-
Introduction to Disambiguation
Introduction to "Disambiguation". From "The Brain's Challenge" chapter of the Children of the Code Project.
published: 30 Jul 2017
-
Disambiguation – Linking Data Science and Engineering | NLP Summit 2020
Get your Free Spark NLP and Spark OCR Free Trial: https://www.johnsnowlabs.com/spark-nlp-try-free/
Register for NLP Summit 2021: https://www.nlpsummit.org/2021-events/
Watch all NLP Summit 2020 sessions: https://www.nlpsummit.org/
Disambiguation or Entity Linking is the assignment of a knowledge base identifier (Wikidata, Wikipedia) to a named entity. Our goal was to improve an MVP model by adding newly created knowledge while maintaining competitive F1 scores.
Taking an entity linking model from MVP into production in a spaCy-native pipeline architecture posed several data science and engineering challenges, such as hyperparameter estimation and knowledge enhancement, which we addressed by taking advantage of the engineering tools Docker and Kubernetes to semi-automate training as a...
published: 07 Jan 2021
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Towards Racially Unbiased Skin Tone Estimation via Scene Disambiguation
Virtual facial avatars will play an increasingly important role in immersive communication, games and the metaverse, and it is therefore critical that they be inclusive. This requires accurate recovery of the albedo, regardless of age, sex, or ethnicity. While significant progress has been made on estimating 3D facial geometry, appearance estimation has received less attention. The task is fundamentally ambiguous because the observed color is a function of albedo and lighting, both of which are unknown. We find that current methods are biased towards light skin tones due to (1) strongly biased priors that prefer lighter pigmentation and (2) algorithmic solutions that disregard the light/albedo ambiguity. To address this, we propose a new evaluation dataset (FAIR) and an algorithm (TRUST) t...
published: 27 Oct 2022
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Episode 9: Disambiguation of Data Products: Examining Different Viewpoints
In this video, we delve into the world of data products and the need for disambiguation. With many different definitions floating around and a lack of standardization, it can be difficult to fully understand what a data product is and how it can be utilized. We examine three different viewpoints on data products, including the business perspective, the technical perspective, and the user perspective. By the end of the video, we come to a conclusion on what a data product truly is and how it can be effectively utilized in today's data-driven world. Whether you're a business owner, a data analyst, or simply someone interested in the world of data, this video is sure to provide valuable insights and information.
published: 22 Jul 2024
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Wikipedia:Disambiguation Top # 9 Facts
Wikipedia:Disambiguation Top # 9 Facts
published: 31 Oct 2015
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Big Day (disambiguation)
Big Day is an American situation comedy that revolves around the preparation for a wedding.
(The) Big Day may also refer to:Jour de fête or The Big Day, a 1949 French film - "The Big Day" (Rocket Power), the series finale of Rocket Power - The Big Day (1959 film), a 1959 Australian television drama - The Big Day (1960 film), a 1960 British drama film - The Big Day (album), a 2019 album by Chance the Rapper - The Big Day, a novel by Barry Unsworth - "Big Day", a 1986 song by XTC from Skylarking - The Big Day, an album by Kelly Chen
Source: https://en.wikipedia.org/wiki/Big_Day_(disambiguation)
Created with WikipediaReaderSentry (c) WikipediaReader
Images and videos sourced from Pexels (https://www.pexels.com)
published: 31 Aug 2022
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Christopher Codrington (disambiguation)
Christopher Codrington (1668–1710) was a Barbadian-born soldier, planter, and colonial governor.
Christopher Codrington may also refer to:Christopher Codrington (colonial administrator) (1640s–1698), Barbadian-born planter and colonial administrator - Christopher Bethell-Codrington (1764–1843), British member of Parliament and sugar planter, previously called Christopher Codrington - Christopher William Codrington (1805–1864), British member of parliament
Source: https://en.wikipedia.org/wiki/Christopher_Codrington_(disambiguation)
Created with WikipediaReaderSentry (c) WikipediaReader
Images and videos sourced from Pexels (https://www.pexels.com)
published: 17 Nov 2022
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Unsupervised Word Sense Disambiguation with Images and Videos, Seyed Kamyar Seyed Ghasemipour
DCS Undergraduate Research Video competition 2014.
