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20202023
most citedVRT: A Video Restoration Transformer

82 citations · 181 across the 10 of their papers we have counts for

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Showing 2022Show all

5 papers · 1 filter

eess.IV2022

Consistent Direct Time-of-Flight Video Depth Super-Resolution

Zhanghao Sun, Wei Ye, Jinhui Xiong +4

Direct time-of-flight (dToF) sensors are promising for next-generation on-device 3D sensing. However, limited by manufacturing capabilities in a compact module, the dToF data has a…

cs.CV2022★ 81 cited

Recurrent Video Restoration Transformer with Guided Deformable Attention

Jingyun Liang, Yuchen Fan, Xiaoyu Xiang +7

Video restoration aims at restoring multiple high-quality frames from multiple low-quality frames. Existing video restoration methods generally fall into two extreme cases, i.e., t…

cs.CV2022

HIME: Efficient Headshot Image Super-Resolution with Multiple Exemplars

Xiaoyu Xiang, Jon Morton, Fitsum A Reda +6

A promising direction for recovering the lost information in low-resolution headshot images is utilizing a set of high-resolution exemplars from the same identity. Complementary im…

cs.CV2022

Learning Spatio-Temporal Downsampling for Effective Video Upscaling

Xiaoyu Xiang, Yapeng Tian, Vijay Rengarajan +3

Downsampling is one of the most basic image processing operations. Improper spatio-temporal downsampling applied on videos can cause aliasing issues such as moiré patterns in space…

cs.CV2022★ 82 cited

VRT: A Video Restoration Transformer

Jingyun Liang, Jiezhang Cao, Yuchen Fan +5

Video restoration (e.g., video super-resolution) aims to restore high-quality frames from low-quality frames. Different from single image restoration, video restoration generally r…