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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 32

Is a Picture Worth a Thousand Words? A Deep Multi-Modal Architecture for Product Classification in E-Commerce

March 15, 2023

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Published Date: 2018-02-08

Registration: ISSN 2374-3468 (Online) ISSN 2159-5399 (Print)

Copyright: Published by AAAI Press, Palo Alto, California USA Copyright © 2018, Association for the Advancement of Artificial Intelligence All Rights Reserved.

Authors

Tom Zahavy

Technion


Abhinandan Krishnan

Walmart Labs


Alessandro Magnani

Walmart Labs


Shie Mannor

Technion


DOI:

10.1609/aaai.v32i1.11419


Abstract:

Classifying products precisely and efficiently is a major challenge in modern e-commerce. The high traffic of new products uploaded daily and the dynamic nature of the categories raise the need for machine learning models that can reduce the cost and time of human editors. In this paper, we propose a decision level fusion approach for multi-modal product classification based on text and image neural network classifiers. We train input specific state-of-the-art deep neural networks for each input source, show the potential of forging them together into a multi-modal architecture and train a novel policy network that learns to choose between them. Finally, we demonstrate that our multi-modal network improves classification accuracy over both networks on a real-world large-scale product classification dataset that we collected from Walmart.com. While we focus on image-text fusion that characterizes e-commerce businesses, our algorithms can be easily applied to other modalities such as audio, video, physical sensors, etc.

Topics: AAAI

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HOW TO CITE:

Tom Zahavy||Abhinandan Krishnan||Alessandro Magnani||Shie Mannor Is a Picture Worth a Thousand Words? A Deep Multi-Modal Architecture for Product Classification in E-Commerce Proceedings of the AAAI Conference on Artificial Intelligence, 32 (2018) .

Tom Zahavy||Abhinandan Krishnan||Alessandro Magnani||Shie Mannor Is a Picture Worth a Thousand Words? A Deep Multi-Modal Architecture for Product Classification in E-Commerce AAAI 2018, .

Tom Zahavy||Abhinandan Krishnan||Alessandro Magnani||Shie Mannor (2018). Is a Picture Worth a Thousand Words? A Deep Multi-Modal Architecture for Product Classification in E-Commerce. Proceedings of the AAAI Conference on Artificial Intelligence, 32, .

Tom Zahavy||Abhinandan Krishnan||Alessandro Magnani||Shie Mannor. Is a Picture Worth a Thousand Words? A Deep Multi-Modal Architecture for Product Classification in E-Commerce. Proceedings of the AAAI Conference on Artificial Intelligence, 32 2018 p..

Tom Zahavy||Abhinandan Krishnan||Alessandro Magnani||Shie Mannor. 2018. Is a Picture Worth a Thousand Words? A Deep Multi-Modal Architecture for Product Classification in E-Commerce. "Proceedings of the AAAI Conference on Artificial Intelligence, 32". .

Tom Zahavy||Abhinandan Krishnan||Alessandro Magnani||Shie Mannor. (2018) "Is a Picture Worth a Thousand Words? A Deep Multi-Modal Architecture for Product Classification in E-Commerce", Proceedings of the AAAI Conference on Artificial Intelligence, 32, p.

Tom Zahavy||Abhinandan Krishnan||Alessandro Magnani||Shie Mannor, "Is a Picture Worth a Thousand Words? A Deep Multi-Modal Architecture for Product Classification in E-Commerce", AAAI, p., 2018.

Tom Zahavy||Abhinandan Krishnan||Alessandro Magnani||Shie Mannor. "Is a Picture Worth a Thousand Words? A Deep Multi-Modal Architecture for Product Classification in E-Commerce". Proceedings of the AAAI Conference on Artificial Intelligence, 32, 2018, p..

Tom Zahavy||Abhinandan Krishnan||Alessandro Magnani||Shie Mannor. "Is a Picture Worth a Thousand Words? A Deep Multi-Modal Architecture for Product Classification in E-Commerce". Proceedings of the AAAI Conference on Artificial Intelligence, 32, (2018): .

Tom Zahavy||Abhinandan Krishnan||Alessandro Magnani||Shie Mannor. Is a Picture Worth a Thousand Words? A Deep Multi-Modal Architecture for Product Classification in E-Commerce. AAAI[Internet]. 2018[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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