Search Results for author: Pranav Aggarwal

Found 7 papers, 2 papers with code

StyleBabel: Artistic Style Tagging and Captioning

no code implementations10 Mar 2022 Dan Ruta, Andrew Gilbert, Pranav Aggarwal, Naveen Marri, Ajinkya Kale, Jo Briggs, Chris Speed, Hailin Jin, Baldo Faieta, Alex Filipkowski, Zhe Lin, John Collomosse

We present StyleBabel, a unique open access dataset of natural language captions and free-form tags describing the artistic style of over 135K digital artworks, collected via a novel participatory method from experts studying at specialist art and design schools.

Attribute Representation Learning +2

Towards Zero-shot Cross-lingual Image Retrieval and Tagging

2 code implementations15 Sep 2021 Pranav Aggarwal, Ritiz Tambi, Ajinkya Kale

There has been a recent spike in interest in multi-modal Language and Vision problems.

Image Retrieval Retrieval

Towards Zero-shot Cross-lingual Image Retrieval

1 code implementation24 Nov 2020 Pranav Aggarwal, Ajinkya Kale

There has been a recent spike in interest in multi-modal Language and Vision problems.

Image Retrieval Retrieval

Multi-Modal Retrieval using Graph Neural Networks

no code implementations4 Oct 2020 Aashish Kumar Misraa, Ajinkya Kale, Pranav Aggarwal, Ali Aminian

Most real world applications of image retrieval such as Adobe Stock, which is a marketplace for stock photography and illustrations, need a way for users to find images which are both visually (i. e. aesthetically) and conceptually (i. e. containing the same salient objects) as a query image.

Image Retrieval Re-Ranking +1

Multitask Text-to-Visual Embedding with Titles and Clickthrough Data

no code implementations30 May 2019 Pranav Aggarwal, Zhe Lin, Baldo Faieta, Saeid Motiian

In this paper, we propose a new method for learning text-visual embedding using both image titles and click-through data from an image search engine.

Image Retrieval Retrieval

A Deep Learning Approach to Drone Monitoring

no code implementations4 Dec 2017 Yueru Chen, Pranav Aggarwal, Jongmoo Choi, C. -C. Jay Kuo

A drone monitoring system that integrates deep-learning-based detection and tracking modules is proposed in this work.

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