KonIQ-10k: An Ecologically Valid Database for Deep Learning of Blind Image Quality Assessment

Hosu, Vlad, Lin, Hanhe, Sziranyi, Tamas, Saupe, Dietmar·2020·IEEE Transactions on Image Processing
DOI 10.1109/tip.2020.2967829

Cited by (826)

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  16. Blind Image Quality Assessment via Multiperspective Consistency
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  17. Multi-Scale Dense Description for Blind Image Quality Assessment
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  18. Image Manipulation Quality Assessment
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  19. Perceptual Quality Assessment for Pansharpened Images Based on Deep Feature Similarity Measure
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  21. Internal Embeddings of Multi-modal LLMs as Generalizable Representations for Image Quality Assessment
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  22. CLIP-Fusion: A Spatio-Temporal Quality Metric for Frame Interpolation
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  23. Screen Content Video Dataset and Benchmark
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  24. BPCLIP: A Bottom-up Image Quality Assessment from Distortion to Semantics Based on CLIP
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  25. RankCORE: Self-Supervised Ranking-Aware Correlation Optimized Regression for Face Image Quality Assessment
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  26. In-the-wild No-Reference Image Quality Assessment using Deep Convolutional Neural Networks
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  66. Synergistic dual and efficient additive attention network for No-Reference Image Quality Assessment
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  69. A two-branch feature fusion network for no-reference image quality assessment
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  70. Improving out-of-distribution detection in normalizing flows with synthetic outliers
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  71. Degradation-Aware Contrastive Learning for Blind Image Quality Assessment
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  72. Unleashing Vision Transformer Potential in Image Quality Assessment via Global-Local Adaptive Interaction
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  73. Brief Paper: LTE-QA: Luminance and Texture Entropy for CCTV Image Quality Assessment
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  74. A supervised and unsupervised image quality assessment framework in real-time
    Zahi Al Chami, Chady Abou Jaoude, Richard Chbeir · 2022 · Elsevier eBooks
  75. Enhancing image quality prediction with self‐supervised visual masking
    Uğur Çoğalan, Mojtaba Bemana, Hans‐Peter Seidel, Karol Myszkowski · 2024 · Computer Graphics Forum
  76. meTMQI: multi-task and exposure-prior learning for Tone-Mapped Quality Index
    Mingxing Jiang, Liquan Shen, Xiangyu Hu, Min Qiang Hu, Ping An, Tao Tian · 2024 · The Visual Computer
  77. Artistic Image Enhancement Based on Iterative Contrastive Learning
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  78. Gated Transformer Representing Region Importance for Image Quality Assessment
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  79. Towards Distortion-Debiased Blind Image Quality Assessment
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  80. QUASAR: QUality and Aesthetics Scoring With Advanced Representations
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  81. Scaling Up Personalized Image Aesthetic Assessment via Task Vector Customization
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  82. CPL-IQA: Blind image quality assessment via convolutional prototype learning
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  83. AID-AppEAL: Automatic Image Dataset and Algorithm for Content Appeal Enhancement and Assessment Labeling
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  84. Perceptual Quality Assessment of High-Dynamic-Range Image: A Benchmark Dataset and a No Reference Method
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  85. A dataset and model for the readability assessment of transparent micro-LED displays in smart cockpit
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  86. Individual Differences in Subjective Image Quality Assessment: A Bayesian Mixed-Effects Modeling Approach
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  87. The more aesthetic, the better? The impact of photo aesthetics on perceived review helpfulness
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  88. Neural mechanisms of visual quality perception and adaptability in the visual pathway
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  89. LLM-TTA: Leveraging Large Language Models for Test-Time Adaptation in Image Quality Assessment
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  90. No-reference image quality assessment via bidirectional feature fusion and regional distortion extraction
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  91. Robustness as Architecture: Designing IQA Models to Withstand Adversarial Perturbations
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  93. Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning
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  95. Predicting image quality score distribution using deep neural networks
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  96. Efficient Blind Omnidirectional Image Quality Assessment: A 2D Perspective
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  97. Looks Similar and Looks Good: A No-Reference Image Quality Loss for Watermarking Framework
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  98. Blindly Predict Image and Video Quality in the Wild
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  99. Exploring Contrast Multi-Attribute Representation With Deep Network for No-Reference Perceptual Quality Assessment
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  100. Boosting External-Reference Image Quality Assessment by Content-Constrain Loss and Attention-based Adaptive Feature Fusion
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