/Awesome-Image-Quality-Assessment

A collection of IQA papers (mainly deep learning methods), datasets and codes.

MIT LicenseMIT

Awesome Image Quality Assessment (IQA)

A collection of IQA papers (mainly deep learning methods), datasets and codes. We also provide PyTorch implementations of mainstream metrics in IQA-PyTorch

Papers

No Reference (NR)

Paper Link Method Type Published Code Keywords
arXiv MANIQA NR CVPRW2022 Official Transformer, multi-dimension attention, dual branch
arXiv TReS NR WACV2022 Official Transformer, relative ranking, self-consistency
pdf KonIQ++ NR BMVC2021 Official Multi-task with distortion prediction
arXiv MUSIQ NR ICCV2021 Official / Pytorch Multi-scale, transformer, Aspect Ratio Preserved (ARP) resizing
arXiv CKDN NR ICCV2021 Official Degraded reference, Conditional knowledge distillation (related to HIQA)
pdf HyperIQA NR CVPR2020 Official Content-aware hyper network
arXiv Meta-IQA NR CVPR2020 Official Meta-learning
arXiv GIQA NR ECCV2020 Official Generated image
arXiv PI NR 2018 PIRM Challenge Project 1/2 * (NIQE + (10 - NRQM)).
arXiv HIQA NR CVPR2018 Project Hallucinated reference
arXiv BPSQM NR CVPR2018 Pixel-wise quality map
arXiv RankIQA NR ICCV2017 Github Pretrain on synthetically ranked data
pdf CNNIQA NR CVPR2014 PyTorch First CNN-based NR-IQA
arXiv UNIQUE NR TIP2021 Github Combine synthetic and authentic image pairs
arXiv DBCNN NR TCSVT2020 Official Two branches for synthetic and authentic distortions
pdf SFA NR TMM2019 Official Aggregate ResNet50 features of multiple cropped patches
pdf/arXiv PQR NR/Aesthetic TIP2019 Official1/Official2 Unify different type of aesthetic labels
arXiv WaDIQaM (deepIQA) NR/FR TIP2018 PyTorch Weighted average of patch qualities, shared FR/NR models
pdf NIMA NR TIP2018 PyTorch/Tensorflow Squared EMD loss
pdf MEON NR TIP2017 Multi-task: distortion learning and quality prediction
arXiv dipIQ NR TIP2017 download Similar to RankIQA
arXiv NRQM (Ma) NR CVIU2017 Project Traditional, Super resolution
arXiv FRIQUEE NR JoV2017 Official Authentically Distorted, Bag of Features
IEEE HOSA NR TIP2016 Matlab download Traditional
pdf ILNIQE NR TIP2015 Official Traditional
pdf BRISQUE NR TIP2012 Official Traditional
pdf BLIINDS-II NR TIP2012 Official
pdf CORNIA NR CVPR2012 Matlab download Codebook Representation
pdf NIQE NR SPL2012 Official Traditional
pdf DIIVINE NR TIP2011 Official

Full Reference (FR)

Title Method Type Published Code Keywords
arXiv AHIQ FR CVPR2022 NTIRE workshop Official Attention, Transformer
arXiv JSPL FR CVPR2022 Official semi-supervised and positive-unlabeled (PU) learning
arXiv CVRKD NAR AAAI2022 Official Non-Aligned content reference, knowledge distillation
arXiv IQT FR CVPRW2021 PyTorch Transformer
arXiv A-DISTS FR ACMM2021 Official
arXiv DISTS FR TPAMI2021 Official
arXiv LPIPS FR CVPR2018 Project Perceptual similarity, Pairwise Preference
arXiv PieAPP FR CVPR2018 Project Perceptual similarity, Pairwise Preference
arXiv WaDIQaM NR/FR TIP2018 Official
arXiv JND-SalCAR FR TCSVT2020 JND (Just-Noticeable-Difference)
pdf QADS FR TIP2019 Project Super-resolution
pdf FSIM FR TIP2011 Project Traditional
pdf VIF/IFC FR TIP2006 Project Traditional
pdf MS-SSIM FR Project Traditional
pdf SSIM FR TIP2004 Project Traditional
PSNR FR Traditional

Others

Title Method Published Code Keywords
arXiv NiNLoss ACMM2020 Official Norm-in-Norm Loss

Datasets

IQA datasets

Paper Link Dataset Name Type Published Website Images Annotations
arXiv PaQ-2-PiQ NR CVPR2020 Official github 40k, 120k patches 4M
CVF SPAQ NR CVPR2020 Offical github 11k (smartphone)
arXiv KonIQ-10k NR TIP2020 Project 10k from YFCC100M 1.2M
arXiv CLIVE NR TIP2016 Project 1200 350k
pdf AVA NR / Aesthentic CVPR2012 Github/Project 250k (60 categories)
arXiv PIPAL FR ECCV2020 Project 250 1.13M
arXiv KADIS-700k FR arXiv Project 140k pristine / 700k distorted 30 ratings (DCRs) per image.
IEEE KADID-10k FR QoMEX2019 Project 81 10k distortions
pdf Waterloo-Exp FR TIP2017 Project 4744 94k distortions
pdf MDID FR PR2017 --- 20 1600 distortions
pdf TID2013 FR SP2015 Project 25 3000 distortions
pdf LIVEMD FR ACSSC2012 Project 15 pristine images two successive distortions
pdf CSIQ FR Journal of Electronic Imaging 2010 --- 30 866 distortions
pdf TID2008 FR 2009 Project 25 1700 distortions
pdf LIVE IQA FR TIP2006 Project 29 images, 780 synthetic distortions
link IVC FR 2005 --- 10 185 distortions

Perceptual similarity datasets

Paper Title Dataset Name Type Published Website Images Annotations
arXiv BAPPS(LPIPS) FR CVPR2018 Project 187.7k 484k
arXiv PieAPP FR CVPR2018 Project 200 images 2.3M