TimeCaps: Capturing Time Series Data With Capsule Networks

1 code implementation • 26 Nov 2019 • Hirunima Jayasekara, Vinoj Jayasundara, Mohamed Athif, Jathushan Rajasegaran, Sandaru Jayasekara, Suranga Seneviratne, Ranga Rodrigo

Capsule networks excel in understanding spatial relationships in 2D data for vision related tasks.

Time Series Time Series Analysis

DeepCaps: Going Deeper with Capsule Networks

5 code implementations • CVPR 2019 • Jathushan Rajasegaran, Vinoj Jayasundara, Sandaru Jayasekara, Hirunima Jayasekara, Suranga Seneviratne, Ranga Rodrigo

Capsule Network is a promising concept in deep learning, yet its true potential is not fully realized thus far, providing sub-par performance on several key benchmark datasets with complex data.

TextCaps : Handwritten Character Recognition with Very Small Datasets

3 code implementations • 17 Apr 2019 • Vinoj Jayasundara, Sandaru Jayasekara, Hirunima Jayasekara, Jathushan Rajasegaran, Suranga Seneviratne, Ranga Rodrigo

Our system is useful in character recognition for localized languages that lack much labeled training data and even in other related more general contexts such as object recognition.

Few-Shot Image Classification Image Generation