First place winner: Seyed Kamyar Seyed Ghasemipour
published: 05 Nov 2014
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Louis Dumont (disambiguation)
Louis Dumont may refer to:Louis Dumont (1911–1998), French anthropologist - Louis Dumont (ice hockey) (born 1973), Canadian ice hockey player - Pierre Étienne Louis Dumont (1759–1829), French political writer
Source: https://en.wikipedia.org/wiki/Louis_Dumont_(disambiguation)
Created with WikipediaReaderSentry (c) WikipediaReader
Images and videos sourced from Pexels (https://www.pexels.com)
published: 09 Dec 2022
-
Ralph Reed (disambiguation)
Ralph Reed is an American political consultant, known as the first head of the Christian Coalition.
Ralph Reed may also refer to:Ralph Reed (baseball), American baseball player better known as Ted Reed - Ralph Reed (American Express), former CEO of American Express
Source: https://en.wikipedia.org/wiki/Ralph_Reed_(disambiguation)
Created with WikipediaReaderSentry (c) WikipediaReader
Images and videos sourced from Pexels (https://www.pexels.com)
published: 17 Sep 2022
2:21
Introduction to Disambiguation
Introduction to "Disambiguation". From "The Brain's Challenge" chapter of the Children of the Code Project.
Introduction to "Disambiguation". From "The Brain's Challenge" chapter of the Children of the Code Project.
https://wn.com/Introduction_To_Disambiguation
Introduction to "Disambiguation". From "The Brain's Challenge" chapter of the Children of the Code Project.
- published: 30 Jul 2017
- views: 734
29:09
Disambiguation – Linking Data Science and Engineering | NLP Summit 2020
Get your Free Spark NLP and Spark OCR Free Trial: https://www.johnsnowlabs.com/spark-nlp-try-free/
Register for NLP Summit 2021: https://www.nlpsummit.org/2021...
Get your Free Spark NLP and Spark OCR Free Trial: https://www.johnsnowlabs.com/spark-nlp-try-free/
Register for NLP Summit 2021: https://www.nlpsummit.org/2021-events/
Watch all NLP Summit 2020 sessions: https://www.nlpsummit.org/
Disambiguation or Entity Linking is the assignment of a knowledge base identifier (Wikidata, Wikipedia) to a named entity. Our goal was to improve an MVP model by adding newly created knowledge while maintaining competitive F1 scores.
Taking an entity linking model from MVP into production in a spaCy-native pipeline architecture posed several data science and engineering challenges, such as hyperparameter estimation and knowledge enhancement, which we addressed by taking advantage of the engineering tools Docker and Kubernetes to semi-automate training as an on-demand job.
We also discuss some of our learnings and process improvements that were needed to strike a balance between data science goals and engineering constraints and present our current work on improving performance through BERT-embedding based contextual similarity.
https://wn.com/Disambiguation_–_Linking_Data_Science_And_Engineering_|_Nlp_Summit_2020
Get your Free Spark NLP and Spark OCR Free Trial: https://www.johnsnowlabs.com/spark-nlp-try-free/
Register for NLP Summit 2021: https://www.nlpsummit.org/2021-events/
Watch all NLP Summit 2020 sessions: https://www.nlpsummit.org/
Disambiguation or Entity Linking is the assignment of a knowledge base identifier (Wikidata, Wikipedia) to a named entity. Our goal was to improve an MVP model by adding newly created knowledge while maintaining competitive F1 scores.
Taking an entity linking model from MVP into production in a spaCy-native pipeline architecture posed several data science and engineering challenges, such as hyperparameter estimation and knowledge enhancement, which we addressed by taking advantage of the engineering tools Docker and Kubernetes to semi-automate training as an on-demand job.
