A list of recent image quality related papers published in top journals and conferences.
Early Access
Deep Active Learning with Contaminated Tags for Image Aesthetics Assessment
2022
FOVQA: Blind Foveated Video Quality Assessment
Image Quality Assessment Using Contrastive Learning
Subjective and Objective Quality of Experience of Free Viewpoint Videos
A Spatial and Geometry Feature-Based Quality Assessment Model for the Light Field Images
Fine-grained Image Quality Caption with Hierarchical Semantics Degradation
Evaluating Quantitative Metrics of Tone-Mapped Images
Stretching Artifacts Identification for Quality Assessment of 3D-Synthesized Views
VCRNet: Visual Compensation Restoration Network for No-Reference Image Quality Assessment
A Subjective and Objective Study of Space-Time Subsampled Video Quality
Study of the Subjective and Objective Quality of High Motion Live Streaming Videos
Contrastive Self-supervised Pre-training for Video Quality Assessment
Completely Blind Quality Assessment of User Generated Video Content
2021
Image Defogging Quality Assessment: Real-World Database and Method
Perceptual Video Quality Prediction Emphasizing Chroma Distortions
Cubemap-Based Perception-Driven Blind Quality Assessment for 360-degree Images
SSIM Compliant Modeling Framework With Denoising and Deblurring Applications
Uncertainty-Aware Blind Image Quality Assessment in the Laboratory and Wild
Blind Image Quality Assessment With Active Inference
UGC-VQA: Benchmarking Blind Video Quality Assessment for User Generated Content
Towards Perceptually Optimized Adaptive Video Streaming-A Realistic Quality of Experience Database
No-Reference Screen Content Image Quality Assessment With Unsupervised Domain Adaptation
Predicting the Quality of Compressed Videos with Pre-Existing Distortions
ChipQA: No-Reference Video Quality Prediction via Space-Time Chips
2020
Sparse Representation-Based Video Quality Assessment for Synthesized 3D Videos
Deep Learning-Based Picture-Wise Just Noticeable Distortion Prediction Model for Image Compression
Perceptual Evaluation for Multi-Exposure Image Fusion of Dynamic Scenes
From Pairwise Comparisons and Rating to a Unified Quality Scale
Blind Quality Metric of DIBR-Synthesized Images in the Discrete Wavelet Transform Domain
Quality Measurement of Images on Mobile Streaming Interfaces Deployed at Scale
Learning No-Reference Quality Assessment of Multiply and Singly Distorted Images With Big Data
A Metric for Video Blending Quality Assessment
Satisfied-User-Ratio Modeling for Compressed Video
A Metric for Light Field Reconstruction, Compression, and Display Quality Evaluation
KonIQ-10k: An Ecologically Valid Database for Deep Learning of Blind Image Quality Assessment
Tensor Oriented No-Reference Light Field Image Quality Assessment
Dynamic Receptive Field Generation for Full-Reference Image Quality Assessment
No-Reference Video Quality Assessment Using Natural Spatiotemporal Scene Statistics
The Performance of Quality Metrics in Assessing Error-Concealed Video Quality
Quality Prediction on Deep Generative Image
Study of Subjective and Objective Quality Assessment of Audio-Visual Signals
No-Reference Image Quality Assessment: An Attention Driven Approach
Dehazing Evaluation: Real-World Benchmark Datasets, Criteria, and Baselines
End-to-End Blind Image Quality Prediction With Cascaded Deep Neural Network
Light Field Image Quality Assessment via the Light Field Coherence
Screen Content Video Quality Assessment: Subjective and Objective Study
Early Access
LIQA: Lifelong Blind Image Quality Assessment
End-to-End Blind Video Quality Assessment Based on Visual and Memory Attention Modeling
An Underwater Image Quality Assessment Metric
No-reference Bitstream-layer Model for Perceptual Quality Assessment of V-PCC Encoded Point Clouds
Pyramid Feature Aggregation for Hierarchical Quality Prediction of Stitched Panoramic Images
Quantitative Comparison of Point Cloud Compression Algorithms with PCC Arena
