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Hits 1 – 4 of 4
1
Similarity Measures for the Detection of Clinical Conditions with Verbal Fluency Tasks
Paula, F.
;
Wilkens, R.
;
Idiart, M.
. - : Association for Computational Linguistics, 2018
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2
Defoiling foiled image captions
Madhyastha, P.
;
Wang, J.K.
;
Specia, L.
. - : Association for Computational Linguistics (ACL), 2018
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3
Object counts! Bringing explicit detections back into image captioning
Wang, J.K.
;
Madhyastha, P.
;
Specia, L.
. - : Association for Computational Linguistics (ACL), 2018
Abstract:
The use of explicit object detectors as an intermediate step to image captioning – which used to constitute an essential stage in early work – is often bypassed in the currently dominant end-to-end approaches, where the language model is conditioned directly on a midlevel image embedding. We argue that explicit detections provide rich semantic information, and can thus be used as an interpretable representation to better understand why end-to-end image captioning systems work well. We provide an in-depth analysis of end-to-end image captioning by exploring a variety of cues that can be derived from such object detections. Our study reveals that end-to-end image captioning systems rely on matching image representations to generate captions, and that encoding the frequency, size and position of objects are complementary and all play a role in forming a good image representation. It also reveals that different object categories contribute in different ways towards image captioning.
URL:
http://eprints.whiterose.ac.uk/129790/8/N18-1198.pdf
https://www.aclweb.org/anthology/N18-1198
http://eprints.whiterose.ac.uk/129790/
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4
Individual and Domain Adaptation in Sentence Planning for Dialogue ...
Mairesse, F.
;
Prasad, R.
;
Stent, A.
. - : arXiv, 2011
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