We also discuss some of our learnings and process improvements that were needed to strike a balance between data science goals and engineering constraints and present our current work on improving performance through BERT-embedding based contextual similarity.
- published: 07 Jan 2021
- views: 553
4:54
Towards Racially Unbiased Skin Tone Estimation via Scene Disambiguation
Virtual facial avatars will play an increasingly important role in immersive communication, games and the metaverse, and it is therefore critical that they be i...
Virtual facial avatars will play an increasingly important role in immersive communication, games and the metaverse, and it is therefore critical that they be inclusive. This requires accurate recovery of the albedo, regardless of age, sex, or ethnicity. While significant progress has been made on estimating 3D facial geometry, appearance estimation has received less attention. The task is fundamentally ambiguous because the observed color is a function of albedo and lighting, both of which are unknown. We find that current methods are biased towards light skin tones due to (1) strongly biased priors that prefer lighter pigmentation and (2) algorithmic solutions that disregard the light/albedo ambiguity. To address this, we propose a new evaluation dataset (FAIR) and an algorithm (TRUST) to improve albedo estimation and, hence, fairness. Specifically, we create the first facial albedo evaluation benchmark where subjects are balanced in terms of skin color, and measure accuracy using the Individual Typology Angle (ITA) metric. We then address the light/albedo ambiguity by building on a key observation: the image of the full scene –as opposed to a cropped image of the face– contains important information about lighting that can be used for disambiguation. TRUST regresses facial albedo by conditioning on both the face region and a global illumination signal obtained from the scene image. Our experimental results show significant improvement compared to state- of-the-art methods on albedo estimation, both in terms of accuracy and fairness. The evaluation benchmark and code are available for research purposes at https://trust.is.tue.mpg.de.
PDF: https://www.ecva.net/papers/eccv_2022/papers_ECCV/papers/136730072.pdf
Project: https://trust.is.tue.mpg.de/index.html
Code: https://github.com/HavenFeng/TRUST
Dataset: https://trust.is.tue.mpg.de/login.php
Reference:
@inproceedings{TRUST:ECCV2022,
title = {Towards Racially Unbiased Skin Tone Estimation via Scene Disambiguation},
author = {Feng, Haiwen and Bolkart, Timo and Tesch, Joachim and Black, Michael J. and Abrevaya, Victoria},
booktitle = {European Conference on Computer Vision (ECCV)},
publisher = {Springer International Publishing},
month = oct,
year = {2022},
doi = {},
month_numeric = {10}
}
https://wn.com/Towards_Racially_Unbiased_Skin_Tone_Estimation_Via_Scene_Disambiguation
Virtual facial avatars will play an increasingly important role in immersive communication, games and the metaverse, and it is therefore critical that they be inclusive. This requires accurate recovery of the albedo, regardless of age, sex, or ethnicity. While significant progress has been made on estimating 3D facial geometry, appearance estimation has received less attention. The task is fundamentally ambiguous because the observed color is a function of albedo and lighting, both of which are unknown. We find that current methods are biased towards light skin tones due to (1) strongly biased priors that prefer lighter pigmentation and (2) algorithmic solutions that disregard the light/albedo ambiguity. To address this, we propose a new evaluation dataset (FAIR) and an algorithm (TRUST) to improve albedo estimation and, hence, fairness. Specifically, we create the first facial albedo evaluation benchmark where subjects are balanced in terms of skin color, and measure accuracy using the Individual Typology Angle (ITA) metric. We then address the light/albedo ambiguity by building on a key observation: the image of the full scene –as opposed to a cropped image of the face– contains important information about lighting that can be used for disambiguation. TRUST regresses facial albedo by conditioning on both the face region and a global illumination signal obtained from the scene image. Our experimental results show significant improvement compared to state- of-the-art methods on albedo estimation, both in terms of accuracy and fairness. The evaluation benchmark and code are available for research purposes at https://trust.is.tue.mpg.de.
