Search Results for author: Jen Hong Tan

Found 5 papers, 1 papers with code

Pre-training of Lightweight Vision Transformers on Small Datasets with Minimally Scaled Images

no code implementations6 Feb 2024 Jen Hong Tan

Can a lightweight Vision Transformer (ViT) match or exceed the performance of Convolutional Neural Networks (CNNs) like ResNet on small datasets with small image resolutions?

Image Classification

A deep convolutional neural network model to classify heartbeats

1 code implementation Computers in Biology and Medicine 2017 U. Rajendra Acharya, Shu Lih Oh, Yuki Hagiwara, Jen Hong Tan, Muhammad Adam, ArkadiuszGertych, Ru SanTan

The CNN was trained using the augmented data and achieved an accuracy of 94. 03% and 93. 47% in the diagnostic classification of heartbeats in original and noise free ECGs, respectively.

Segmentation of optic disc, fovea and retinal vasculature using a single convolutional neural network

no code implementations2 Feb 2017 Jen Hong Tan, U. Rajendra Acharya, Sulatha V. Bhandary, Kuang Chua Chua, Sobha Sivaprasad

We have developed and trained a convolutional neural network to automatically and simultaneously segment optic disc, fovea and blood vessels.

Segmentation

Active spline model: A shape based model-interactive segmentation

no code implementations26 Feb 2014 Jen Hong Tan, U. Rajendra Acharya

Rarely in literature a method of segmentation cares for the edit after the algorithm delivers.

Interactive Segmentation Segmentation

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