IEEE

Adaptive Cyclic Learning Rate for Long-Term Time-Series Forecasting on Encoder-Decoder and Encoder-Only Deep Learning Model Architectures

Abstract: Long-term time-series forecasting remains a critical challenge, with deep learning models often facing persistent training instability. This study reveals a critical insight: the ...
IEEE

Edge-Enhanced Encoder-Decoder Framework for ALS Detection in Abdominal LCTIs with Deep Liver Localization

Abstract: The proposed Edge-Strengthening Parallel UNet (ESP-UNet) is a high-end encoder-decoder deep learning model capable of Automatically Segmenting the Liver (ALS) in LCTIs (Abdominal Liver CT ...