PDF: https://www.ecva.net/papers/eccv_2022/papers_ECCV/papers/136730072.pdf
Project: https://trust.is.tue.mpg.de/index.html
Code: https://github.com/HavenFeng/TRUST
Dataset: https://trust.is.tue.mpg.de/login.php
Reference:
@inproceedings{TRUST:ECCV2022,
title = {Towards Racially Unbiased Skin Tone Estimation via Scene Disambiguation},
author = {Feng, Haiwen and Bolkart, Timo and Tesch, Joachim and Black, Michael J. and Abrevaya, Victoria},
booktitle = {European Conference on Computer Vision (ECCV)},
publisher = {Springer International Publishing},
month = oct,
year = {2022},
doi = {},
month_numeric = {10}
}
- published: 27 Oct 2022
- views: 1099
17:12
Episode 9: Disambiguation of Data Products: Examining Different Viewpoints
In this video, we delve into the world of data products and the need for disambiguation. With many different definitions floating around and a lack of standardi...
In this video, we delve into the world of data products and the need for disambiguation. With many different definitions floating around and a lack of standardization, it can be difficult to fully understand what a data product is and how it can be utilized. We examine three different viewpoints on data products, including the business perspective, the technical perspective, and the user perspective. By the end of the video, we come to a conclusion on what a data product truly is and how it can be effectively utilized in today's data-driven world. Whether you're a business owner, a data analyst, or simply someone interested in the world of data, this video is sure to provide valuable insights and information.
https://wn.com/Episode_9_Disambiguation_Of_Data_Products_Examining_Different_Viewpoints
In this video, we delve into the world of data products and the need for disambiguation. With many different definitions floating around and a lack of standardization, it can be difficult to fully understand what a data product is and how it can be utilized. We examine three different viewpoints on data products, including the business perspective, the technical perspective, and the user perspective. By the end of the video, we come to a conclusion on what a data product truly is and how it can be effectively utilized in today's data-driven world. Whether you're a business owner, a data analyst, or simply someone interested in the world of data, this video is sure to provide valuable insights and information.
- published: 22 Jul 2024
- views: 733
0:45
Big Day (disambiguation)
Big Day is an American situation comedy that revolves around the preparation for a wedding.
(The) Big Day may also refer to:Jour de fête or The Big Day, a 1949 ...
Big Day is an American situation comedy that revolves around the preparation for a wedding.
(The) Big Day may also refer to:Jour de fête or The Big Day, a 1949 French film - "The Big Day" (Rocket Power), the series finale of Rocket Power - The Big Day (1959 film), a 1959 Australian television drama - The Big Day (1960 film), a 1960 British drama film - The Big Day (album), a 2019 album by Chance the Rapper - The Big Day, a novel by Barry Unsworth - "Big Day", a 1986 song by XTC from Skylarking - The Big Day, an album by Kelly Chen
Source: https://en.wikipedia.org/wiki/Big_Day_(disambiguation)
Created with WikipediaReaderSentry (c) WikipediaReader
Images and videos sourced from Pexels (https://www.pexels.com)
https://wn.com/Big_Day_(Disambiguation)
Big Day is an American situation comedy that revolves around the preparation for a wedding.
(The) Big Day may also refer to:Jour de fête or The Big Day, a 1949 French film - "The Big Day" (Rocket Power), the series finale of Rocket Power - The Big Day (1959 film), a 1959 Australian television drama - The Big Day (1960 film), a 1960 British drama film - The Big Day (album), a 2019 album by Chance the Rapper - The Big Day, a novel by Barry Unsworth - "Big Day", a 1986 song by XTC from Skylarking - The Big Day, an album by Kelly Chen
Source: https://en.wikipedia.org/wiki/Big_Day_(disambiguation)
Created with WikipediaReaderSentry (c) WikipediaReader
Images and videos sourced from Pexels (https://www.pexels.com)
- published: 31 Aug 2022
- views: 2
0:30
Christopher Codrington (disambiguation)
Christopher Codrington (1668–1710) was a Barbadian-born soldier, planter, and colonial governor.
