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20212023
most citedLarge AI Models in Health Informatics: Applications, Challenges, and the Future

238 citations · 477 across the 10 of their papers we have counts for

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8 papers · 1 filter

cs.CV2023★ 142 cited

Generalist Vision Foundation Models for Medical Imaging: A Case Study of Segment Anything Model on Zero-Shot Medical Segmentation

Peilun Shi, Jianing Qiu, Sai Mu Dalike Abaxi +3

In this paper, we examine the recent Segment Anything Model (SAM) on medical images, and report both quantitative and qualitative zero-shot segmentation results on nine medical ima…

cs.CV2022

Clustering Egocentric Images in Passive Dietary Monitoring with Self-Supervised Learning

Jiachuan Peng, Peilun Shi, Jianing Qiu +12

In our recent dietary assessment field studies on passive dietary monitoring in Ghana, we have collected over 250k in-the-wild images. The dataset is an ongoing effort to facilitat…

cs.CV2022★ 44 cited

Mining Discriminative Food Regions for Accurate Food Recognition

Jianing Qiu, Frank P. -W. Lo, Yingnan Sun +2

Automatic food recognition is the very first step towards passive dietary monitoring. In this paper, we address the problem of food recognition by mining discriminative food region…

cs.CV2021★ 22 cited

Egocentric Human Trajectory Forecasting with a Wearable Camera and Multi-Modal Fusion

Jianing Qiu, Lipeng Chen, Xiao Gu +5

In this paper, we address the problem of forecasting the trajectory of an egocentric camera wearer (ego-person) in crowded spaces. The trajectory forecasting ability learned from t…

cs.CV2021★ 2 cited

Occlusion-Invariant Rotation-Equivariant Semi-Supervised Depth Based Cross-View Gait Pose Estimation

Xiao Gu, Jianxin Yang, Hanxiao Zhang +5

Accurate estimation of three-dimensional human skeletons from depth images can provide important metrics for healthcare applications, especially for biomechanical gait analysis. Ho…

cs.CV2021★ 23 cited

Egocentric Image Captioning for Privacy-Preserved Passive Dietary Intake Monitoring

Jianing Qiu, Frank P. -W. Lo, Xiao Gu +10

Camera-based passive dietary intake monitoring is able to continuously capture the eating episodes of a subject, recording rich visual information, such as the type and volume of f…

cs.CV2021★ 2 cited

An Intelligent Passive Food Intake Assessment System with Egocentric Cameras

Frank Po Wen Lo, Modou L Jobarteh, Yingnan Sun +4

Malnutrition is a major public health concern in low-and-middle-income countries (LMICs). Understanding food and nutrient intake across communities, households and individuals is c…

cs.CV2021★ 1 cited

Indoor Future Person Localization from an Egocentric Wearable Camera

Jianing Qiu, Frank P. -W. Lo, Xiao Gu +3

Accurate prediction of future person location and movement trajectory from an egocentric wearable camera can benefit a wide range of applications, such as assisting visually impair…