OpenCodePapers

image-quality-assessment-on-koniq-10k

Quality AssessmentImage Quality Assessment
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PaperCodeSRCCPLCCModelNameReleaseDate
Learning Where to Look and How to Judge: Resolution-agnostic Image Quality Assessment with Quality-aware Saliency0.9490.958ReLIQS2026-06-03
Next Token Is Enough: Realistic Image Quality and Aesthetic Scoring with Multimodal Large Language Model✓ Link0.9480.959RealQA2025-03-08
Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels✓ Link0.9410.952OneAlign2023-12-28
BWAFDA: Block-wise Weighted Attention Fusion with Detail-aware for No-Reference Image Quality Assessment0.940.949BWAFDA (23M)2026-09-08
Distilling Spatially-Heterogeneous Distortion Perception for Blind Image Quality Assessment0.9370.948SHDIQA2025-06-11
Life-IQA: Boosting Blind Image Quality Assessment through GCN-enhanced Layer Interaction and MoE-based Feature Decoupling0.9370.948Life-IQA2025-11-24
Blind Image Quality Assessment Based on Geometric Order Learning✓ Link0.9340.945QCN2024-06-17
You Only Train Once: A Unified Framework for Both Full-Reference and No-Reference Image Quality Assessment✓ Link0.9260.938UNIQA2023-10-14
IQA-T1: Tool-based Visual Evidence Reasoning for Image Quality Assessment✓ Link0.9250.942IQA-T1 (extra data)2026-07-14
KonIQ-10k: Towards an ecologically valid and large-scale IQA database✓ Link0.921KonCept5122018-03-22
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