1 code implementation • 1 Apr 2022 • Nilotpal Sinha, Kuan-Wen Chen
This can be reduced by using a supernet for estimating the fitness of an architecture due to weight sharing among all architectures in the search space.
1 code implementation • 3 Mar 2022 • Nilotpal Sinha, Kuan-Wen Chen
This can be reduced by using a supernet to estimate the fitness of every architecture in the search space due to its weight sharing nature.
no code implementations • 15 Jul 2021 • Nilotpal Sinha, Kuan-Wen Chen
Evolution-based neural architecture search requires high computational resources, resulting in long search time.
1 code implementation • 23 Dec 2020 • Nilotpal Sinha, Kuan-Wen Chen
The architectures are represented by using the architecture parameter of the one shot model which results in the weight sharing among the architectures for a given population of architectures and also weight inheritance from one generation to the next generation of architectures.
Ranked #103 on Neural Architecture Search on ImageNet
no code implementations • 10 Aug 2020 • Po-Heng Chen, Zhao-Xu Luo, Zu-Kuan Huang, Chun Yang, Kuan-Wen Chen
To show the practicality, we further evaluate IF-Net on the task of visual localization under large illumination changes scenes, and achieves the best localization accuracy.
Ranked #1 on Image Stitching on HPatches
no code implementations • 19 Jun 2015 • Kuan-Wen Chen, Chun-Hsin Wang, Xiao Wei, Qiao Liang, Ming-Hsuan Yang, Chu-Song Chen, Yi-Ping Hung
Augmented reality (AR) displays become more and more popular recently, because of its high intuitiveness for humans and high-quality head-mounted display have rapidly developed.