Christopher Codrington may also refer to:Christopher Codrington...
Christopher Codrington (1668–1710) was a Barbadian-born soldier, planter, and colonial governor.
Christopher Codrington may also refer to:Christopher Codrington (colonial administrator) (1640s–1698), Barbadian-born planter and colonial administrator - Christopher Bethell-Codrington (1764–1843), British member of Parliament and sugar planter, previously called Christopher Codrington - Christopher William Codrington (1805–1864), British member of parliament
Source: https://en.wikipedia.org/wiki/Christopher_Codrington_(disambiguation)
Created with WikipediaReaderSentry (c) WikipediaReader
Images and videos sourced from Pexels (https://www.pexels.com)
https://wn.com/Christopher_Codrington_(Disambiguation)
Christopher Codrington (1668–1710) was a Barbadian-born soldier, planter, and colonial governor.
Christopher Codrington may also refer to:Christopher Codrington (colonial administrator) (1640s–1698), Barbadian-born planter and colonial administrator - Christopher Bethell-Codrington (1764–1843), British member of Parliament and sugar planter, previously called Christopher Codrington - Christopher William Codrington (1805–1864), British member of parliament
Source: https://en.wikipedia.org/wiki/Christopher_Codrington_(disambiguation)
Created with WikipediaReaderSentry (c) WikipediaReader
Images and videos sourced from Pexels (https://www.pexels.com)
- published: 17 Nov 2022
- views: 24
0:16
Louis Dumont (disambiguation)
Louis Dumont may refer to:Louis Dumont (1911–1998), French anthropologist - Louis Dumont (ice hockey) (born 1973), Canadian ice hockey player - Pierre Étienne L...
Louis Dumont may refer to:Louis Dumont (1911–1998), French anthropologist - Louis Dumont (ice hockey) (born 1973), Canadian ice hockey player - Pierre Étienne Louis Dumont (1759–1829), French political writer
Source: https://en.wikipedia.org/wiki/Louis_Dumont_(disambiguation)
Created with WikipediaReaderSentry (c) WikipediaReader
Images and videos sourced from Pexels (https://www.pexels.com)
https://wn.com/Louis_Dumont_(Disambiguation)
Louis Dumont may refer to:Louis Dumont (1911–1998), French anthropologist - Louis Dumont (ice hockey) (born 1973), Canadian ice hockey player - Pierre Étienne Louis Dumont (1759–1829), French political writer
Source: https://en.wikipedia.org/wiki/Louis_Dumont_(disambiguation)
Created with WikipediaReaderSentry (c) WikipediaReader
Images and videos sourced from Pexels (https://www.pexels.com)
- published: 09 Dec 2022
- views: 4
0:17
Ralph Reed (disambiguation)
Ralph Reed is an American political consultant, known as the first head of the Christian Coalition.
Ralph Reed may also refer to:Ralph Reed (baseball), American...
Ralph Reed is an American political consultant, known as the first head of the Christian Coalition.
Ralph Reed may also refer to:Ralph Reed (baseball), American baseball player better known as Ted Reed - Ralph Reed (American Express), former CEO of American Express
Source: https://en.wikipedia.org/wiki/Ralph_Reed_(disambiguation)
Created with WikipediaReaderSentry (c) WikipediaReader
Images and videos sourced from Pexels (https://www.pexels.com)
https://wn.com/Ralph_Reed_(Disambiguation)
Ralph Reed is an American political consultant, known as the first head of the Christian Coalition.
Ralph Reed may also refer to:Ralph Reed (baseball), American baseball player better known as Ted Reed - Ralph Reed (American Express), former CEO of American Express
Source: https://en.wikipedia.org/wiki/Ralph_Reed_(disambiguation)
Created with WikipediaReaderSentry (c) WikipediaReader
Images and videos sourced from Pexels (https://www.pexels.com)
- published: 17 Sep 2022
- views: 4