Towards scale and position invariant task classification using normalised visual scanpaths in clinical fetal ultrasound

Towards scale and position invariant task classification using normalised visual scanpaths in clinical fetal ultrasound

We present a method for classifying tasks in fetal ultrasound scans using the eye-tracking data of sonographers. The visual attention of a sonographer captured by eye-tracking data over time is defined by a scanpath. In routine fetal ultrasound, the captured standard imaging planes are visually inco...

Mô tả đầy đủ

Chi tiết về thư mục
Những tác giả chính:	Teng, C, Sharma, H, Drukker, L, Papageorghiou, AT, Noble, JA
Định dạng:	Conference item
Ngôn ngữ:	English
Được phát hành:	Springer 2021

Những quyển sách tương tự

Skill, or style? Classification of fetal sonography eye-tracking data
Bằng: Teng, C, et al.
Được phát hành: (2022)

Task model-specific operator skill assessment in routine fetal ultrasound scanning
Bằng: Wang, Y, et al.
Được phát hành: (2022)

Multi-modal learning from video, eye tracking, and pupillometry for operator skill characterization in clinical fetal ultrasound
Bằng: Sharma, H, et al.
Được phát hành: (2021)

Gaze-probe joint guidance with multi-task learning in obstetric ultrasound scanning
Bằng: Men, Q, et al.
Được phát hành: (2023)

Visualising spatio-temporal gaze characteristics for exploratory data analysis in clinical fetal ultrasound scans
Bằng: Teng, C, et al.
Được phát hành: (2022)

Anatomy-aware contrastive representation learning for fetal ultrasound
Bằng: Fu, Z, et al.
Được phát hành: (2023)

Multimodal continual learning with sonographer eye-tracking in fetal ultrasound
Bằng: Patra, A, et al.
Được phát hành: (2021)

Skill characterisation of sonographer gaze patterns during second trimester clinical fetal ultrasounds using time curves
Bằng: Teng, C, et al.
Được phát hành: (2022)

Multi-task CNN for structural semantic segmentation in 3D fetal brain ultrasound
Bằng: Venturini, L, et al.
Được phát hành: (2020)

Knowledge representation and learning of operator clinical workflow from full-length routine fetal ultrasound scan videos
Bằng: Sharma, H, et al.
Được phát hành: (2021)

Gaze-assisted automatic captioning of fetal ultrasound videos using three-way multi-modal deep neural networks
Bằng: Alsharid, M, et al.
Được phát hành: (2022)

Fetal abnormalities detected during third-trimester ultrasound for fetal growth
Bằng: Drukker, L, et al.
Được phát hành: (2021)

Differentiating operator skill during routine fetal ultrasound scanning using probe motion tracking
Bằng: Wang, Y, et al.
Được phát hành: (2020)

Introduction to artificial intelligence in ultrasound imaging in obstetrics and gynecology
Bằng: Drukker, L, et al.
Được phát hành: (2021)

Introduction to artificial intelligence in ultrasound imaging in obstetrics and gynecology
Bằng: Drukker, L, et al.
Được phát hành: (2020)

Towards standard plane prediction of fetal head ultrasound with domain adaption
Bằng: Men, Q, et al.
Được phát hành: (2023)

Clinical workflow of sonographers performing fetal anomaly ultrasound scans: deep learning-based analysis
Bằng: Drukker, L, et al.
Được phát hành: (2022)

Spatio-temporal partitioning and description of full-length routine fetal anomaly ultrasound scans
Bằng: Sharma, H, et al.
Được phát hành: (2019)

Machine learning-based analysis of operator pupillary response to assess cognitive workload in clinical ultrasound imaging
Bằng: Sharma, H, et al.
Được phát hành: (2021)

Multimodal-GuideNet: gaze-probe bidirectional guidance in obstetric ultrasound scanning
Bằng: Men, Q, et al.
Được phát hành: (2022)

The Scanpaths of Subjects with Developmental Prosopagnosia during a Face Memory Task
Bằng: Dong-Ho Lee, et al.
Được phát hành: (2019-08-01)

Quantifying the Predictability of Visual Scanpaths Using Active Information Storage
Bằng: Patricia Wollstadt, et al.
Được phát hành: (2021-01-01)

Functionally sequenced scanpath similarity method (FuncSim): Comparing and evaluating scanpath similarity based on a task’s inherent sequence of functional (action) units
Bằng: Rebecca M. Foerster, et al.
Được phát hành: (2013-12-01)

Captioning ultrasound images automatically
Bằng: Alsharid, M, et al.
Được phát hành: (2019)

Self-supervised ultrasound to MRI fetal brain image synthesis
Bằng: Jiao, J, et al.
Được phát hành: (2020)

Safety indices of ultrasound: Adherence to recommendations and awareness during routine obstetric ultrasound scanning
Bằng: Drukker, L, et al.
Được phát hành: (2020)

Automatic probe movement guidance for freehand obstetric ultrasound
Bằng: Droste, R, et al.
Được phát hành: (2020)

The effect of maternal body mass index on fetal ultrasound image quality
Bằng: Yaqub, M, et al.
Được phát hành: (2021)

Object localisation in fetal ultrasound images using invariant features
Bằng: Bridge, C, et al.
Được phát hành: (2015)

End-to-end first trimester fetal ultrasound video automated CRL and NT segmentation
Bằng: Yasrab, R, et al.
Được phát hành: (2022)

Abnormal scanpaths in visual search correlate with contrast sensitivity deficits in schizophrenia
Bằng: Ziwich, RT, et al.
Được phát hành: (2006)

Understanding Clinical Reasoning through Visual Scanpath and Brain Activity Analysis
Bằng: Imène Jraidi, et al.
Được phát hành: (2022-07-01)

Ultrasound image representation learning by modeling sonographer visual attention
Bằng: Droste, R, et al.
Được phát hành: (2019)

Using simultaneous scanpath visualization to investigate the influence of visual behaviour on medical image interpretation
Bằng: Alan Richard Davies, et al.
Được phát hành: (2018-02-01)

Self-knowledge distillation for first trimester ultrasound saliency prediction
Bằng: Gridach, M, et al.
Được phát hành: (2022)

Anatomy-aware self-supervised fetal MRI synthesis from unpaired ultrasound images
Bằng: Jiao, J, et al.
Được phát hành: (2019)

Transforming obstetric ultrasound into data science using eye tracking, voice recording, transducer motion and ultrasound video
Bằng: Drukker, L, et al.
Được phát hành: (2021)

Restricted Visual Scanpaths During Emotion Recognition in Childhood Social Anxiety Disorder
Bằng: Johan Lundin Kleberg, et al.
Được phát hành: (2021-05-01)

COMFormer: classification of maternal-fetal and brain anatomy using a residual cross-covariance attention guided transformer in ultrasound
Bằng: Sarker, MMK, et al.
Được phát hành: (2023)

Label efficient localization of fetal brain biometry planes in ultrasound through metric learning
Bằng: Gao, Y, et al.
Được phát hành: (2020)