ETRI-Activity3D: A Large-Scale RGB-D Dataset for Robots to Recognize Daily Activities of the Elderly

1 code implementation • 4 Mar 2020 • Jinhyeok Jang, Dohyung Kim, Cheonshu Park, Minsu Jang, Jaeyeon Lee, Jaehong Kim

To cope with this situation, we introduce a new dataset called ETRI-Activity3D, focusing on the daily activities of the elderly in robot-view.

Neural Networks with Activation Networks

no code implementations • 21 Nov 2018 • Jinhyeok Jang, Jaehong Kim, Jaeyeon Lee, Seungjoon Yang

This work presents an adaptive activation method for neural networks that exploits the interdependency of features.

Efficient architecture for deep neural networks with heterogeneous sensitivity

no code implementations • 12 Oct 2018 • Hyunjoong Cho, Jinhyeok Jang, Chanhyeok Lee, Seungjoon Yang

Each node in a network is assigned a variable that determines the sensitivity with which it learns to perform a given task.

Facial Expression Recognition Facial Expression Recognition (FER) +3

Deep Asymmetric Networks with a Set of Node-wise Variant Activation Functions

no code implementations • 11 Sep 2018 • Jinhyeok Jang, Hyunjoong Cho, Jaehong Kim, Jaeyeon Lee, Seungjoon Yang

As a result, features learned by the nodes are sorted by the node indices in the order of their importance.