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Beyond MOS: Subjective Image Quality Score Preprocessing Method Based on Perceptual Similarity
Therefore, In this paper, we proposed Subjective Image Quality Score Preprocessing Method perceptual similarity Subjective Preprocessing (PSP), which exploit the perceptual similarity between images to alleviate subjective bias in less annotated scenarios.
Perceptual Constancy Constrained Single Opinion Score Calibration for Image Quality Assessment
Then, the current image's maximum likelihood estimation towards MOS is represented by the sum of another reference image's estimated MOS and their relative quality.
Causal Perception Inspired Representation Learning for Trustworthy Image Quality Assessment
In this paper, we propose to build a trustworthy IQA model via Causal Perception inspired Representation Learning (CPRL), and a score reflection attack method for IQA model.
Learning with Noisy Low-Cost MOS for Image Quality Assessment via Dual-Bias Calibration
Learning based image quality assessment (IQA) models have obtained impressive performance with the help of reliable subjective quality labels, where mean opinion score (MOS) is the most popular choice.
Language bias in Visual Question Answering: A Survey and Taxonomy
Visual question answering (VQA) is a challenging task, which has attracted more and more attention in the field of computer vision and natural language processing.
