Title | ||
---|---|---|
From Distortion Manifold to Perceptual Quality: a Data Efficient Blind Image Quality Assessment Approach |
Abstract | ||
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•We explore to improve generalize ability of blind IQA models with limited training data•We propose to explicitly learn a distortion manifold•A novel model proposed to extract both low level distortion patterns and high level semantic information•An effective training framework including a masked labeling strategy and a gradual weighting curriculum |
Year | DOI | Venue |
---|---|---|
2023 | 10.1016/j.patcog.2022.109047 | Pattern Recognition |
Keywords | DocType | Volume |
Image quality assessment,No-Reference,Generalizability,Distortion manifold | Journal | 133 |
ISSN | Citations | PageRank |
0031-3203 | 0 | 0.34 |
References | Authors | |
0 | 5 |
Name | Order | Citations | PageRank |
---|---|---|---|
Shaolin Su | 1 | 0 | 1.35 |
Yan, Q. | 2 | 70 | 7.01 |
Yu Zhu | 3 | 88 | 12.65 |
Jinqiu Sun | 4 | 33 | 8.27 |
Yanning Zhang | 5 | 1613 | 176.32 |