Search Results for author: En Yen Puang

Found 4 papers, 2 papers with code

Hierarchical Point Cloud Encoding and Decoding with Lightweight Self-Attention based Model

no code implementations13 Feb 2022 En Yen Puang, Hao Zhang, Hongyuan Zhu, Wei Jing

In this paper we present SA-CNN, a hierarchical and lightweight self-attention based encoding and decoding architecture for representation learning of point cloud data.

Representation Learning Retrieval

End-to-end Reinforcement Learning of Robotic Manipulation with Robust Keypoints Representation

no code implementations12 Feb 2022 Tianying Wang, En Yen Puang, Marcus Lee, Yan Wu, Wei Jing

The proposed method learns keypoints from camera images as the state representation, through a self-supervised autoencoder architecture.

reinforcement-learning Reinforcement Learning (RL)

KOVIS: Keypoint-based Visual Servoing with Zero-Shot Sim-to-Real Transfer for Robotics Manipulation

1 code implementation28 Jul 2020 En Yen Puang, Keng Peng Tee, Wei Jing

We train the deep neural network only in the simulated environment; and the trained model could be directly used for real-world visual servoing tasks.

Data Augmentation Self-Supervised Learning

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