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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 26 / No. 1: Twenty-Sixth AAAI Conference on Artificial Intelligence

Choosing Linguistics over Vision to Describe Images

March 8, 2023

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Authors

Ankush Gupta

International Institute of Information Technology, Hyderabad


Yashaswi Verma

International Institute of Information Technology, Hyderabad


C. Jawahar

International Institute of Information Technology, Hyderabad


DOI:

10.1609/aaai.v26i1.8205


Abstract:

In this paper, we address the problem of automatically generating human-like descriptions for unseen images, given a collection of images and their corresponding human-generated descriptions. Previous attempts for this task mostly rely on visual clues and corpus statistics, but do not take much advantage of the semantic information inherent in the available image descriptions. Here, we present a generic method which benefits from all these three sources (i.e. visual clues, corpus statistics and available descriptions) simultaneously, and is capable of constructing novel descriptions. Our approach works on syntactically and linguistically motivated phrases extracted from the human descriptions. Experimental evaluations demonstrate that our formulation mostly generates lucid and semantically correct descriptions, and significantly outperforms the previous methods on automatic evaluation metrics. One of the significant advantages of our approach is that we can generate multiple interesting descriptions for an image. Unlike any previous work, we also test the applicability of our method on a large dataset containing complex images with rich descriptions.

Topics: AAAI

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HOW TO CITE:

Ankush Gupta|| Yashaswi Verma|| C. Jawahar Choosing Linguistics over Vision to Describe Images Proceedings of the AAAI Conference on Artificial Intelligence, 26 (2012) 606.

Ankush Gupta|| Yashaswi Verma|| C. Jawahar Choosing Linguistics over Vision to Describe Images AAAI 2012, 606.

Ankush Gupta|| Yashaswi Verma|| C. Jawahar (2012). Choosing Linguistics over Vision to Describe Images. Proceedings of the AAAI Conference on Artificial Intelligence, 26, 606.

Ankush Gupta|| Yashaswi Verma|| C. Jawahar. Choosing Linguistics over Vision to Describe Images. Proceedings of the AAAI Conference on Artificial Intelligence, 26 2012 p.606.

Ankush Gupta|| Yashaswi Verma|| C. Jawahar. 2012. Choosing Linguistics over Vision to Describe Images. "Proceedings of the AAAI Conference on Artificial Intelligence, 26". 606.

Ankush Gupta|| Yashaswi Verma|| C. Jawahar. (2012) "Choosing Linguistics over Vision to Describe Images", Proceedings of the AAAI Conference on Artificial Intelligence, 26, p.606

Ankush Gupta|| Yashaswi Verma|| C. Jawahar, "Choosing Linguistics over Vision to Describe Images", AAAI, p.606, 2012.

Ankush Gupta|| Yashaswi Verma|| C. Jawahar. "Choosing Linguistics over Vision to Describe Images". Proceedings of the AAAI Conference on Artificial Intelligence, 26, 2012, p.606.

Ankush Gupta|| Yashaswi Verma|| C. Jawahar. "Choosing Linguistics over Vision to Describe Images". Proceedings of the AAAI Conference on Artificial Intelligence, 26, (2012): 606.

Ankush Gupta|| Yashaswi Verma|| C. Jawahar. Choosing Linguistics over Vision to Describe Images. AAAI[Internet]. 2012[cited 2023]; 606.


ISSN: 2374-3468


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