-
(disambiguation)
my third and longest album. if you're here for my video essays, this is not one of those.
this album is available to download on bandcamp, which includes a selection of bonus tracks, which are mostly just alternate versions of tracks that are already included in this version. buying my music on bandcamp is a great way to support my content for anyone who can't commit to a monthly subscription on patreon.
https://conlangcritic.bandcamp.com/album/disambiguation
it's also on soundcloud:
https://soundcloud.com/mitchell-halley-528232120/disambiguation
and here's a playlist of the songs that are on youtube:
https://www.youtube.com/playlist?list=PLuYLhuXt4HrRsjlVwD7GrQnzo4l9qjRUT
a shorter version of this album without the mashups will be available on mainstream music platforms in the near...
published: 14 Dec 2020
-
Disambiguation
Welcome to another edition of the VT Podcast which I’ve called Ideas That Matter.
In this episode, I talk about Disambiguation.
If you want to change the world, you have to see the world for what it is. We humans are pattern-seeking animals. We love stories. Our minds are hard-wired to organize the world using patterns, which saves our conscious minds a lot of mental effort. But it's also become a limitation for us - it's easy to get stuck in patterns that don't serve us well. If you're dispelling myths about yourself, or if you're trying to change your life, start by looking at the small things - the patterns that shape your life on a daily basis.
Listen in.
Book Vusi for a Keynote: https://vusithembekwayo.com/book-vusi/
Get mentored by Vusi: https://vtclub100.com/
Make sure to sta...
published: 08 Sep 2022
-
Word Sense Disambiguation 🔥
This video tutorial is about Word Sense Disambiguation in Natural Language Processing ( nlp ) in the language Hindi using lesk algorithm.
Purchase notes right now,
more details below:
https://perfectcomputerengineer.classx.co.in/new-courses/13-natural-language-processing-notes
* Natural Language Processing Playlist:
https://youtube.com/playlist?list=PLPIwNooIb9vimsumdWeKF3BRzs9tJ-_gy
* Human-Machine Interaction entire Playlist:
https://www.youtube.com/playlist?list=PLPIwNooIb9vhFRT_3JDQ0CGbW5HeFg3yK
* Distributed Computing:
https://youtube.com/playlist?list=PLPIwNooIb9vhYroMrNpoBYiBUFzTwEZot
*Gears used for this YouTube Channel:
https://linktr.ee/perfectcomputerengineer
*Let's connect:
Instagram: https://www.instagram.com/planetojas/
published: 05 Dec 2021
-
SickBreed ft. Kiki - Disambiguation (Music Video)
A simple translation cannot fully encompass the meaning of the Hindu word samsara (The game of life). In contrast to Hourglass which deals with the ever-present question of death and the afterlife, Disambiguation focuses on life and how it passes, one new or known experience after another. The child-like observer inside us never grows up, and always ends up resurfacing if suppressed too much. The reaction of others to our actions is what gives us a sense of our own identity. Pleasure and pain intertwined to weave our spirit. Our experience of life is being reduced to stereotypes of simple emotion. Did we forget how to feel and how to take in life in its entirety? How do we rediscover the wisdom of spirituality in a soulless society? How do we stop playing (transcend) a game (life) so const...
published: 10 Feb 2022
-
Laminar Flow DISAMBIGUATION
Captain Disillusion gets his hands wet with some experiments, and lets you watch.
Please consider supporting my videos on: http://www.patreon.com/CaptainDisillusion
published: 14 Feb 2019
-
KGC 2022: KG-Based Approach to Named Entity Disambiguation for Healthcare Applications — GraphAware
Senior Data Scientist at GraphAware, Giuseppe Futia, shows how to leverage a Named Entity Disambiguation (NED) system to disambiguate named entities in the healthcare domain and combine multiple knowledge graphs and ontologies in a single valuable source of truth.
The approach incorporates node embeddings into the NED model, employing the KG structure for the training process.
The tool can support different healthcare applications, including literature search and retrieval, clinical decision-making, relational knowledge findings, chatbots for health assistance, and recommendation tools for patients and medical practitioners.
