awesome-defocus-detection

Papers:

NO-REFERENCE IMAGE SHARPNESS ASSESSMENT BASED ON LOCAL PHASE COHERENCE MEASUREMENT [paper]
Non-parametric Blur Map Regression for Depth of Field Extension [paper]
Spatially-Varying Blur Detection Based on Multiscale Fused and Sorted Transform Coefficients of Gradient Magnitudes [code]
LBP-based Segmentation of Defocus Blur [paper] [code]
Discriminative Blur Detection Features [project]
Blurred Image Region Detection and Classification [paper] [code]
A Unified Approach of Multi-scale Deep and Hand-crafted Features for Defocus Estimation [paper]
Learning to Understand Image Blur [paper]
Deep Defocus Map Estimation using Domain Adaptation [paper]
Defocus Blur Detection via Multi-Stream Bottom-Top-Bottom Fully Convolutional Network [paper]
DeFusionNET: Defocus Blur Detection via Recurrently Fusing and Refining Multi-scale Deep Features http://openaccess.thecvf.com/content_CVPR_2019/papers/Tang_DeFusionNET_Defocus_Blur_Detection_via_Recurrently_Fusing_and_Refining_Multi-Scale_CVPR_2019_paper.pdf
Estimating Defocus Blur via Rank of Local Patches http://openaccess.thecvf.com/content_ICCV_2017/papers/Xu_Estimating_Defocus_Blur_ICCV_2017_paper.pdf
DeepBlindness: Fast Blindness Map Estimation and Blindness Type Classification for Outdoor Scene from Single Color Image https://arxiv.org/pdf/1911.00652.pdf
Self-supervised Blur Detection from Synthetically Blurred Scenes https://arxiv.org/pdf/1908.10638.pdf
Enhancing Diversity of Defocus Blur Detectors via Cross-Ensemble Network [paper] [code]
Blur detection via classification [code]

Datasets:

[Shi et al.’s] CUHK dataset http://www.cse.cuhk.edu.hk/leojia/projects/dblurdetect/
[E. C. Larson et al.’s] CSIQ Image Quality Database http://vision.eng.shizuoka.ac.jp/mod/page/view.php?id=23
[Lee et al.’s] SYNDOF https://github.com/codeslake/SYNDOF
[Wenda Zhao et al.’s] DUT-DBD http://ice.dlut.edu.cn/ZhaoWenda/BTBCRLNet.html
[Alekseev A.] Blur detection dataset https://github.com/Kwentar/blur_dataset
[github] Sharpness for autofocus https://github.com/russwong89/sharpness_detection_autofocus

IQA:

[!!! SOTA] https://arxiv.org/pdf/1912.10088.pdf
[!!] https://arxiv.org/pdf/1806.02067v1.pdf
[!!!] https://github.com/baidut/PaQ-2-PiQ
[!!!!! SOTA] https://github.com/ysyscool/SGDNet
[!!] https://github.com/subpic/koniq
https://github.com/zwx8981/DBCNN-PyTorch
https://github.com/idealo/image-quality-assessment/
https://github.com/bukalapak/pybrisque

elejke/awesome-defocus-detection

awesome-defocus-detection

Papers:

Datasets:

IQA:

Sharpness: