A collection of color and style transfer algorithms and objective evaluation metrics.

[ECCV 2022] We investigated a broad range of neural network elements and developed a robust perceptual similarity metric. Our shift-tolerant perceptual similarity metric (ST-LPIPS) is consistent with human perception and is less susceptible to imperceptible misalignments between two images than existing metrics.

Official implementation of our IEEE Access paper (2024), ZEN-IQA: Zero-Shot Explainable and No-Reference Image Quality Assessment with Vision Language Model

[WACV 2024 Oral] - ARNIQA: Learning Distortion Manifold for Image Quality Assessment

Measures and metrics for image2image tasks. PyTorch.

A comprehensive collection of IQA papers

AIS: Vision, Graphics and AI for Streaming Workshop at CVPR 2024

👁️ 🖼️ 🔥PyTorch Toolbox for Image Quality Assessment, including LPIPS, FID, NIQE, NRQM(Ma), MUSIQ, NIMA, DBCNN, WaDIQaM, BRISQUE, PI and more...

Quality-Aware Image-Text Alignment for Real-World Image Quality Assessment

Non-local Modeling for Image Quality Assessment

[AAAI 2023] Exploring CLIP for Assessing the Look and Feel of Images

[NeurIPS 2023] Assessor360: Multi-sequence Network for Blind Omnidirectional Image Quality Assessment

Official code for "Towards Top-Down Stereoscopic Image Quality Assessment via Stereo Attention"

This repo is a lib for classic SIQA models implementation in PyTorch.

Comparison of IQA models in Perceptual Optimization

Image Quality Assessment Toolbox for StarSRGAN.

The training code for the SAL-360IQA model.

NTIRE 2021, Image Quality Assessment Challenge (MACS team)

A unified interface for downloading and loading popular Image Quality Assessment (IQA) datasets.

[TMLR 2023] as a featured article (spotlight 🌟 or top 0.01% of the accepted papers). In this study, we systematically examine the robustness of both traditional and learned perceptual similarity metrics to imperceptible adversarial perturbations.