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20212025
most citedMedPerf: Open Benchmarking Platform for Medical Artificial Intelligence using Federated Evaluation

173 citations · 256 across the 28 of their papers we have counts for

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Showing 2024Show all

10 papers · 1 filter

cs.CV2024

BenchX: A Unified Benchmark Framework for Medical Vision-Language Pretraining on Chest X-Rays

Yang Zhou, Tan Li Hui Faith, Yanyu Xu +4

Medical Vision-Language Pretraining (MedVLP) shows promise in learning generalizable and transferable visual representations from paired and unpaired medical images and reports. Me…

eess.IV2024

Enhancing Community Vision Screening -- AI Driven Retinal Photography for Early Disease Detection and Patient Trust

Xiaofeng Lei, Yih-Chung Tham, Jocelyn Hui Lin Goh +7

Community vision screening plays a crucial role in identifying individuals with vision loss and preventing avoidable blindness, particularly in rural communities where access to ey…

cs.LG2024★ 5 cited

A New Perspective to Boost Performance Fairness for Medical Federated Learning

Yunlu Yan, Lei Zhu, Yuexiang Li +5

Improving the fairness of federated learning (FL) benefits healthy and sustainable collaboration, especially for medical applications. However, existing fair FL methods ignore the…

cs.CV2024★ 2 cited

UrFound: Towards Universal Retinal Foundation Models via Knowledge-Guided Masked Modeling

Kai Yu, Yang Zhou, Yang Bai +5

Retinal foundation models aim to learn generalizable representations from diverse retinal images, facilitating label-efficient model adaptation across various ophthalmic tasks. Des…

cs.LG2024

CPT: Consistent Proxy Tuning for Black-box Optimization

Yuanyang He, Zitong Huang, Xinxing Xu +5

Black-box tuning has attracted recent attention due to that the structure or inner parameters of advanced proprietary models are not accessible. Proxy-tuning provides a test-time o…

cs.LG2024

Tailoring Generative Adversarial Networks for Smooth Airfoil Design

Joyjit Chattoraj, Jian Cheng Wong, Zhang Zexuan +8

In the realm of aerospace design, achieving smooth curves is paramount, particularly when crafting objects such as airfoils. Generative Adversarial Network (GAN), a widely employed…

cs.CV2024★ 11 cited

Clinical Domain Knowledge-Derived Template Improves Post Hoc AI Explanations in Pneumothorax Classification

Han Yuan, Chuan Hong, Pengtao Jiang +5

Background: Pneumothorax is an acute thoracic disease caused by abnormal air collection between the lungs and chest wall. To address the opaqueness often associated with deep learn…

cs.AI2024

RLPeri: Accelerating Visual Perimetry Test with Reinforcement Learning and Convolutional Feature Extraction

Tanvi Verma, Linh Le Dinh, Nicholas Tan +3

Visual perimetry is an important eye examination that helps detect vision problems caused by ocular or neurological conditions. During the test, a patient's gaze is fixed at a spec…

cs.LG2024

A Surrogate-Assisted Extended Generative Adversarial Network for Parameter Optimization in Free-Form Metasurface Design

Manna Dai, Yang Jiang, Feng Yang +6

Metasurfaces have widespread applications in fifth-generation (5G) microwave communication. Among the metasurface family, free-form metasurfaces excel in achieving intricate spectr…

cs.CV2024★ 1 cited

Learning Prompt with Distribution-Based Feature Replay for Few-Shot Class-Incremental Learning

Zitong Huang, Ze Chen, Zhixing Chen +6

Few-shot Class-Incremental Learning (FSCIL) aims to continuously learn new classes based on very limited training data without forgetting the old ones encountered. Existing studies…