Propainter: Improving propagation and transformer for video inpainting
Flow-based propagation and spatiotemporal Transformer are two mainstream mechanisms
in video inpainting (VI). Despite the effectiveness of these components, they still suffer from …
in video inpainting (VI). Despite the effectiveness of these components, they still suffer from …
Towards an end-to-end framework for flow-guided video inpainting
Optical flow, which captures motion information across frames, is exploited in recent video
inpainting methods through propagating pixels along its trajectories. However, the hand …
inpainting methods through propagating pixels along its trajectories. However, the hand …
Flow-guided transformer for video inpainting
We propose a flow-guided transformer, which innovatively leverage the motion discrepancy
exposed by optical flows to instruct the attention retrieval in transformer for high fidelity video …
exposed by optical flows to instruct the attention retrieval in transformer for high fidelity video …
Deep flow-guided video inpainting
Video inpainting, which aims at filling in missing regions in a video, remains challenging due
to the difficulty of preserving the precise spatial and temporal coherence of video contents. In …
to the difficulty of preserving the precise spatial and temporal coherence of video contents. In …
Towards language-driven video inpainting via multimodal large language models
We introduce a new task--language-driven video inpainting which uses natural language
instructions to guide the inpainting process. This approach overcomes the limitations of …
instructions to guide the inpainting process. This approach overcomes the limitations of …
A review of digital video tampering: From simple editing to full synthesis
Video tampering methods have witnessed considerable progress in recent years. This is
partly due to the rapid development of advanced deep learning methods, and also due to …
partly due to the rapid development of advanced deep learning methods, and also due to …
Inertia-guided flow completion and style fusion for video inpainting
Physical objects have inertia, which resists changes in the velocity and motion direction.
Inspired by this, we introduce inertia prior that optical flow, which reflects object motion in a …
Inspired by this, we introduce inertia prior that optical flow, which reflects object motion in a …
CIRI: curricular inactivation for residue-aware one-shot video inpainting
W Zheng, C Xu, X Xu, W Liu… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Video inpainting aims at filling in missing regions of a video. However, when dealing with
dynamic scenes with camera or object movements, annotating the inpainting target …
dynamic scenes with camera or object movements, annotating the inpainting target …
An internal learning approach to video inpainting
We propose a novel video inpainting algorithm that simultaneously hallucinates missing
appearance and motion (optical flow) information, building upon the recent'Deep Image …
appearance and motion (optical flow) information, building upon the recent'Deep Image …
Sequential and patch analyses for object removal video forgery detection and localization
In recent years, video surveillance has become essential for security applications used to
monitor many organizations and locations, and it is therefore important to ensure the …
monitor many organizations and locations, and it is therefore important to ensure the …