Reference-based Video Super-Resolution
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Benchmarks
RealMCVSR
Most implemented
Reference-based Image and Video Super-Resolution via C2-Matching
Reference-based Video Super-Resolution Using Multi-Camera Video Triplets
EFENet: Reference-based Video Super-Resolution with Enhanced Flow Estimation
Papers
HSTR-Net: Reference Based Video Super-resolution with Dual Cameras
High-spatio-temporal resolution (HSTR) video recording plays a crucial role in enhancing various imagery tasks that require fine-detailed information. State-of-the-art cameras provide this required high frame-rate and hi…
Optical Flow EstimationReference-based Super-ResolutionReference-based Video Super-ResolutionSSIM+2RefVSR++: Exploiting Reference Inputs for Reference-based Video Super-resolution
Smartphones equipped with a multi-camera system comprising multiple cameras with different field-of-view (FoVs) are becoming more prevalent. These camera configurations are compatible with reference-based SR and video SR…
Reference-based Video Super-ResolutionSuper-ResolutionVideo Super-ResolutionReference-based Image and Video Super-Resolution via C2-Matching
Reference-based Super-Resolution (Ref-SR) has recently emerged as a promising paradigm to enhance a low-resolution (LR) input image or video by introducing an additional high-resolution (HR) reference image. Existing Ref…
Image Super-ResolutionReference-based Super-ResolutionReference-based Video Super-ResolutionSuper-Resolution+1Reference-based Video Super-Resolution Using Multi-Camera Video Triplets
We propose the first reference-based video super-resolution (RefVSR) approach that utilizes reference videos for high-fidelity results. We focus on RefVSR in a triple-camera setting, where we aim at super-resolving a low…
Reference-based Video Super-ResolutionSuper-ResolutionVideo Super-ResolutionEFENet: Reference-based Video Super-Resolution with Enhanced Flow Estimation
In this paper, we consider the problem of reference-based video super-resolution(RefVSR), i.e., how to utilize a high-resolution (HR) reference frame to super-resolve a low-resolution (LR) video sequence. The existing ap…
Reference-based Video Super-ResolutionSuper-ResolutionVideo Super-Resolution