21 citations · 45 across the 8 of their papers we have counts for
4 papers · 1 filter
Unidirectional Thin Adapter for Efficient Adaptation of Deep Neural Networks
Han Gyel Sun, Hyunjae Ahn, HyunGyu Lee +1
In this paper, we propose a new adapter network for adapting a pre-trained deep neural network to a target domain with minimal computation. The proposed model, unidirectional thin…
One-shot Ultra-high-Resolution Generative Adversarial Network That Synthesizes 16K Images On A Single GPU
Junseok Oh, Donghwee Yoon, Injung Kim
We propose a one-shot ultra-high-resolution generative adversarial network (OUR-GAN) framework that generates non-repetitive 16K (16, 384 x 8, 640) images from a single training im…
Capsule Networks Need an Improved Routing Algorithm
Inyoung Paik, Taeyeong Kwak, Injung Kim
In capsule networks, the routing algorithm connects capsules in consecutive layers, enabling the upper-level capsules to learn higher-level concepts by combining the concepts of th…
Overcoming Catastrophic Forgetting by Neuron-level Plasticity Control
Inyoung Paik, Sangjun Oh, Tae-Yeong Kwak +1
To address the issue of catastrophic forgetting in neural networks, we propose a novel, simple, and effective solution called neuron-level plasticity control (NPC). While learning…