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1
RefVOS: A Closer Look at Referring Expressions for Video Object Segmentation ...
Abstract: The task of video object segmentation with referring expressions (language-guided VOS) is to, given a linguistic phrase and a video, generate binary masks for the object to which the phrase refers. Our work argues that existing benchmarks used for this task are mainly composed of trivial cases, in which referents can be identified with simple phrases. Our analysis relies on a new categorization of the phrases in the DAVIS-2017 and Actor-Action datasets into trivial and non-trivial REs, with the non-trivial REs annotated with seven RE semantic categories. We leverage this data to analyze the results of RefVOS, a novel neural network that obtains competitive results for the task of language-guided image segmentation and state of the art results for language-guided VOS. Our study indicates that the major challenges for the task are related to understanding motion and static actions. ...
Keyword: Computer Vision and Pattern Recognition cs.CV; FOS Computer and information sciences
URL: https://arxiv.org/abs/2010.00263
https://dx.doi.org/10.48550/arxiv.2010.00263
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2
Recurrent Instance Segmentation using Sequences of Referring Expressions ...
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3
What do Entity-Centric Models Learn? Insights from Entity Linking in Multi-Party Dialogue ...
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4
Learning visually grounded meaning representations
Silberer, Carina Helga. - : The University of Edinburgh, 2015
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5
UHD: Cross-lingual word sense disambiguation using multilingual co-occurrence graphs
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6
Building a Multilingual Lexical Resource for Named Entity Disambiguation, Translation and Transliteration
Wentland, Wolodja; Silberer, Carina; Knopp, Johannes. - : European Language Resources Association, 2008
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7
Casting implicit role linking as an anaphora resolution task
Silberer, Carina; Frank, Anette. - : ACL (Association for Computational Linguistics)
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8
Visually grounded meaning representations
Silberer, Carina; Ferrari, Vittorio; Lapata, Mirella. - : Institute of Electrical and Electronics Engineers (IEEE)
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9
Building a multilingual lexical resource for named entity disambiguation, translation and transliteration
Wentland, Wolodja; Silberer, Carina; Hartung, Matthias. - : ELRA (European Language Resources Association)
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10
UHD: cross-lingual word sense disambiguation using multilingual co-occurrence graphs
Silberer, Carina; Ponzetto, Simone Paolo. - : ACL (Association for Computational Linguistics)
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11
Object naming in language and vision: a survey and a new dataset
Silberer, Carina; Zarrieß, Sina; Boleda, Gemma. - : ACL (Association for Computational Linguistics)
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12
Models of semantic representation with visual attribute
Ferrari, Vittorio; Silberer, Carina; Lapata, Mirella. - : ACL (Association for Computational Linguistics)
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13
AMORE-UPF at SemEval-2018 Task 4: BiLSTM with entity library
Westera, Matthijs; Silberer, Carina; Aina, Laura. - : ACL (Association for Computational Linguistics)
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14
Grounding semantic roles in images
Silberer, Carina; Pinkal, Manfred. - : ACL (Association for Computational Linguistics)
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15
Humans meet models on object naming: a new dataset and analysis
Silberer, Carina; Westera, Matthijs; Boleda, Gemma. - : ACL (Association for Computational Linguistics)
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16
Grounded models of semantic representation
Silberer, Carina; Lapata, Mirella. - : ACL (Association for Computational Linguistics)
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17
What do entity-centric models learn? Insights from entity linking in multi-party dialogue
Westera, Matthijs; Silberer, Carina; Aina, Laura. - : ACL (Association for Computational Linguistics)
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