Propainter: Improving propagation and transformer for video inpainting

S Zhou, C Li, KCK Chan… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Flow-based propagation and spatiotemporal Transformer are two mainstream mechanisms
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

Z Li, CZ Lu, J Qin, CL Guo… - Proceedings of the IEEE …, 2022 - openaccess.thecvf.com
Optical flow, which captures motion information across frames, is exploited in recent video
inpainting methods through propagating pixels along its trajectories. However, the hand …

Video event restoration based on keyframes for video anomaly detection

Z Yang, J Liu, Z Wu, P Wu, X Liu - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Video anomaly detection (VAD) is a significant computer vision problem. Existing deep
neural network (DNN) based VAD methods mostly follow the route of frame reconstruction or …

Flow-guided transformer for video inpainting

K Zhang, J Fu, D Liu - European Conference on Computer Vision, 2022 - Springer
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 …

Inertia-guided flow completion and style fusion for video inpainting

K Zhang, J Fu, D Liu - … of the IEEE/CVF conference on …, 2022 - openaccess.thecvf.com
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 …

Imagebrush: Learning visual in-context instructions for exemplar-based image manipulation

Y Yang, H Peng, Y Shen, Y Yang… - Advances in …, 2024 - proceedings.neurips.cc
While language-guided image manipulation has made remarkable progress, the challenge
of how to instruct the manipulation process faithfully reflecting human intentions persists. An …

Dlformer: Discrete latent transformer for video inpainting

J Ren, Q Zheng, Y Zhao, X Xu… - Proceedings of the IEEE …, 2022 - openaccess.thecvf.com
Video inpainting remains a challenging problem to fill with plausible and coherent content in
unknown areas in video frames despite the prevalence of data-driven methods. Although …

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 …

Fast-vid2vid: Spatial-temporal compression for video-to-video synthesis

L Zhuo, G Wang, S Li, W Wu, Z Liu - European Conference on Computer …, 2022 - Springer
Abstract Video-to-Video synthesis (Vid2Vid) has achieved remarkable results in generating
a photo-realistic video from a sequence of semantic maps. However, this pipeline suffers …

CAST: Efficient Traffic Scenario Inpainting in Cellular Vehicle-to-Everything Systems

L Zhao, C Mao, S Wan, A Hawbani… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
As a promising vehicular communication technology, Cellular Vehicle-to-Everything (C-V2X)
is expected to ensure the safety and convenience of Intelligent Transportation Systems (ITS) …