SOTAVerified

No-Reference Image Quality Assessment

An Image Quality Assessment approach where no reference image information is available to the model. Sometimes referred to as Blind Image Quality Assessment (BIQA).

Papers

Showing 101150 of 155 papers

TitleStatusHype
PMT-IQA: Progressive Multi-task Learning for Blind Image Quality AssessmentCode0
KonX: Cross-Resolution Image Quality Assessment0
QMRNet: Quality Metric Regression for EO Image Quality Assessment and Super-ResolutionCode0
Forgetting to Remember: A Scalable Incremental Learning Framework for Cross-Task Blind Image Quality AssessmentCode0
A Human Visual System Inspired No-Reference Image Quality Assessment Method Based on Local Feature DescriptorsCode0
No-Reference Quality Assessment of Authentically Distorted Images Based on Local and Global FeaturesCode0
Pixel-by-pixel Mean Opinion Score (pMOS) for No-Reference Image Quality Assessment0
Subjective Quality Assessment for Images Generated by Computer Graphics0
MSTRIQ: No Reference Image Quality Assessment Based on Swin Transformer with Multi-Stage Fusion0
UID2021: An Underwater Image Dataset for Evaluation of No-reference Quality Assessment MetricsCode0
BIQ2021: A Large-Scale Blind Image Quality Assessment Database0
3D Saliency guided Deep Quality predictor for No-Reference Stereoscopic ImagesCode0
No-Reference Image Quality Assessment with Convolutional Neural Networks and Decision FusionCode0
No-Reference Video Quality Assessment Based on Benford’s Law and Perceptual FeaturesCode0
Deep Superpixel-based Network for Blind Image Quality AssessmentCode0
Analysis of Benford’s Law for No-Reference Quality Assessment of Natural, Screen-Content, and Synthetic ImagesCode0
Task-Specific Normalization for Continual Learning of Blind Image Quality ModelsCode0
Semi-Supervised Deep Ensembles for Blind Image Quality AssessmentCode0
Deep Perceptual Preprocessing for Video Coding0
Perceptual Image Restoration with High-Quality Priori and Degradation Learning0
No-reference Stereoscopic Image Quality Predictor using Deep Features from Cyclopean ImageCode0
Multi-pooled Inception features for no-reference image quality assessmentCode0
Comprehensive evaluation of no-reference image quality assessment algorithms on authentic distortions0
Comprehensive evaluation of no-reference image quality assessment algorithms on KADID-10k database0
Painting Outside as Inside: Edge Guided Image Outpainting via Bidirectional Rearrangement with Progressive Step Learning0
Multi-task deep CNN model for no-reference image quality assessment on smartphone camera photos0
No-Reference Image Quality Assessment Based on the Fusion of Statistical and Perceptual FeaturesCode0
No-Reference Image Quality Assessment via Feature Fusion and Multi-Task Learning0
Evaluation of Rounding Functions in Nearest-Neighbor Interpolation0
Adaboost Neural Network And Cyclopean View For No-reference Stereoscopic Image Quality AssessmentCode0
DeepFL-IQA: Weak Supervision for Deep IQA Feature LearningCode0
From Patches to Pictures (PaQ-2-PiQ): Mapping the Perceptual Space of Picture QualityCode0
Potential of deep features for opinion-unaware, distortion-unaware, no-reference image quality assessmentCode0
Controllable List-wise Ranking for Universal No-reference Image Quality AssessmentCode0
Quality Aware Generative Adversarial NetworksCode0
Domain Fingerprints for No-reference Image Quality Assessment0
Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural NetworkCode0
No-Reference Quality Assessment of Contrast-Distorted Images using Contrast EnhancementCode0
Robust statistics and no-reference image quality assessment in Curvelet domainCode0
No reference image quality assessment metric based on regional mutual information among images0
Exploiting High-Level Semantics for No-Reference Image Quality Assessment of Realistic Blur ImagesCode0
Which Has Better Visual Quality: The Clear Blue Sky or a Blurry Animal?Code0
Blind Document Image Quality Prediction Based on Modification of Quality Aware Clustering Method Integrating a Patch Selection Strategy0
Hallucinated-IQA: No-Reference Image Quality Assessment via Adversarial Learning0
RAN4IQA: Restorative Adversarial Nets for No-Reference Image Quality Assessment0
A Probabilistic Quality Representation Approach to Deep Blind Image Quality PredictionCode0
RankIQA: Learning from Rankings for No-reference Image Quality AssessmentCode0
An Attention-Driven Approach of No-Reference Image Quality Assessment0
Deep Quality: A Deep No-reference Quality Assessment System0
MUG: A Parameterless No-Reference JPEG Quality Evaluator Robust to Block Size and Misalignment0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1RvTC (image-only)SRCC0.98Unverified
2UNIQASRCC0.94Unverified
3CONTRIQUESRCC0.93Unverified
4ARNIQASRCC0.91Unverified
5Re-IQASRCC0.87Unverified
6TReSSRCC0.86Unverified
7HyperIQASRCC0.85Unverified
8DB-CNNSRCC0.85Unverified
9BRISQUESRCC0.53Unverified
#ModelMetricClaimedVerifiedStatus
1UNIQASRCC0.96Unverified
2ARNIQASRCC0.96Unverified
3Re-IQASRCC0.95Unverified
4DB-CNNSRCC0.95Unverified
5CONTRIQUESRCC0.94Unverified
6HyperIQASRCC0.92Unverified
7TReSSRCC0.92Unverified
8BRISQUESRCC0.75Unverified
#ModelMetricClaimedVerifiedStatus
1UNIQASRCC0.95Unverified
2ARNIQASRCC0.88Unverified
3TReSSRCC0.86Unverified
4CONTRIQUESRCC0.84Unverified
5HyperIQASRCC0.84Unverified
6DB-CNNSRCC0.82Unverified
7Re-IQASRCC0.8Unverified
8BRISQUESRCC0.6Unverified
#ModelMetricClaimedVerifiedStatus
1LAR-IQA (KAN head)SRCC0.84Unverified
2QualiCLIPSRCC0.77Unverified
3CLIP-IQA+SRCC0.75Unverified
4ARNIQASRCC0.74Unverified
5CONTRIQUESRCC0.73Unverified
6Effnet-2C-MLSPSRCC0.68Unverified
7HyperIQASRCC0.55Unverified
#ModelMetricClaimedVerifiedStatus
1RvTC (image-only)PLCC0.95Unverified
#ModelMetricClaimedVerifiedStatus
1UNIQASRCC0.99Unverified
#ModelMetricClaimedVerifiedStatus
1RvTC (image-only)PLCC0.93Unverified