arXiv Open Access 2020

Exploiting Temporal Attention Features for Effective Denoising in Videos

Aryansh Omray Samyak Jain Utsav Krishnan Pratik Chattopadhyay

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Abstrak

Video Denoising is one of the fundamental tasks of any videoprocessing pipeline. It is different from image denoising due to the tem-poral aspects of video frames, and any image denoising approach appliedto videos will result in flickering. The proposed method makes use oftemporal as well as spatial dimensions of video frames as part of a two-stage pipeline. Each stage in the architecture named as Spatio-TemporalNetwork uses a channel-wise attention mechanism to forward the encodersignal to the decoder side. The Attention Block used in this paper usessoft attention to ranks the filters for better training.

Topik & Kata Kunci

eess.IV cs.CV

Penulis (4)

Aryansh Omray

Samyak Jain

Utsav Krishnan

Pratik Chattopadhyay

Format Sitasi

APA MLA BibTeX

Omray, A., Jain, S., Krishnan, U., Chattopadhyay, P. (2020). Exploiting Temporal Attention Features for Effective Denoising in Videos. https://arxiv.org/abs/2008.02344

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Informasi Jurnal

Tahun Terbit: 2020
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