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Dawn Chen

3 accepted papers

2023

An Extensible Multi-modal Multi-task Object Dataset with Materials

ICLR 2023poster

We present EMMa, an Extensible, Multimodal dataset of Amazon product listings that contains rich Material annotations. It contains more than 2.8 million objects, each with image(s), listing text, mass, price, product ratings, and position in Amazon’s product-category taxonomy. We also design a compr…

Cited by 0SourcePDFScholar
2020

Which Tasks Should Be Learned Together in Multi-task Learning?

ICML 2020poster

Many computer vision applications require solving multiple tasks in real-time. A neural network can be trained to solve multiple tasks simultaneously using multi-task learning. This can save computation at inference time as only a single network needs to be evaluated. Unfortunately, this often leads…

2017

image2mass: Estimating the Mass of an Object from Its Image

CoRL 2017

Successful robotic manipulation of real-world objects requires an understanding of the physical properties of these objects. We propose a model for estimating one such physical property, mass, from an object’s image. We collect a large dataset of online product information containing images, sizes,