GraphIQA: Learning Distortion Graph Representations for Blind Image Quality Assessment
No-Reference Light Field Image Quality Assessment Using Four-Dimensional Sparse Transform
CEAP-360VR: A Continuous Physiological and Behavioral Emotion Annotation Dataset for 360 VR Videos
User-generated Video Quality Assessment: A Subjective and Objective Study
Perceptual Quality Assessment of Cartoon Images
Semi-supervised Adversarial Learning for Attribute-Aware Photo Aesthetic Assessment
A Novel Rank Learning Based No-Reference Image Quality Assessment Method
Video Quality Assessment with Serial Dependence Modeling
2022
Learning-Based Quality Assessment for Image Super-Resolution
Objective Quality Assessment of Lenslet Light Field Image Based on Focus Stack
Quality evaluation of holographic images coded with standard codecs
Subjective evaluation of visual quality and simulator sickness of short 360 videos: ITU-T Rec. P.919
Underwater Image Quality Assessment: Subjective and Objective Methods
List-wise Rank Learning for Stereoscopic Image Retargeting Quality Assessment
Blind Stereoscopic Image Quality Evaluator based on Binocular Semantic and Quality Channels
Quality Assessment for Omnidirectional Video: A Spatio-Temporal Distortion Modeling Approach
2021
Motion Blur Removal with Quality Assessment Guidance
TTL-IQA: Transitive Transfer Learning based no-reference Image Quality Assessment
Re-visiting Discriminator for Blind Free-Viewpoint Image Quality Assessment
MaD-DLS: Mean and Deviation of Deep and Local Similarity for Image Quality Assessment
Point Cloud Rendering after Coding: Impacts on Subjective and Objective Quality
Predicting the Perceptual Quality of Point Cloud: A 3D-to-2D Projection-Based Exploration
Comparative Perceptual Assessment of Visual Signals Using Free Energy Features
Quality Evaluation for Image Retargeting with Instance Semantics
Estimation of Quality Scores from Subjective Tests - beyond Subjects' MOS
BVI-SynTex: A Synthetic Video Texture Dataset for Video Compression and Quality Assessment
Quality Index for View Synthesis by Measuring Instance Degradation and Global Appearance
Panoramic Video Quality Assessment Based on Non-Local Spherical CNN
Blind Quality Assessment for Tone-Mapped Images by Analysis of Gradient and Chromatic Statistics
Semi-Reference Sonar Image Quality Assessment Based on Task and Visual Perception
Blind Image Quality Assessment Based on Multi-scale KLT
Image Quality Assessment Using Kernel Sparse Coding
Subjective and Objective Quality Assessment for Stereoscopic Image Retargeting
2020
DeepQoE: A Multimodal Learning Framework for Video Quality of Experience (QoE) Prediction
Deep Multimodality Learning for UAV Video Aesthetic Quality Assessment
No-Reference Quality Evaluation of Stereoscopic Video Based on Spatio-Temporal Texture
QoE-Aware Multi-Source Video Streaming in Content Centric Networks
A Multi-Attribute Blind Quality Evaluator for Tone-Mapped Images
FFTMI: Features Fusion for Natural Tone-Mapped Images Quality Evaluation
Blind Night-Time Image Quality Assessment: Subjective and Objective Approaches
Vibrotactile Quality Assessment: Hybrid Metric Design Based on SNR and SSIM
An EEG-Based Study on Perception of Video Distortion Under Various Content Motion Conditions
Training Objective Image and Video Quality Estimators Using Multiple Databases
QoE Analysis of Dense Multiview Video With Head-Mounted Devices
Early Access
DACNN: Blind Image Quality Assessment via A Distortion-Aware Convolutional Neural Network
No-Reference Quality Assessment for 3D Colored Point Cloud and Mesh Models
Convolutional Neural Networks For Omnidirectional Image Quality Assessment: A Benchmark
IV-PSNR – the objective quality metric for immersive video applications
Study of Subjective and Objective Quality Assessment of Night-time Videos
VSOIQE: A Novel Viewport-based Stitched 360° Omnidirectional Image Quality Evaluator
Underwater Image Enhancement Quality Evaluation: Benchmark Dataset and Objective Metric
Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion Perception
