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Giant Pigeon and Small Person: Prompting Visually Grounded Models about the Size of Objects ...
Zhang, Yi. - : Purdue University Graduate School, 2022
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Giant Pigeon and Small Person: Prompting Visually Grounded Models about the Size of Objects ...
Zhang, Yi. - : Purdue University Graduate School, 2022
Abstract: Empowering machines to understand our physical world should go beyond models with only natural language and models with only vision. Vision and language is a growing field of study that attempts to bridge the gap between natural language processing and computer vision communities by enabling models to learn visually grounded language. However, as an increasing number of pre-trained visual linguistic models focus on the alignment between visual regions and natural language, it is difficult to claim that these models capture certain properties of objects in their latent space, such as size. Inspired by recent trends in prompt learning, this study will design a prompt learning framework for two visual linguistic models, ViLBERT and ViLT, and use different manually crafted prompt templates to evaluate the consistency of performance of these models in comparing the size of objects. The results of this study showed that ViLT is more consistent in prediction accuracy for the given task with six pairs of objects ...
Keyword: 170203 Knowledge Representation and Machine Learning; 80104 Computer Vision; 80107 Natural Language Processing; FOS Computer and information sciences; FOS Psychology
URL: https://dx.doi.org/10.25394/pgs.19633317
https://hammer.purdue.edu/articles/thesis/Giant_Pigeon_and_Small_Person_Prompting_Visually_Grounded_Models_about_the_Size_of_Objects/19633317
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3
Curlie Dataset - Language-agnostic Website Embedding and Classification ...
Lugeon, Sylvain; Piccardi, Tiziano. - : figshare, 2022
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4
Curlie Dataset - Language-agnostic Website Embedding and Classification ...
Lugeon, Sylvain; Piccardi, Tiziano. - : figshare, 2022
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5
Curlie Dataset - Language-agnostic Website Embedding and Classification ...
Lugeon, Sylvain; Piccardi, Tiziano. - : figshare, 2022
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6
Curlie Dataset - Language-agnostic Website Embedding and Classification ...
Lugeon, Sylvain; Piccardi, Tiziano. - : figshare, 2022
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7
Who has ears, listen: Citizen Listening Program for disease prevention. ...
García Pereira, Ramiro. - : figshare, 2022
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8
Who has ears, listen: Citizen Listening Program for disease prevention. ...
García Pereira, Ramiro. - : figshare, 2022
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9
SANKAT PRADATA AUR JANATA. ...
Tomar, Neetusingh. - : figshare, 2021
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10
SANKAT PRADATA AUR JANATA. ...
Tomar, Neetusingh. - : figshare, 2021
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11
A multispeaker dataset of raw and reconstructed speech production real-time MRI video and 3D volumetric images ...
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12
SANKAT PRADATA AUR JANATA. ...
Tomar, Neetusingh. - : figshare, 2021
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13
A multispeaker dataset of raw and reconstructed speech production real-time MRI video and 3D volumetric images ...
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14
SANKAT PRADATA AUR JANATA. ...
Tomar, Neetusingh. - : figshare, 2021
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15
Semantic (Orbital) Sweep - Knowledge modeling and Semantic technology to clean Earth orbit and make spaceflight safer ...
Rovetto, Robert J.. - : ESIP, 2021
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16
Semantic (Orbital) Sweep - Knowledge modeling and Semantic technology to clean Earth orbit and make spaceflight safer ...
Rovetto, Robert J.. - : ESIP, 2021
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17
Bengalese Finch song repository ...
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Bengalese Finch song repository ...
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19
Towards Literate Artificial Intelligence ...
Mrinmaya Sachan. - : Carnegie Mellon University, 2020
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20
Towards Literate Artificial Intelligence ...
Mrinmaya Sachan. - : Carnegie Mellon University, 2020
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