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Image Quality Assessment

Papers

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Showing 251–300 of 732 papers

TitleStatusHype
MD-IQA: Learning Multi-scale Distributed Image Quality Assessment with Semi Supervised Learning for Low Dose CTCode0
FetMRQC: a robust quality control system for multi-centric fetal brain MRICode1
VCISR: Blind Single Image Super-Resolution with Video Compression Synthetic DataCode1
ARNIQA: Learning Distortion Manifold for Image Quality AssessmentCode1
Perceptual Assessment and Optimization of HDR Image RenderingCode0
AutoDIR: Automatic All-in-One Image Restoration with Latent DiffusionCode1
You Only Train Once: A Unified Framework for Both Full-Reference and No-Reference Image Quality AssessmentCode0
The Unreasonable Effectiveness of Linear Prediction as a Perceptual MetricCode1
Blind CT Image Quality Assessment Using DDPM-derived Content and Transformer-based Evaluator—0
FreqAlign: Excavating Perception-oriented Transferability for Blind Image Quality Assessment from A Frequency PerspectiveCode0
Cross-Dataset-Robust Method for Blind Real-World Image Quality Assessment—0
Q-Bench: A Benchmark for General-Purpose Foundation Models on Low-level VisionCode2
Perceptual Quality Assessment of 360^ Images Based on Generative Scanpath RepresentationCode0
Interpretable Image Quality Assessment via CLIP with Multiple Antonym-Prompt Pairs—0
Local Distortion Aware Efficient Transformer Adaptation for Image Quality Assessment—0
The Color Clifford Hardy Signal: Application to Color Edge Detection and Optical Flow—0
Computer-Aided Cytology Diagnosis in Animals: CNN-Based Image Quality Assessment for Accurate Disease Classification—0
Towards Top-Down Stereo Image Quality Assessment via Stereo AttentionCode0
TOPIQ: A Top-down Approach from Semantics to Distortions for Image Quality AssessmentCode4
Test Time Adaptation for Blind Image Quality AssessmentCode0
Analysis of Video Quality Datasets via Design of Minimalistic Video Quality ModelsCode1
A Visual Quality Assessment Method for Raster Images in Scanned Document—0
On the Effectiveness of Spectral Discriminators for Perceptual Quality ImprovementCode1
Self2Self+: Single-Image Denoising with Self-Supervised Learning and Image Quality Assessment LossCode1
Blind Image Quality Assessment Using Multi-Stream Architecture with Spatial and Channel Attention—0
Regression-free Blind Image Quality Assessment with Content-Distortion Consistency—0
Blind Image Quality Assessment: A Fuzzy Neural Network for Opinion Score Distribution PredictionCode0
SAM-IQA: Can Segment Anything Boost Image Quality Assessment?Code1
Expert-Agnostic Ultrasound Image Quality Assessment using Deep Variational Clustering—0
AIGCIQA2023: A Large-scale Image Quality Assessment Database for AI Generated Images: from the Perspectives of Quality, Authenticity and CorrespondenceCode1
Deep learning techniques for blind image super-resolution: A high-scale multi-domain perspective evaluationCode1
Supervised Deep Learning for Content-Aware Image Retargeting with Fourier ConvolutionsCode0
AGIQA-3K: An Open Database for AI-Generated Image Quality AssessmentCode1
Scale Guided Hypernetwork for Blind Super-Resolution Image Quality AssessmentCode0
Towards a Robust Framework for NeRF EvaluationCode0
Optimization-Based Improvement of Face Image Quality Assessment TechniquesCode0
Collaborative Auto-encoding for Blind Image Quality AssessmentCode0
Deep Image Compression Using Scene Text Quality Assessment—0
Assessor360: Multi-sequence Network for Blind Omnidirectional Image Quality AssessmentCode1
MAMIQA: No-Reference Image Quality Assessment Based on Multiscale Attention Mechanism With Natural Scene StatisticsCode0
Blind Image Quality Assessment via Transformer Predicted Error Map and Perceptual Quality TokenCode1
Deep Ensembling for Perceptual Image Quality Assessment—0
DifFIQA: Face Image Quality Assessment Using Denoising Diffusion Probabilistic ModelsCode1
Relaxed forced choice improves performance of visual quality assessment methods—0
MCLFIQ: Mobile Contactless Fingerprint Image Quality—0
GMValuator: Similarity-based Data Valuation for Generative Models—0
FetMRQC: Automated Quality Control for fetal brain MRICode1
An Image Quality Assessment Dataset for PortraitsCode1
Data-Efficient Image Quality Assessment with Attention-Panel DecoderCode1
A comparative study between paired and unpaired Image Quality Assessment in Low-Dose CT DenoisingCode0
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All datasetsMSU NR VQA DatabaseKonIQ-10kMSU FR VQA Database

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SPAQ MT-SSRCC0.88—Unverified
2SPAQ BLSRCC0.88—Unverified
3SPAQ MT-ASRCC0.88—Unverified
4KonCept512SRCC0.84—Unverified
5MEONSRCC0.51—Unverified
#ModelMetricClaimedVerifiedStatus
1RealQASRCC0.95—Unverified
2OneAlignSRCC0.94—Unverified
3UNIQASRCC0.93—Unverified
4KonCept512SRCC0.92—Unverified
#ModelMetricClaimedVerifiedStatus
1FSIMSRCC0.9—Unverified
2DSSSRCC0.9—Unverified
3MS-GMSDSRCC0.89—Unverified
4GMSDSRCC0.89—Unverified