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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.

abis-web icon abis-web

ABiS脳画像解析チュートリアル用のウェブサイトです

alpr_jp icon alpr_jp

Japanese vehicle license plate materials for Automatic License Plate Recognition

barcodeparser icon barcodeparser

The barcode parser is a library for handling the contents of GS1 barcodes.

bnpy icon bnpy

Bayesian nonparametric machine learning for Python

dash icon dash

Analytical Web Apps for Python & R. No JavaScript Required.

deepsparse icon deepsparse

Inference runtime offering GPU-class performance on CPUs and APIs to integrate ML into your application

django-todo-react icon django-todo-react

This is a demo repository for a Todo application built off Django (and the Django REST Framework for API CRUD operations) and React.

enms icon enms

An enterprise-grade vendor-agnostic network automation platform.

etherpad-lite icon etherpad-lite

Etherpad: A modern really-real-time collaborative document editor.

find3 icon find3

High-precision indoor positioning framework, version 3.

flask-tensorflow-angularjs icon flask-tensorflow-angularjs

An example Neural Network Classifier developed with TensorFlow, Flask (Python framework for server side) and AngularJs (Client side).

freeboard icon freeboard

A damn-sexy, open source real-time dashboard builder for IOT and other web mashups. A free open-source alternative to Geckoboard.

genericobjectdecoding icon genericobjectdecoding

Demo code for Horikawa and Kamitani, "Generic decoding of seen and imagined objects using hierarchical visual features", https://www.nature.com/articles/ncomms15037.

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