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GitHub topics: full-reference-image-quality-assessment

miccunifi/ARNIQA

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

Language: Python - Size: 17.4 MB - Last synced at: 2 months ago - Pushed at: 3 months ago - Stars: 126 - Forks: 3

abhijay9/ShiftTolerant-LPIPS

[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.

Language: Python - Size: 240 MB - Last synced at: 8 days ago - Pushed at: 12 months ago - Stars: 36 - Forks: 3

avinabsaha/ReIQA

Official implementation for CVPR2023 Paper "Re-IQA : Unsupervised Learning for Image Quality Assessment in the Wild"

Language: Python - Size: 16.5 MB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 102 - Forks: 7

abhijay9/attacking_perceptual_similarity_metrics

[TMLR 2023] as a featured article (spotlight :star2: 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.

Language: Python - Size: 1.8 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 6 - Forks: 2

Related Keywords
full-reference-image-quality-assessment 4 iqa 3 full-reference-iqa 3 perceptual-similarity 2 nr-iqa 2 no-reference-image-quality-assessment 2 image-quality-assessment 2 image-quality 2 image-processing 2 fr-iqa 2 contrastive-learning 2 blind-image-quality-assessment 2 unsupervised-learning 1 adversarial-attacks 1 adversarial-robustness 1 resnet-50 1 image-quality-assesment 1 re-iqa 1 moco-v2 1 cvpr2023 1 cvpr 1 transferable-attacks 1 ml-robustness 1 simclr 1 self-supervised-learning 1 resnet 1 low-level-vision 1 image-degradation 1 degradation-model 1 deep-learning 1 computer-vision 1 biqa 1