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Top 15 image-quality-assessment open source projects

A python implementation of BRISQUE Image Quality Assessment

✭ 156

python shell computer-vision image-processing image-quality-assessment brisque

Official implementation for "Image Quality Assessment using Contrastive Learning"

✭ 33

python deep-neural-networks computer-vision deep-learning image-processing convolutional-neural-networks image-quality image-quality-assessment blind-image-quality-assessment contrastive-loss no-reference full-reference-iqa contrastive-learning

No-Reference-Image-Quality-Assessment-using-BRISQUE-Model

Implementation of the paper "No Reference Image Quality Assessment in the Spatial Domain" by A Mittal et al. in OpenCV (using both C++ and Python)

✭ 137

C++c java HTML Makefile M4 opencv machine-learning computer-vision svm image-processing image-quality libsvm image-quality-assessment

image-quality-assessment-python

Python code to compute features of classic Image Quality Assessment models

✭ 35

python image iqa image-quality-assessment

PaQ-2-PiQ

Source code for "From Patches to Pictures (PaQ-2-PiQ): Mapping the Perceptual Space of Picture Quality"

✭ 63

Jupyter Notebook python computer-vision image-processing image-quality image-quality-assessment picture-quality

LinearityIQA

[official] Norm-in-Norm Loss with Faster Convergence and Better Performance for Image Quality Assessment (ACM MM 2020)

✭ 73

python regression loss-functions image-quality-assessment in-the-wild

RADN

[CVPRW 2021] Codes for Region-Adaptive Deformable Network for Image Quality Assessment

✭ 49

python shell pytorch image-quality-assessment ntire2021

XCloud

Official Code for Paper <XCloud: Design and Implementation of AI Cloud Platform with RESTful API Service> (arXiv1912.10344)

Spatially-Varying-Blur-Detection-python

python implementation of the paper "Spatially-Varying Blur Detection Based on Multiscale Fused and Sorted Transform Coefficients of Gradient Magnitudes" - cvpr 2017

✭ 43

python computer-vision image-processing blur image-quality blur-detection blur-detector cvpr2017 image-quality-assessment

WaDIQaM

[unofficial] Pytorch implementation of WaDIQaM in TIP2018, Bosse S. et al. (Deep neural networks for no-reference and full-reference image quality assessment)

✭ 119

python shell deep-neural-networks pytorch image-quality-assessment blind-image-quality-assessment full-reference-iqa

FocusLiteNN

Official PyTorch and MATLAB implementations of our MICCAI 2020 paper "FocusLiteNN: High Efficiency Focus Quality Assessment for Digital Pathology"

✭ 28

python matlab deep-neural-networks deep-learning image-processing pytorch convolutional-neural-network medical-image-processing digital-pathology image-quality-assessment network-distillation pathological-images

BVQA Benchmark

A resource list and performance benchmark for blind video quality assessment (BVQA) models on user-generated content (UGC) datasets. [IEEE TIP'2021] "UGC-VQA: Benchmarking Blind Video Quality Assessment for User Generated Content", Zhengzhong Tu, Yilin Wang, Neil Birkbeck, Balu Adsumilli, Alan C. Bovik

✭ 93

python vqa-dataset image-quality-assessment video-quality-assessment youtube-dataset performance-benchmark picture-quality ugc-vqa ugc-datasets bvqa-benchmark bvqa-models

image-quality-assessment-toolbox

Toolbox of commonly-used image quality assessment algorithms.

✭ 98

python matlab image-quality-assessment

RAPIQUE

[IEEE OJSP'2021] "RAPIQUE: Rapid and Accurate Video Quality Prediction of User Generated Content", Zhengzhong Tu, Xiangxu Yu, Yilin Wang, Neil Birkbeck, Balu Adsumilli, Alan C. Bovik

✭ 40

matlab python shell video deep-learning ffmpeg user-generated-content image-quality-assessment video-quality video-quality-assessment

haarpsi

The Haar wavelet-based perceptual similarity index (HaarPSI) is a similarity measure for images that aims to correctly assess the perceptual similarity between two images with respect to a human viewer.

✭ 27

python matlab haar-filter haar-features wavelet-transform image-quality-assessment perceptual-image-similarity

1-15 of 15 image-quality-assessment projects