Space-time Video Super-resolution
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Benchmarks
Vimeo90K-Fast
Vimeo90K-Medium
Most implemented
EvEnhancer: Empowering Effectiveness, Efficiency and Generalizability for Continuous Space-Time Video Super-Resolution with Events
3DAttGAN: A 3D Attention-based Generative Adversarial Network for Joint Space-Time Video Super-Resolution
HR-INR: Continuous Space-Time Video Super-Resolution via Event Camera
Papers
DiffST: Spatiotemporal-Aware Diffusion for Real-World Space-Time Video Super-Resolution
Diffusion-based models have shown strong performance in video super-resolution (VSR) and video frame interpolation (VFI). However, their role in the coupled space-time video super-resolution (STVSR) setting remains limit…
Space-time Video Super-resolutionVideo Frame InterpolationTaming Real-World Space-Time Video Super-Resolution with One-Step Diffusion
Diffusion models have demonstrated exceptional success in video super-resolution (VSR), exhibiting powerful capabilities for generating fine-grained details. However, their potential for space-time video super-resolution…
Space-time Video Super-resolutionMambaOVSR: Multiscale Fusion with Global Motion Modeling for Chinese Opera Video Super-Resolution
Chinese opera is celebrated for preserving classical art. However, early filming equipment limitations have degraded videos of last-century performances by renowned artists (e.g., low frame rates and resolution), hinderi…
Space-time Video Super-resolutionTowards Robust and Generalizable Continuous Space-Time Video Super-Resolution with Events
Continuous space-time video super-resolution (C-STVSR) has garnered increasing interest for its capability to reconstruct high-resolution and high-frame-rate videos at arbitrary spatial and temporal scales. However, prev…
Space-time Video Super-resolutionContinuous Space-Time Video Super-Resolution with 3D Fourier Fields
We introduce a novel formulation for continuous space-time video super-resolution. Instead of decoupling the representation of a video sequence into separate spatial and temporal components and relying on brittle, explic…
Space-time Video Super-resolutionEvEnhancer: Empowering Effectiveness, Efficiency and Generalizability for Continuous Space-Time Video Super-Resolution with Events
Continuous space-time video super-resolution (C-STVSR) endeavors to upscale videos simultaneously at arbitrary spatial and temporal scales, which has recently garnered increasing interest. However, prevailing methods str…
Space-time Video Super-resolutionSuper-ResolutionVideo Super-Resolution