Giuseppe Futia holds a Ph.D. in Computer Engineering from the Politecnico di Torino, where he explored Graph Representation Learning techniques to support the auto...
published: 03 Nov 2022
-
8 Ways to Know You're Ready in Disambiguation fəˈtɒɡrəfi
My Business Coaching Class will take you to the next level. Sign up here: http://bit.ly/1nKfmIM
How do you know when you are ready to start making money in photography and video? Many amateur photographers think there is a destination with a large sign that reads "You have arrived," but that isn't how it works. The formula to start making money with your camera is very simple: you need confidence. In today's lesson, I share eight simple steps to help you gain confidence and get started.
published: 06 Nov 2016
-
Word Sense Disambiguation
Material based on Jurafsky and Martin (2019): https://web.stanford.edu/~jurafsky/slp3/
Slides: http://www.natalieparde.com/teaching/cs_421_fall2020/Word%20Sense%20Disambiguation.pdf
Twitter: @NatalieParde
published: 28 Dec 2020
-
Word Sense Disambiguation Using Naive bayes Classifier
This video is about Word Sense Disambiguation Using Naive bayes Classifier.
If you are interested in building cool Natural Language Processing (NLP) Apps , access our NLP APIs at https://www.firstlanguage.in/ . Also for NLP product development and consultation, please reach out to us at [email protected]
published: 08 Apr 2020
-
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
1:05:38
(disambiguation)
my third and longest album. if you're here for my video essays, this is not one of those.
this album is available to download on bandcamp, which includes a sel...
my third and longest album. if you're here for my video essays, this is not one of those.
this album is available to download on bandcamp, which includes a selection of bonus tracks, which are mostly just alternate versions of tracks that are already included in this version. buying my music on bandcamp is a great way to support my content for anyone who can't commit to a monthly subscription on patreon.
https://conlangcritic.bandcamp.com/album/disambiguation
it's also on soundcloud:
https://soundcloud.com/mitchell-halley-528232120/disambiguation
and here's a playlist of the songs that are on youtube:
https://www.youtube.com/playlist?list=PLuYLhuXt4HrRsjlVwD7GrQnzo4l9qjRUT
a shorter version of this album without the mashups will be available on mainstream music platforms in the near future. links to those will be here once they exist.
https://distrokid.com/hyperfollow/janmisali/disambiguation
0:00:00 - 01 - overture
0:10:34 - 02 - kulupu jan tenpo
0:12:45 - 03 - sangman
0:13:56 - 04 - cascadansen
0:16:48 - 05 - two secretshes
0:18:17 - 06 - through the airman and woodman
0:22:00 - 07 - phi
0:23:11 - 08 - a snowball in july
0:28:16 - 09 - ryuuseigun mashup
0:42:02 - 10 - föreställ dig
0:45:02 - 11 - 2020 has progressed past the need for months
0:49:07 - 12 - it's time to get good at darts
0:50:41 - 13 - yeah
0:55:13 - 14 - baker's signature
0:59:33 - 15 - conned by the lang
1:01:39 - 16 - notes from digits
1:03:28 - 17 - disambiguation
http://patreon.com/hbmmaster
http://conlangcritic.bandcamp.com
http://seximal.net
http://twitter.com/hbmmaster
http://janmisali.tumblr.com
https://wn.com/(Disambiguation)
my third and longest album. if you're here for my video essays, this is not one of those.
this album is available to download on bandcamp, which includes a selection of bonus tracks, which are mostly just alternate versions of tracks that are already included in this version. buying my music on bandcamp is a great way to support my content for anyone who can't commit to a monthly subscription on patreon.
https://conlangcritic.bandcamp.com/album/disambiguation
it's also on soundcloud:
https://soundcloud.com/mitchell-halley-528232120/disambiguation
and here's a playlist of the songs that are on youtube:
https://www.youtube.com/playlist?list=PLuYLhuXt4HrRsjlVwD7GrQnzo4l9qjRUT
a shorter version of this album without the mashups will be available on mainstream music platforms in the near future. links to those will be here once they exist.
