Collect super-resolution related papers, data, repositories

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Awesome-Super-Resolution(in progress)

Collect some super-resolution related papers, data and repositories.

papers

DL based approach

Note this table is referenced from here

2021

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Title Model Published Code Keywords
Trilevel Neural Architecture Search for Efficient Single Image Super-Resolution TrilevelNAS arxiv - Trilevel Architecture Search Space
SplitSR: An End-to-End Approach to Super-Resolution on Mobile Devices SplitSR arxiv - lightweight,on Mobile Devices
Learning for Unconstrained Space-Time Video Super-Resolution USTVSRNet arxiv - VSR, Unconstrained video super-resolution,general-ized pixelshuffle layer.
ClassSR: A General Framework to Accelerate Super-Resolution Networks by Data Characteristic ClassSR cvpr21 code classification,lightweight
Learning Frequency-aware Dynamic Network for Efficient Super-Resolution FADN arxiv - Efficient SR,DCT,Mask Predictor,dynamic resblocks,frequency mask loss
Collapsible Linear Blocks for Super-Efficient Super Resolution SESR arxiv - Super-Efficient SR, overparameterization
Self-Supervised Adaptation for Video Super-Resolution Adapted VSR arxiv - VSR, Self-Supervised Adaptationn
Generic Perceptual Loss for Modeling Structured Output Dependencies Generic Perceptual Loss cvpr21 - Random VGG w/o pretrianed, work at semantic segmentation, depthestimation and instance segmentation
Large Motion Video Super-Resolution with Dual Subnet and Multi-Stage Communicated Upsampling U3D-RDN AAAI21 - VSR, Dual Subnet, Multi-stage Communicated Up-sampling
UltraSR: Spatial Encoding is a Missing Key for Implicit Image Function-based Arbitrary-Scale Super-Resolution UltraSR arxiv - Implicit Image Function Based, Arbitrary-Scale
Designing a Practical Degradation Model for Deep Blind Image Super-Resolution BSRNet/BSRGAN arxiv - randomly shuffled blur, downsampling and noise degradations for degradation model
D2C-SR: A Divergence to Convergence Approach for Image Super-Resolution D2C-SR arxiv - RealSR, divergence stage with a triple loss ,convergence stage
Training a Better Loss Function for Image Restoration MDF loss arxiv code Multi-Scale Discriminative Feature loss
Transitive Learning: Exploring the Transitivity of Degradations for Blind Super-Resolution TLSR arxiv code Blind SR, Transitive Learning
Omniscient Video Super-Resolution OVSR arxiv - VSR, new framework, precursor net and successor net
Best-Buddy GANs for Highly Detailed Image Super-Resolution Beby-GAN arxiv code relaxing the immutable one-to-one constraint, Best-Buddy Loss
Flow-based Kernel Prior with Application to Blind Super-Resolution FKP cvpr21 code Blind SR, flow-based kernel prio
Efficient Video Compression via Content-Adaptive Super-Resolution SRVC arxiv - Video Compression, Adaptive Conv
Conditional Meta-Network for Blind Super-Resolution with Multiple Degradations CMDSR arxiv - Blind SR, Conditional Meta-Network
Image Super-Resolution via Iterative Refinement SR3 arxiv - Repeated Refinement, better than SOTA GAN
BAM: A Lightweight and Efficient Balanced Attention Mechanism for Single Image Super Resolution BAM arxiv code balanced Attention Mechanism
Kernel Agnostic Real-world Image Super-resolution KASR arxiv - realsr, Kernel Agnostic
Neural Architecture Search for Image Super-Resolution Using Densely Constructed Search Space: DeCoNAS DeCoNAS arxiv - Densely Constructed Search Space
Attention in Attention Network for Image Super-Resolution A2N arxiv code Attention in Attention, lightweight
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution TMNet arxiv code VSR, interpolate frames, Temporal Modulation Block
A Two-Stage Attentive Network for Single Image Super-Resolution TSAN arxiv code SISR, multi-context attentiveblock
BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and Alignment BasicVSR++ arxiv code VSR, 3 champions and 1 runner-up in NTIRE 2021
SRDiff: Single Image Super-Resolution with Diffusion Probabilistic Models SRDiff arxiv Diffusion Probabilistic Models
SRWarp: Generalized Image Super-Resolution under Arbitrary Transformation SRWarp cvpr21 code arbitrary transformation
Cross-MPI: Cross-scale Stereo for Image Super-Resolutionusing Multiplane Images Cross-MPI cvpr21 - RefSR, plane-aware attention, coarse-to-fine guided upsampling
