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20212025
most citedSingle Model Deep Learning on Imbalanced Small Datasets for Skin Lesion Classification

228 citations · 243 across the 8 of their papers we have counts for

collaborators

8 papers

eess.IV2025

Intermediate Domain-guided Adaptation for Unsupervised Chorioallantoic Membrane Vessel Segmentation

Pengwu Song, Zhiping Wang, Peng Yao +5

The chorioallantoic membrane (CAM) model is a widely used in vivo platform for studying angiogenesis, especially in relation to tumor growth, drug delivery, and vascular biology.Si…

eess.IV2025

Label-free Prediction of Vascular Connectivity in Perfused Microvascular Networks in vitro

Liang Xu, Pengwu Song, Shilu Zhu +10

Continuous monitoring and in-situ assessment of microvascular connectivity have significant implications for culturing vascularized organoids and optimizing the therapeutic strateg…

eess.IV2023★ 2 cited

MCPA: Multi-scale Cross Perceptron Attention Network for 2D Medical Image Segmentation

Liang Xu, Mingxiao Chen, Yi Cheng +4

The UNet architecture, based on Convolutional Neural Networks (CNN), has demonstrated its remarkable performance in medical image analysis. However, it faces challenges in capturin…

cs.LG2022

Phased Progressive Learning with Coupling-Regulation-Imbalance Loss for Imbalanced Data Classification

Liang Xu, Yi Cheng, Fan Zhang +6

Deep convolutional neural networks often perform poorly when faced with datasets that suffer from quantity imbalances and classification difficulties. Despite advances in the field…

cs.LG2021★ 2 cited

ProxyBO: Accelerating Neural Architecture Search via Bayesian Optimization with Zero-cost Proxies

Yu Shen, Yang Li, Jian Zheng +6

Designing neural architectures requires immense manual efforts. This has promoted the development of neural architecture search (NAS) to automate the design. While previous NAS met…

eess.IV2021★ 3 cited

An explainable two-dimensional single model deep learning approach for Alzheimer's disease diagnosis and brain atrophy localization

Fan Zhang, Bo Pan, Pengfei Shao +4

Early and accurate diagnosis of Alzheimer's disease (AD) and its prodromal period mild cognitive impairment (MCI) is essential for the delayed disease progression and the improved…

cs.CV2021★ 228 cited

Single Model Deep Learning on Imbalanced Small Datasets for Skin Lesion Classification

Peng Yao, Shuwei Shen, Mengjuan Xu +6

Deep convolutional neural network (DCNN) models have been widely explored for skin disease diagnosis and some of them have achieved the diagnostic outcomes comparable or even super…

cs.CV2021★ 8 cited

Low-cost and high-performance data augmentation for deep-learning-based skin lesion classification

Shuwei Shen, Mengjuan Xu, Fan Zhang +8

Although deep convolutional neural networks (DCNNs) have achieved significant accuracy in skin lesion classification comparable or even superior to those of dermatologists, practic…