Analog Video Restoration
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Benchmarks
TAPE
Most implemented
Recurrent Video Restoration Transformer with Guided Deformable Attention
BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and Alignment
Reference-based Restoration of Digitized Analog Videotapes
Restoration of Analog Videos Using Swin-UNet
Multi-Scale Memory-Based Video Deblurring
Bringing Old Films Back to Life
Papers
Restoration of Analog Videos Using Swin-UNet
In this paper, we present a system to restore analog videos of historical archives. These videos often contain severe visual degradation due to the deterioration of their tape supports that require costly and slow manual…
Analog Video RestorationVideo RestorationReference-based Restoration of Digitized Analog Videotapes
Analog magnetic tapes have been the main video data storage device for several decades. Videos stored on analog videotapes exhibit unique degradation patterns caused by tape aging and reader device malfunctioning that ar…
Analog Video RestorationArtifact DetectionVideo RestorationRecurrent Video Restoration Transformer with Guided Deformable Attention
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., they either restore all frames in paralle…
Analog Video RestorationDeblurringDenoisingSnow Removal+5Multi-Scale Memory-Based Video Deblurring
Video deblurring has achieved remarkable progress thanks to the success of deep neural networks. Most methods solve for the deblurring end-to-end with limited information propagation from the video sequence. However, dif…
Analog Video RestorationDeblurringVideo DeblurringBringing Old Films Back to Life
We present a learning-based framework, recurrent transformer network (RTN), to restore heavily degraded old films. Instead of performing frame-wise restoration, our method is based on the hidden knowledge learned from ad…
Analog Video RestorationMemory-Augmented Non-Local Attention for Video Super-Resolution
In this paper, we propose a novel video super-resolution method that aims at generating high-fidelity high-resolution (HR) videos from low-resolution (LR) ones. Previous methods predominantly leverage temporal neighbor f…
Analog Video RestorationSuper-ResolutionVideo Super-Resolution