SOTAVerified

Super-Resolution

Super-Resolution is a task in computer vision that involves increasing the resolution of an image or video by generating missing high-frequency details from low-resolution input. The goal is to produce an output image with a higher resolution than the input image, while preserving the original content and structure.

( Credit: MemNet )

Papers

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Showing 551–600 of 3874 papers

TitleStatusHype
Consistent Direct Time-of-Flight Video Depth Super-ResolutionCode1
MedleyVox: An Evaluation Dataset for Multiple Singing Voices SeparationCode1
The Best of Both Worlds: a Framework for Combining Degradation Prediction with High Performance Super-Resolution NetworksCode1
Efficient and Accurate Quantized Image Super-Resolution on Mobile NPUs, Mobile AI & AIM 2022 challenge: ReportCode1
Self-supervised Character-to-Character Distillation for Text RecognitionCode1
Combining Attention Module and Pixel Shuffle for License Plate Super-ResolutionCode1
Nonparallel High-Quality Audio Super Resolution with Domain Adaptation and Resampling CycleGANsCode1
High-Resolution Image Editing via Multi-Stage Blended DiffusionCode1
Single Image Super-Resolution via a Dual Interactive Implicit Neural NetworkCode1
Lightweight Stepless Super-Resolution of Remote Sensing Images via Saliency-Aware Dynamic Routing StrategyCode1
Action Matching: Learning Stochastic Dynamics from SamplesCode1
Efficient Image Super-Resolution using Vast-Receptive-Field AttentionCode1
Rolling Shutter Inversion: Bring Rolling Shutter Images to High Framerate Global Shutter VideoCode1
Single Image Super-Resolution Based on Capsule Neural NetworksCode1
Accurate Image Restoration with Attention Retractable TransformerCode1
From Face to Natural Image: Learning Real Degradation for Blind Image Super-ResolutionCode1
Make-A-Video: Text-to-Video Generation without Text-Video DataCode1
Multi-scale Attention Network for Single Image Super-ResolutionCode1
A heterogeneous group CNN for image super-resolutionCode1
Real-RawVSR: Real-World Raw Video Super-Resolution with a Benchmark DatasetCode1
Face Super-Resolution Using Stochastic Differential EquationsCode1
KXNet: A Model-Driven Deep Neural Network for Blind Super-ResolutionCode1
HAZE-Net: High-Frequency Attentive Super-Resolved Gaze Estimation in Low-Resolution Face ImagesCode1
Deep Plug-and-Play Prior for Hyperspectral Image RestorationCode1
Model-Guided Multi-Contrast Deep Unfolding Network for MRI Super-resolution ReconstructionCode1
Generative Adversarial Super-Resolution at the Edge with Knowledge DistillationCode1
Joint Learning Content and Degradation Aware Feature for Blind Super-ResolutionCode1
DSR: Towards Drone Image Super-ResolutionCode1
RZSR: Reference-based Zero-Shot Super-Resolution with Depth Guided Self-ExemplarsCode1
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-ResolutionCode1
Sliding Window Recurrent Network for Efficient Video Super-ResolutionCode1
Fast Nearest Convolution for Real-Time Efficient Image Super-ResolutionCode1
HST: Hierarchical Swin Transformer for Compressed Image Super-resolutionCode1
Learning Degradation Representations for Image DeblurringCode1
Hard-Constrained Deep Learning for Climate DownscalingCode1
Adaptive Local Implicit Image Function for Arbitrary-scale Super-resolutionCode1
Learning Spatiotemporal Frequency-Transformer for Compressed Video Super-ResolutionCode1
Perception-Distortion Balanced ADMM Optimization for Single-Image Super-ResolutionCode1
Exploring Resolution and Degradation Clues as Self-supervised Signal for Low Quality Object DetectionCode1
Rethinking Degradation: Radiograph Super-Resolution via AID-SRGANCode1
Physics-informed Deep Super-resolution for Spatiotemporal DataCode1
Robust Real-World Image Super-Resolution against Adversarial AttacksCode1
Meta-Learning based Degradation Representation for Blind Super-ResolutionCode1
Reference-based Image Super-Resolution with Deformable Attention TransformerCode1
NeuriCam: Key-Frame Video Super-Resolution and Colorization for IoT CamerasCode1
Compiler-Aware Neural Architecture Search for On-Mobile Real-time Super-ResolutionCode1
Deep Audio Waveform PriorCode1
CADyQ: Content-Aware Dynamic Quantization for Image Super-ResolutionCode1
Towards Interpretable Video Super-Resolution via Alternating OptimizationCode1
Learning Mutual Modulation for Self-Supervised Cross-Modal Super-ResolutionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1super-resolutionAverage PSNR20.41—Unverified