Devi Klein
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View article: Greater benefits of deep learning-based computer-aided detection systems for finding small signals in 3D volumetric medical images
Greater benefits of deep learning-based computer-aided detection systems for finding small signals in 3D volumetric medical images Open
Purpose: Radiologists are tasked with visually scrutinizing large amounts of data produced by 3D volumetric imaging modalities. Small signals can go unnoticed during the 3d search because they are hard to detect in the visual periphery. Re…
View article: The search termination criterion mediating under exploration of 3D volumetric images
The search termination criterion mediating under exploration of 3D volumetric images Open
3D volumetric images are prevalent in industries ranging from radiology and oncology to airport luggage screenings. With 3D medical images, however, radiologists are visually overburdened by the vast amount of image data requiring inspecti…
View article: Sufficient eye movement coverage of the 2D image plane might mediate under-exploration in 3D search
Sufficient eye movement coverage of the 2D image plane might mediate under-exploration in 3D search Open
Introduction: Radiological and airport security decisions often require searching and scrolling through a 3D volume, rendered as a stack of 2D images ("slices"). Humans under-explore 3D volumes, potentially causing many search errors for s…
View article: A 2D Synthesized Image Improves the 3D Search for Foveated Visual Systems
A 2D Synthesized Image Improves the 3D Search for Foveated Visual Systems Open
Current medical imaging increasingly relies on 3D volumetric data making it difficult for radiologists to thoroughly search all regions of the volume. In some applications (e.g., Digital Breast Tomosynthesis), the volumetric data is typica…
View article: Meta-awareness of anisotropic processing of visual information across the visual field.
Meta-awareness of anisotropic processing of visual information across the visual field. Open
Introduction: During the search, our ability to find the target depends on the detectability of the target relative to our fixation point (retinal eccentricity). While much research to date focuses on the bottom-up versus top-down visual p…
View article: A 2D synthesized image improves the 3D search for foveated visual systems.
A 2D synthesized image improves the 3D search for foveated visual systems. Open
Current medical imaging increasingly relies on 3D volumetric data making it difficult to thoroughly search all regions of the volume. In some applications (e.g., Digital Breast Tomosynthesis), the volumetric data is typically paired with a…
View article: Enhancing simulated prosthetic vision with deep learning–based scene simplification strategies
Enhancing simulated prosthetic vision with deep learning–based scene simplification strategies Open
Introduction. Retinal prostheses have the potential to restore vision to individuals blinded from retinal degenerative diseases. However, the quality of current prosthetic vision is still rudimentary. In this study, we combined various com…
View article: Guiding search in 3D volumes with 2D synthesized images
Guiding search in 3D volumes with 2D synthesized images Open
Introduction: Three-dimensional volumetric images have become prevalent for cancer detection tasks by allowing radiologists to segment features of interest from anatomical background noise (e.g., breast parenchyma). However, spatially smal…
View article: Deep Learning–Based Scene Simplification for Bionic Vision
Deep Learning–Based Scene Simplification for Bionic Vision Open
Retinal degenerative diseases cause profound visual impairment in more than 10 million people worldwide, and retinal prostheses are being developed to restore vision to these individuals. Analogous to cochlear implants, these devices elect…
View article: Deep Learning--Based Scene Simplification for Bionic Vision
Deep Learning--Based Scene Simplification for Bionic Vision Open
Retinal degenerative diseases cause profound visual impairment in more than 10 million people worldwide, and retinal prostheses are being developed to restore vision to these individuals. Analogous to cochlear implants, these devices elect…