Dual-Channel Multi-Task CNN for No-Reference Screen Content Image Quality Assessment
Semi-Supervised Action Quality Assessment with Self-Supervised Segment Feature Recovery
Multi-Angle Projection Based Blind Omnidirectional Image Quality Assessment
Spatiotemporal Representation Learning for Blind Video Quality Assessment
LGGD+: Image Retargeting Quality Assessment by Measuring Local and Global Geometric Distortions
Blind Image Quality Index for Authentic Distortions With Local and Global Deep Feature Aggregation
2022
Fine-Grained Image Quality Assessment: A Revisit and Further Thinking
Omnidirectional Image Quality Assessment by Distortion Discrimination Assisted Multi-Stream Network
Reference-free DIBR-synthesized Video Quality Metric in Spatial and Temporal Domains
Generalizable No-Reference Image Quality Assessment via Deep Meta-learning
Quality Assessment of Screen Content Images in Wavelet Domain
Viewport-based Omnidirectional Video Quality Assessment: Database, Modeling and Inference
2021
PQA-Net: Deep No Reference Point Cloud Quality Assessment via Multi-view Projection
Viewport Perception based Blind Stereoscopic Omnidirectional Image Quality Assessment
Data-Driven Transform Based Compressed Image Quality Assessment
Visual Quality Assessment for Perceptually Encrypted Light Field Images
Pseudo Video and Refocused Images-Based Blind Light Field Image Quality Assessment
Action Quality Assessment Using Siamese Network-Based Deep Metric Learning
Blind Omnidirectional Image Quality Assessment With Viewport Oriented Graph Convolutional Networks
A Light Field Image Quality Assessment Model Based on Symmetry and Depth Features
Domain Fingerprints for No-Reference Image Quality Assessment
Full-Reference Stereoscopic Video Quality Assessment Using a Motion Sensitive HVS Model
Omnidirectional Video Quality Index Accounting for Judder
2020
Subjective and Objective De-Raining Quality Assessment Towards Authentic Rain Image
PEA265: Perceptual Assessment of Video Compression Artifacts
Perceptual Quality Assessment for Screen Content Images by Spatial Continuity
No-Reference Light Field Image Quality Assessment Based on Spatial-Angular Measurement
Modeling the Perceptual Quality of Viewport Adaptive Omnidirectional Video Streaming
Blind Quality Assessment for Cartoon Images
Deep Virtual Reality Image Quality Assessment With Human Perception Guider for Omnidirectional Image
Streaming Video QoE Modeling and Prediction: A Long Short-Term Memory Approach
Blind Image Quality Assessment Using a Deep Bilinear Convolutional Neural Network
Blind Quality Metric for Contrast-Distorted Images Based on Eigendecomposition of Color Histograms
- IEEE Conference on Computer Vision and Pattern Recognition
2022
FineDiving: A Fine-grained Dataset for Procedure-aware Action Quality Assessment
No-Reference Point Cloud Quality Assessment via Domain Adaptation
2021
Rich Features for Perceptual Quality Assessment of UGC Videos
MagFace: A Universal Representation for Face Recognition and Quality Assessment
Patch-VQ: 'Patching Up' the Video Quality Problem
Debiased Subjective Assessment of Real-World Image Enhancement
SDD-FIQA: Unsupervised Face Image Quality Assessment With Similarity Distribution Distance
Hierarchical Layout-Aware Graph Convolutional Network for Unified Aesthetics Assessment
Quality-Agnostic Image Recognition via Invertible Decoder
Towards Unified Surgical Skill Assessment
Troubleshooting Blind Image Quality Models in the Wild
2020
Assessing Image Quality Issues for Real-World Problems
Blindly Assess Image Quality in the Wild Guided by a Self-Adaptive Hyper Network
Perceptual Quality Assessment of Smartphone Photography
SER-FIQ: Unsupervised Estimation of Face Image Quality Based on Stochastic Embedding Robustness
MetaIQA: Deep Meta-Learning for No-Reference Image Quality Assessment
Assessing Eye Aesthetics for Automatic Multi-Reference Eye In-Painting
Adaptive Fractional Dilated Convolution Network for Image Aesthetics Assessment