Lightweight Image Super-Resolution with Hierarchical and DifferentiableNeural Architecture Search DLSR arxiv code Lightweight
HINet: Half Instance Normalization Network for Image Restoration HINet arxiv - Half Instance Normalization Block, 1st place on the NTIRE 2021 Image Deblurring Challenge - Track2. JPEG Artifacts
FDAN: Flow-guided Deformable Alignment Network for Video Super-Resolution FDAN arxiv - VSR, Flowguided Deformable Module
End-to-end Alternating Optimization for Blind Super Resolution DAN arxiv code Blind SR, Restorer and Estimator Alternating Optimization
Anchor-based Plain Net for Mobile Image Super-Resolution ABPN arxiv code MAI2021, mobile device SISR, INT8 Quantization
Extremely Lightweight Quantization RobustReal-Time Single-Image Super Resolution for Mobile Devices XLSR arxiv - MAI2021, mobile device SISR Winner, INT8 Quantization
Fourier Space Losses for Efficient Perceptual Image Super-Resolution - arxiv - Fourier space supervision loss
Robust Reference-based Super-Resolution via C2-Matching C2-Matching arxiv code RefSR, ransformation gap, contrastive correspondence network, resolution gap, teacher-student correlation distillation
MASA-SR: Matching Acceleration and Spatial Adaptation forReference-Based Image Super-Resolution MASA-SR cvpr21 code RefSR, Match & Extraction Module , Spatial Adaptation Module
Noise Conditional Flow Model for Learning the Super-Resolution Space NCSR arxiv code better than GAN-based model,Flow-based, noise conditional layer
Variational AutoEncoder for Reference based Image Super-Resolution RefVAE arxiv code Variational AutoEncoder, refsr
Video Super-Resolution Transformer VSR-Transformer arxiv code VSR, spatial-temporal convolutional self-attention layer, bidirectional optical flow-based feed-forward layer
Practical Single-Image Super-Resolution Using Look-Up Table SR-LUT cvpr21 - SISR, fater than Bicubic, look-up table
Towards Fast and Accurate Real-World Depth Super-Resolution: BenchmarkDataset and Baseline FDSR cvpr21 - depth map SR
Image Super-Resolution with Non-Local Sparse Attention NLSN cvpr21 - Non-Local Sparse Attention, Spherical LSH
Learning the Non-differentiable Optimization for Blind Super-Resolution AMNet, AMGAN cvpr21 - Blind SR, non-differentiable, adap-tive modulation network
KOALAnet: Blind Super-Resolution using Kernel-Oriented Adaptive Local Adjustment KOALAnet cvpr21 - Blind SR, kernel-oriented adaptive local adjustment, learns spatially-variant degradation and restoration kernels
Exploring Sparsity in Image Super-Resolution for Efficient Inference SMSR cvpr21 code Sparse Masks, Efficient SISR
LAU-Net: Latitude Adaptive Upscaling Network for Omnidirectional Image Super-resolution LAU-Net cvpr21 code Omnidirectional Image SR
Tackling the Ill-Posedness of Super-Resolution through Adaptive Target Generation AdaTarget cvpr21 code Adaptive Target Generator
Single Pair Cross-Modality Super Resolution CMSR cvpr21 - single-pair,Cross-Modality
End-to-End Learning for Joint Image Demosaicing, Denoising and Super-Resolution JDNDMSR cvpr21 - joint tasks
MR Image Super-Resolution with Squeeze and Excitation Reasoning Attention SERAN cvpr21 - MRI SR, squeeze and excitation reasoning attention networks
Light Field Super-Resolution with Zero-Shot Learning - cvpr21 - zero shot, light field SR
Scene Text Telescope: Text-Focused Scene Image Super-Resolution TBSRN cvpr21 - text-focused SR
Interpreting Super-Resolution Networks with Local Attribution Maps LAM cvpr21 - Interpreting SR,local attribution map
Turning Frequency to Resolution: Video Super-resolution via Event Cameras E-VSR cvpr21 - VSR, Event-based VSR
GLEAN: Generative Latent Bank for Large-Factor Image Super-Resolution GLEAN cvpr21 - Latent Bank, large scale factor
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond BasicVSR cvpr21 - VideoSR, The Search for Essential Components
AdderSR: Towards Energy Efficient Image Super-Resolution AdderSR cvpr21 - SISR, adder neural networks, Energy Efficient
Deep Burst Super-Resolution BurstSR cvpr21 - multi-frame sr, new BurstSR dataset
Pre-Trained Image Processing Transformer IPT cvpr21 Pre-Trained Image Processing Transformer, Imagenet pretrained, dramatically improve performance
Blind Image Super-Resolution via ContrastiveRepresentation Learning CRL-SR arxiv - blind SR, contrastive decoupling encoding, contrastive feature refinement
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WangChaofeng
WangChaofeng
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