Video Super-Resolution

Video Super-Resolution is a computer vision task that aims to increase the resolution of a video sequence, typically from lower to higher resolutions. The goal is to generate high-resolution video frames from low-resolution input, improving the overall quality of the video.

( Image credit: Detail-revealing Deep Video Super-Resolution )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–10 of 281 papers

Title	Date	Tasks	Status	Hype
Compressed Video Super-Resolution based on Hierarchical Encoding	Jun 17, 2025	QuantizationSuper-Resolution	—Unverified	0
FCA2: Frame Compression-Aware Autoencoder for Modular and Fast Compressed Video Super-Resolution	Jun 13, 2025	Dimensionality ReductionSuper-Resolution	CodeCode Available	0
ICME 2025 Grand Challenge on Video Super-Resolution for Video Conferencing	Jun 13, 2025	Super-ResolutionVideo Super-Resolution	CodeCode Available	1
LiftVSR: Lifting Image Diffusion to Video Super-Resolution via Hybrid Temporal Modeling with Only 4RTX 4090s	Jun 10, 2025	Super-ResolutionVideo Super-Resolution	—Unverified	0
A Systematic Investigation on Deep Learning-Based Omnidirectional Image and Video Super-Resolution	Jun 7, 2025	Super-ResolutionVideo Super-Resolution	CodeCode Available	0
DualX-VSR: Dual Axial SpatialTemporal Transformer for Real-World Video Super-Resolution without Motion Compensation	Jun 5, 2025	Motion CompensationOptical Flow Estimation	—Unverified	0
Omnidirectional Video Super-Resolution using Deep Learning	Jun 3, 2025	Deep LearningSuper-Resolution	—Unverified	0
A Survey of Deep Learning Video Super-Resolution	Jun 3, 2025	Deep LearningSuper-Resolution	—Unverified	0
UltraVSR: Achieving Ultra-Realistic Video Super-Resolution with Efficient One-Step Diffusion Space	May 26, 2025	DenoisingSuper-Resolution	—Unverified	0
DOVE: Efficient One-Step Diffusion Model for Real-World Video Super-Resolution	May 22, 2025	Super-ResolutionVideo Super-Resolution	CodeCode Available	2

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All datasets MSU Super-Resolution for Video Compression MSU Video Upscalers: Quality Enhancement MSU Video Super Resolution Benchmark: Detail Restoration Vid4 - 4x upscaling Vid4 - 4x upscaling - BD degradation REDS4- 4x upscaling UDM10 - 4x upscaling Ultra Video Group HD - 4x upscaling Falling Objects TbD TbD-3D Vimeo90K

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	RealSR + vvenc	BSQ-rate over ERQA	21.97	—	Unverified
2	bicubic + aomenc	BSQ-rate over ERQA	21.97	—	Unverified
3	bicubic + uavs3e	BSQ-rate over ERQA	21.97	—	Unverified
4	bicubic + vvenc	BSQ-rate over ERQA	21.97	—	Unverified
5	TMNet + aomenc	BSQ-rate over ERQA	21.8	—	Unverified
6	TMNet + vvenc	BSQ-rate over ERQA	21.3	—	Unverified
7	RSDN + aomenc	BSQ-rate over ERQA	20.62	—	Unverified
8	RSDN + uavs3e	BSQ-rate over ERQA	18.33	—	Unverified
9	EGVSR + aomenc	BSQ-rate over ERQA	16.73	—	Unverified
10	bicubic + x265	BSQ-rate over ERQA	16.01	—	Unverified