https://distrokid.com/hyperfollow/janmisali/disambiguation
0:00:00 - 01 - overture
0:10:34 - 02 - kulupu jan tenpo
0:12:45 - 03 - sangman
0:13:56 - 04 - cascadansen
0:16:48 - 05 - two secretshes
0:18:17 - 06 - through the airman and woodman
0:22:00 - 07 - phi
0:23:11 - 08 - a snowball in july
0:28:16 - 09 - ryuuseigun mashup
0:42:02 - 10 - föreställ dig
0:45:02 - 11 - 2020 has progressed past the need for months
0:49:07 - 12 - it's time to get good at darts
0:50:41 - 13 - yeah
0:55:13 - 14 - baker's signature
0:59:33 - 15 - conned by the lang
1:01:39 - 16 - notes from digits
1:03:28 - 17 - disambiguation
http://patreon.com/hbmmaster
http://conlangcritic.bandcamp.com
http://seximal.net
http://twitter.com/hbmmaster
http://janmisali.tumblr.com
- published: 14 Dec 2020
- views: 60256
25:00
Disambiguation
Welcome to another edition of the VT Podcast which I’ve called Ideas That Matter.
In this episode, I talk about Disambiguation.
If you want to change the wor...
Welcome to another edition of the VT Podcast which I’ve called Ideas That Matter.
In this episode, I talk about Disambiguation.
If you want to change the world, you have to see the world for what it is. We humans are pattern-seeking animals. We love stories. Our minds are hard-wired to organize the world using patterns, which saves our conscious minds a lot of mental effort. But it's also become a limitation for us - it's easy to get stuck in patterns that don't serve us well. If you're dispelling myths about yourself, or if you're trying to change your life, start by looking at the small things - the patterns that shape your life on a daily basis.
Listen in.
Book Vusi for a Keynote: https://vusithembekwayo.com/book-vusi/
Get mentored by Vusi: https://vtclub100.com/
Make sure to stay up to date and connect with Vusi on all social platforms:
Instagram: https://instagram.com/vusithembekwayo/
Facebook: https://www.facebook.com/VusiThembekwayoPage
Twitter : https://twitter.com/VusiThembekwayo
LinkedIn : https://www.linkedin.com/in/vusithembekwayo/
https://wn.com/Disambiguation
Welcome to another edition of the VT Podcast which I’ve called Ideas That Matter.
In this episode, I talk about Disambiguation.
If you want to change the world, you have to see the world for what it is. We humans are pattern-seeking animals. We love stories. Our minds are hard-wired to organize the world using patterns, which saves our conscious minds a lot of mental effort. But it's also become a limitation for us - it's easy to get stuck in patterns that don't serve us well. If you're dispelling myths about yourself, or if you're trying to change your life, start by looking at the small things - the patterns that shape your life on a daily basis.
Listen in.
Book Vusi for a Keynote: https://vusithembekwayo.com/book-vusi/
Get mentored by Vusi: https://vtclub100.com/
Make sure to stay up to date and connect with Vusi on all social platforms:
Instagram: https://instagram.com/vusithembekwayo/
Facebook: https://www.facebook.com/VusiThembekwayoPage
Twitter : https://twitter.com/VusiThembekwayo
LinkedIn : https://www.linkedin.com/in/vusithembekwayo/
- published: 08 Sep 2022
- views: 23099
8:29
Word Sense Disambiguation 🔥
This video tutorial is about Word Sense Disambiguation in Natural Language Processing ( nlp ) in the language Hindi using lesk algorithm.
Purchase notes right ...
This video tutorial is about Word Sense Disambiguation in Natural Language Processing ( nlp ) in the language Hindi using lesk algorithm.
