Image Quality Assessment ML Frameworks

Tools and models for evaluating image quality using no-reference, full-reference, or learning-based methods. Includes face image quality, UGC quality assessment, and blind image quality prediction. Does NOT include general image processing, enhancement, or aesthetic scoring systems.

There are 28 image quality assessment frameworks tracked. 5 score above 50 (established tier). The highest-rated is clovaai/synthtiger at 58/100 with 573 stars.

Get all 28 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=image-quality-assessment&limit=20"

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#	Framework	Score	Tier	Stars	Language
1	clovaai/synthtiger Official Implementation of SynthTIGER (Synthetic Text Image Generator), ICDAR 2021	58	Established	573	Python
2	ocampor/image-quality Image quality is an open source software library for Image Quality Assessment (IQA).	58	Established	433	Python
3	idealo/image-quality-assessment Convolutional Neural Networks to predict the aesthetic and technical quality...	51	Established	2,225	Python
4	hzwer/ICCV2019-LearningToPaint ICCV2019 - Learning to Paint With Model-based Deep Reinforcement Learning	50	Established	2,297	Python
5	onuralpszr/GFPGAN-ncnn-vulkan [WIP] NCNN with Vulkan implementation of GFPGAN aims at developing Practical...	50	Established	53	C++
6	truskovskiyk/nima.pytorch NIMA: Neural IMage Assessment	49	Emerging	351	Python
7	kritiksoman/GIMP-ML AI for GNU Image Manipulation Program	46	Emerging	1,541	Python
8	zwx8981/DBCNN Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural Network	44	Emerging	117	MATLAB
9	microsoft/Video_Call_MOS A video quality MOS prediction model for videoconferencing calls that takes...	41	Emerging	54	Python
10	dali92002/SSL-OCR Text-DIAE: A Self-Supervised Degradation Invariant Autoencoders for Text...	40	Emerging	28	Python
11	HugoTini/DeepBump Normal & height maps generation from single pictures	40	Emerging	1,335	Python
12	sunwei925/SimpleVQA A Deep Learning based No-reference Quality Assessment Model for UGC Videos	38	Emerging	84	Python
13	miccunifi/ARNIQA [WACV 2024 Oral] - ARNIQA: Learning Distortion Manifold for Image Quality Assessment	35	Emerging	150	Python
14	rockerBOO/aesthetics-score Find the aesthetic score of your images using a neural network predictor	31	Emerging	14	Python
15	pavancm/CONTRIQUE Official implementation for "Image Quality Assessment using Contrastive Learning"	31	Emerging	138	Python
16	miccunifi/QualiCLIP Quality-Aware Image-Text Alignment for Opinion-Unaware Image Quality Assessment	31	Emerging	126	Python
17	pterhoer/ExplainableFaceImageQuality Pixel-Level Face Image Quality Assessment for Explainable Face Recognition	31	Emerging	62	Python
18	manu12121999/GIMP-Selection-Refiner GIMP Plugin to refine a selection using a neural network	29	Experimental	27	Python
19	Eduard6421/iQPP Image Query Difficulty Prediction - Benchmark and Resources	23	Experimental	4	Jupyter Notebook
20	sunwei925/CompressedVQA Deep Learning based Full-reference and No-reference Quality Assessment...	23	Experimental	36	Python
21	o-messai/3DBIQA-AdaBoost Adaboost Neural Network And Cyclopean View For No-reference Stereoscopic...	19	Experimental	4	MATLAB
22	xinyiW915/RAPIQUE-UGC UGC quality assessment: exploring the impact of saliency in deep...	17	Experimental	1	MATLAB
23	xinyiW915/ReLaX-VQA ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video...	16	Experimental	20	Python
24	AKSHITSUMAN/None_Z-image-Turbo_trainer ⚡ Enhance your models with the efficient LoRA fine-tuning tool based on...	14	Experimental	—	—
25	Komorebirumu/awe-ms-20260316-1718-02 AI Historical Map Restoration & Enhancement Tool Code	14	Experimental	—	HTML
26	CeLuigi/BIQA4ConsumerPhotographs Source code for the paper "Blind Image Quality Assessment of Authentically...	11	Experimental	3	—
27	Daxrajsinh/Image-Quality-Assessment_ML-DL "An Advanced ML-DL based project for evaluating and enhancing image...	10	Experimental	2	Jupyter Notebook
28	o-messai/SIQA-SVM-deep No-reference Stereoscopic Image Quality Predictor using Deep Features from...	10	Experimental	2	MATLAB

Comparisons in this category

image-quality and image-quality-assessment (58 vs 51) SimpleVQA and CompressedVQA (38 vs 23)