Convolutional Neural Networks

September 17, 2025 ยท View on GitHub

ModelDescriptionVenueYear
ESPCNsub-pixel convolutionCVPR2016
VSRNetCNN structureCVPR2016
VESPCNspatio-temporal sub-pixel convolutionCVPR2017
SPMCsub-pixel motion compensationICCV2017
LTDLearned Temporal DynamicsICCV2017
FRVSRpreviously inferred HR estimate to super-resolve the subsequent frameCVPR2018
VSR-DUFdynamic upsampling filtersCVPR2018
RBPNrecurrent encoder-decoder moduleCVPR2019
FSTRN3D convolutionsCVPR2019
PFNLprogressive fusion spatio temporal informationICCV2019
VSR_TGAdivide the input sequence into several groupsCVPR2020
STARnetincrease spatial resolution and framesCVPR2020
TDAN-VSRTemporally-Deformable Alignment NetworkCVPR2020
STVSRonestage space-time video super-resolutionCVPR2020
MuCANself-similarity of images across scalesECCV2020
RSDNaggregate both current and previous structure and detail informationECCV2020
BasicVSRsuccinct pipelineCVPR2021
TMNetTemporal Modulation NetworkCVPR2021
STDSpace-Time DistillationCVPR2021
E-VSREvent-based VSR frameworkCVPR2021
DSMCDual Subnet and Multi-stage Communicated Up-samplingAAAI2021
DBSRblind VSRICCV2021
GOVSRexploit both LR frames and estimated hidden states from the past, present and futureICCV2021
COMISRcompression-informed model for super-resolving real-world compressed videosICCV2021
RealVSRa real-world video super-resolutionICCV2021
SRVCEfficient Video Compression via Content-Adaptive Super-ResolutionICCV2021
MANAMemory-Augmented Non-Local AttentionCVPR2022
VideoINRImplicit Neural RepresentationCVPR2022
CycMu-NetCycle-Projected Mutual LearningCVPR2022
BasicVSR++Enhanced Propagation and AlignmentCVPR2022
MRVSRStable Long-Term Recurrent Video Super-ResolutionCVPR2022
ETDMExplicit Temporal Difference ModelingCVPR2022
CAVSRCompression-AwareCVPR2023
STDOSpatial-Temporal Data OverfittingCVPR2023
SSLstructure sparsityCVPR2023

Transformer Models

ModelDescriptionVenueYear
VSRTfirst attempt to adopt TransformerarXiv2021
VRTswin TransformerarXiv2022
STDANdeformable attention and long-short term feature interpolationarXiv2022
RSTTefficient transformerCVPR2022
TTVSRTrajectory-Aware TransformerCVPR2022