , Jing Lyu

We present a novel deep learning based algorithm for video inpainting. Video inpainting is a process of completing corrupted or missing regions in videos. Video inpainting has additional challenges compared to image inpainting due to the…

计算机视觉与模式识别 · 计算机科学 2019-09-02 Sungho Lee , Seoung Wug Oh , DaeYeun Won , Seon Joo Kim

Since the wide employment of deep learning frameworks in video salient object detection, the accuracy of the recent approaches has made stunning progress. These approaches mainly adopt the sequential modules, based on optical flow or…

计算机视觉与模式识别 · 计算机科学 2021-03-18 Yi Tang , Yuanman Li , Wenbin Zou

Motivated by the need for photo-realistic simulation in autonomous driving, in this paper we present a video inpainting algorithm \emph{AutoRemover}, designed specifically for generating street-view videos without any moving objects. In our…

计算机视觉与模式识别 · 计算机科学 2019-12-02 Rong Zhang , Wei Li , Peng Wang , Chenye Guan , Jin Fang , Yuhang Song , Jinhui Yu , Baoquan Chen , Weiwei Xu , Ruigang Yang

Inpainting for real-world human and pedestrian removal in high-resolution video clips presents significant challenges, particularly in achieving high-quality outcomes, ensuring temporal consistency, and managing complex object interactions…

计算机视觉与模式识别 · 计算机科学 2025-04-07 Huiming Sun , Yikang Li , Kangning Yang , Ruineng Li , Daitao Xing , Yangbo Xie , Lan Fu , Kaiyu Zhang , Ming Chen , Jiaming Ding , Jiang Geng , Jie Cai , Zibo Meng , Chiuman Ho
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