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 26 image quality assessment frameworks tracked. 2 score above 50 (established tier). The highest-rated is ocampor/image-quality at 59/100 with 433 stars and 3,303 monthly downloads.

Get all 26 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	ocampor/image-quality Image quality is an open source software library for Image Quality Assessment (IQA).	59	Established	433	Python
2	clovaai/synthtiger Official Implementation of SynthTIGER (Synthetic Text Image Generator), ICDAR 2021	58	Established	573	Python
3	idealo/image-quality-assessment Convolutional Neural Networks to predict the aesthetic and technical quality...	44	Emerging	2,225	Python
4	hzwer/ICCV2019-LearningToPaint ICCV2019 - Learning to Paint With Model-based Deep Reinforcement Learning	43	Emerging	2,297	Python
5	onuralpszr/GFPGAN-ncnn-vulkan [WIP] NCNN with Vulkan implementation of GFPGAN aims at developing Practical...	43	Emerging	53	C++
6	truskovskiyk/nima.pytorch NIMA: Neural IMage Assessment	42	Emerging	351	Python
7	kritiksoman/GIMP-ML AI for GNU Image Manipulation Program	39	Emerging	1,541	Python
8	zwx8981/DBCNN Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural Network	37	Emerging	117	MATLAB
9	microsoft/Video_Call_MOS A video quality MOS prediction model for videoconferencing calls that takes...	34	Emerging	54	Python
10	HugoTini/DeepBump Normal & height maps generation from single pictures	33	Emerging	1,335	Python
11	dali92002/SSL-OCR Text-DIAE: A Self-Supervised Degradation Invariant Autoencoders for Text...	33	Emerging	28	Python
12	sunwei925/SimpleVQA A Deep Learning based No-reference Quality Assessment Model for UGC Videos	31	Emerging	84	Python
13	miccunifi/ARNIQA [WACV 2024 Oral] - ARNIQA: Learning Distortion Manifold for Image Quality Assessment	28	Experimental	150	Python
14	pavancm/CONTRIQUE Official implementation for "Image Quality Assessment using Contrastive Learning"	24	Experimental	138	Python
15	miccunifi/QualiCLIP Quality-Aware Image-Text Alignment for Opinion-Unaware Image Quality Assessment	24	Experimental	126	Python
16	pterhoer/ExplainableFaceImageQuality Pixel-Level Face Image Quality Assessment for Explainable Face Recognition	24	Experimental	62	Python
17	rockerBOO/aesthetics-score Find the aesthetic score of your images using a neural network predictor	24	Experimental	14	Python
18	manu12121999/GIMP-Selection-Refiner GIMP Plugin to refine a selection using a neural network	22	Experimental	27	Python
19	SYSU-Video/GlintIQA No-Reference Image Quality Assessment with Global-Local Progressive...	18	Experimental	3	MATLAB
20	sunwei925/CompressedVQA Deep Learning based Full-reference and No-reference Quality Assessment...	16	Experimental	36	Python
21	Eduard6421/iQPP Image Query Difficulty Prediction - Benchmark and Resources	16	Experimental	4	Jupyter Notebook
22	AKSHITSUMAN/None_Z-image-Turbo_trainer ⚡ Enhance your models with the efficient LoRA fine-tuning tool based on...	14	Experimental	—	—
23	Komorebirumu/awe-ms-20260316-1718-02 AI Historical Map Restoration & Enhancement Tool Code	14	Experimental	—	HTML
24	o-messai/3D-NR-SIQA 3D Saliency guided Deep Quality predictor for No-Reference Stereoscopic Images	13	Experimental	5	MATLAB
25	o-messai/3DBIQA-AdaBoost Adaboost Neural Network And Cyclopean View For No-reference Stereoscopic...	12	Experimental	4	MATLAB
26	xinyiW915/RAPIQUE-UGC UGC quality assessment: exploring the impact of saliency in deep...	10	Experimental	1	MATLAB

Comparisons in this category

image-quality and image-quality-assessment (59 vs 44)