[HTML][HTML] Image quality assessment for machine learning tasks using meta-reinforcement learning
In this paper, we consider image quality assessment (IQA) as a measure of how images are
amenable with respect to a given downstream task, or task amenability. When the task is …
amenable with respect to a given downstream task, or task amenability. When the task is …
[HTML][HTML] Memory-based unsupervised video clinical quality assessment with multi-modality data in fetal ultrasound
In obstetric sonography, the quality of acquisition of ultrasound scan video is crucial for
accurate (manual or automated) biometric measurement and fetal health assessment …
accurate (manual or automated) biometric measurement and fetal health assessment …
In search of basement indicators from street view imagery data: An investigation of data sources and analysis strategies
Street view imagery databases such as Google Street View, Mapillary, and Karta View
provide great spatial and temporal coverage for many cities globally. Those data, when …
provide great spatial and temporal coverage for many cities globally. Those data, when …
Competing for pixels: a self-play algorithm for weakly-supervised semantic segmentation
Weakly-supervised semantic segmentation (WSSS) methods, reliant on image-level labels
indicating object presence, lack explicit correspondence between labels and regions of …
indicating object presence, lack explicit correspondence between labels and regions of …
An improved blind/referenceless image spatial quality evaluator algorithm for image quality assessment
X Li, J Pan, J Shang, A Souri… - International Journal of …, 2024 - inderscienceonline.com
Image quality assessment (IQA) methods are generally studied in the spatial or transform
domain. Due to the BRISQUE algorithm evaluating the quality of an image only based on its …
domain. Due to the BRISQUE algorithm evaluating the quality of an image only based on its …
Task model-specific operator skill assessment in routine fetal ultrasound scanning
Purpose For highly operator-dependent ultrasound scanning, skill assessment approaches
evaluate operator competence given available data, such as acquired images and tracked …
evaluate operator competence given available data, such as acquired images and tracked …
Towards unsupervised ultrasound video clinical quality assessment with multi-modality data
Video quality assurance is an important topic in obstetric ultrasound imaging to ensure that
captured videos are suitable for biometry and fetal health assessment. Previously, one …
captured videos are suitable for biometry and fetal health assessment. Previously, one …
Image quality assessment by overlapping task-specific and task-agnostic measures: application to prostate multiparametric MR images for cancer segmentation
Image quality assessment (IQA) in medical imaging can be used to ensure that downstream
clinical tasks can be reliably performed. Quantifying the impact of an image on the specific …
clinical tasks can be reliably performed. Quantifying the impact of an image on the specific …
Adaptable image quality assessment using meta-reinforcement learning of task amenability
The performance of many medical image analysis tasks are strongly associated with image
data quality. When developing modern deep learning algorithms, rather than relying on …
data quality. When developing modern deep learning algorithms, rather than relying on …
A kernel density estimation based quality metric for quality assessment of obstetric ultrasound video
Simplified ultrasound scanning protocols (sweeps) have been developed to reduce the high
skill required to perform a regular obstetric ultrasound examination. However, without …
skill required to perform a regular obstetric ultrasound examination. However, without …