Mixture-of-Linear-Experts for Long-term Time Series Forecasting

no code implementations • 11 Dec 2023 • Ronghao Ni, Zinan Lin, Shuaiqi Wang, Giulia Fanti

By using MoLE existing linear-centric models can achieve SOTA LTSF results in 68% of the experiments that PatchTST reports and we compare to, whereas existing single-head linear-centric models achieve SOTA results in only 25% of cases.

Time Series Time Series Forecasting

Computer-Aided Clinical Skin Disease Diagnosis Using CNN and Object Detection Models

no code implementations • 20 Nov 2019 • Xin He, Shihao Wang, Shaohuai Shi, Zhenheng Tang, Yuxin Wang, Zhihao Zhao, Jing Dai, Ronghao Ni, Xiaofeng Zhang, Xiaoming Liu, Zhili Wu, Wu Yu, Xiaowen Chu

Our results show that object detection can help improve the accuracy of some skin disease classes.

object-detection Object Detection