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Michael Chuah

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Michael Chuah's Projects

3d-vision-and-touch icon 3d-vision-and-touch

When told to understand the shape of a new object, the most instinctual approach is to pick it up and inspect it with your hand and eyes in tandem. Here, touch provides high fidelity localized information while vision provides complementary global context. However, in 3D shape reconstruction, the complementary fusion of visual and haptic modalities remains largely unexplored. In this paper, we study this problem and present an effective chart-based approach to fusing vision and touch, which leverages advances in graph convolutional networks. To do so, we introduce a dataset of simulated touch and vision signals from the interaction between a robotic hand and a large array of 3D objects. Our results show that (1) leveraging both vision and touch signals consistently improves single-modality baselines, especially when the object is occluded by the hand touching it; (2) our approach outperforms alternative modality fusion methods and strongly benefits from the proposed chart-based structure; (3) reconstruction quality boosts with the number of grasps provided; and (4) the touch information not only enhances the reconstruction at the touch site but also extrapolates to its local neighborhood.

6-pack icon 6-pack

"6-PACK: Category-level 6D Pose Tracker with Anchor-Based Keypoints" code repository

acado icon acado

ACADO Toolkit is a software environment and algorithm collection for automatic control and dynamic optimization. It provides a general framework for using a great variety of algorithms for direct optimal control, including model predictive control, state and parameter estimation and robust optimization.

acados icon acados

Fast and embedded solvers for nonlinear optimal control

acan2517fd icon acan2517fd

Distribution of Arduino driver for MCP2517FD CAN controller (CANFD mode)

adabins icon adabins

Official implementation of Adabins: Depth Estimation using adaptive bins

addons icon addons

Useful extra functionality for TensorFlow 2.x maintained by SIG-addons

ads icon ads

Beckhoff protocol to communicate with TwinCAT devices.

agent icon agent

DWService agent for Linux, Mac and Windows

agents icon agents

TF-Agents is a library for Reinforcement Learning in TensorFlow

agilerl icon agilerl

Streamlining reinforcement learning with RLOps

ai2thor icon ai2thor

An open-source platform for Visual AI.

aitextgen icon aitextgen

A robust Python tool for text-based AI training and generation using GPT-2.

alexrobotics icon alexrobotics

Python code for robot dynamic simulation, analysis, control and planning

amp_for_hardware icon amp_for_hardware

Code for "Adversarial Motion Priors Make Good Substitutes for Complex Reward Functions"

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