OpenCodePapers
no-reference-image-quality-assessment-on-csiq
Quality Assessment
Image Quality Assessment
No-Reference Image Quality Assessment
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ModelName
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BWAFDA: Block-wise Weighted Attention Fusion with Detail-aware for No-Reference Image Quality Assessment
0.983
0.988
BWAFDA (23M)
2026-09-08
SHAMISA: SHAped Modeling of Implicit Structural Associations for Self-supervised No-Reference Image Quality Assessment
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0.981
0.987
SHAMISA
2026-03-14
Life-IQA: Boosting Blind Image Quality Assessment through GCN-enhanced Layer Interaction and MoE-based Feature Decoupling
0.966
0.971
Life-IQA
2025-11-24
You Only Train Once: A Unified Framework for Both Full-Reference and No-Reference Image Quality Assessment
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0.964
0.970
UNIQA
2023-10-14
ARNIQA: Learning Distortion Manifold for Image Quality Assessment
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0.962
0.973
ARNIQA
2023-10-20
Distilling Spatially-Heterogeneous Distortion Perception for Blind Image Quality Assessment
0.962
0.972
SHDIQA
2025-06-11
Re-IQA: Unsupervised Learning for Image Quality Assessment in the Wild
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0.947
0.960
Re-IQA
2023-04-02
Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural Network
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0.946
0.959
DB-CNN
2019-07-05
Image Quality Assessment using Contrastive Learning
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0.942
0.955
CONTRIQUE
2021-10-25
Spatially Localized Image Degradation Embeddings for Image Quality Assessment
0.925
0.947
SLIDE-IQA
2026-06-28
Blindly Assess Image Quality in the Wild Guided by a Self-Adaptive Hyper Network
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0.923
0.942
HyperIQA
2020-06-01
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency
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0.922
0.942
TReS
2021-08-16
No-Reference Image Quality Assessment in the Spatial Domain
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0.746
0.829
BRISQUE
2012-08-17
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