Purchase notes right now,
more details below:
https://perfectcomputerengineer.classx.co.in/new-courses/13-natural-language-processing-notes
* Natural Language Processing Playlist:
https://youtube.com/playlist?list=PLPIwNooIb9vimsumdWeKF3BRzs9tJ-_gy
* Human-Machine Interaction entire Playlist:
https://www.youtube.com/playlist?list=PLPIwNooIb9vhFRT_3JDQ0CGbW5HeFg3yK
* Distributed Computing:
https://youtube.com/playlist?list=PLPIwNooIb9vhYroMrNpoBYiBUFzTwEZot
*Gears used for this YouTube Channel:
https://linktr.ee/perfectcomputerengineer
*Let's connect:
Instagram: https://www.instagram.com/planetojas/
https://wn.com/Word_Sense_Disambiguation_🔥
This video tutorial is about Word Sense Disambiguation in Natural Language Processing ( nlp ) in the language Hindi using lesk algorithm.
Purchase notes right now,
more details below:
https://perfectcomputerengineer.classx.co.in/new-courses/13-natural-language-processing-notes
* Natural Language Processing Playlist:
https://youtube.com/playlist?list=PLPIwNooIb9vimsumdWeKF3BRzs9tJ-_gy
* Human-Machine Interaction entire Playlist:
https://www.youtube.com/playlist?list=PLPIwNooIb9vhFRT_3JDQ0CGbW5HeFg3yK
* Distributed Computing:
https://youtube.com/playlist?list=PLPIwNooIb9vhYroMrNpoBYiBUFzTwEZot
*Gears used for this YouTube Channel:
https://linktr.ee/perfectcomputerengineer
*Let's connect:
Instagram: https://www.instagram.com/planetojas/
- published: 05 Dec 2021
- views: 62029
4:22
SickBreed ft. Kiki - Disambiguation (Music Video)
A simple translation cannot fully encompass the meaning of the Hindu word samsara (The game of life). In contrast to Hourglass which deals with the ever-present...
A simple translation cannot fully encompass the meaning of the Hindu word samsara (The game of life). In contrast to Hourglass which deals with the ever-present question of death and the afterlife, Disambiguation focuses on life and how it passes, one new or known experience after another. The child-like observer inside us never grows up, and always ends up resurfacing if suppressed too much. The reaction of others to our actions is what gives us a sense of our own identity. Pleasure and pain intertwined to weave our spirit. Our experience of life is being reduced to stereotypes of simple emotion. Did we forget how to feel and how to take in life in its entirety? How do we rediscover the wisdom of spirituality in a soulless society? How do we stop playing (transcend) a game (life) so constricted by meaningless rules (desires) and reach nirvana (disambiguation)?
Follow SickBreed!
Instagram (English): https://www.instagram.com/sickbreedband/
Everything in one place: https://linktr.ee/sickbreed
Facebook: https://www.facebook.com/SickBreedband/
MERCH: https://bit.ly/3LnOsCu
E-mail:
[email protected]
Follow Kiki!
Instagram: https://www.instagram.com/kikiwritings/
Youtube: https://bit.ly/3B9MpNU
Credits:
Written by: Maks Drobež 🙴 Kiki
Recorded/Mixed/Mastered by: Maks Drobež
Video: Damian Sterchi 🙴 Maks Drobež
Maks Drobež (Vocals/Guitar)
Kiki (Vocals)
Andraž Leben (Drums)
Damian Sterchi (Bass)
Å pela Gabrovec (Makeup)
-----------------------------------------------------------------------------------------------------------------------
As most of you probably know, bands make almost no money. So if you like our music you can support us by buying our album via our Bandcamp page. The purchase offers .waw files of our music, the motifs behind our lyrics, booklet, and our gratitude. :* https://sickbreed.bandcamp.com/releases
If you're don't want to support us directly, but are subscribed to a streaming service, we invite you to listen to our music there so we can make some ''DOLLA DOLLA BILLS Y'ALL''! https://linktr.ee/SickBreed
-------------------------------------------------------------------------------------------------------------------------
Lyrics:
When you're a child you know more
Then when you start to think
Left and right were just hands
With which we were to build our dreams
Fortunately unaware of what the clock does when it ticks
A warm hug, a glass of milk
Simple pleasures that fulfilled
An eager yet growing mind
Unprepared to leave behind
The gift of youth and innocence
Stolen by this dissonance
So crude yet beautiful
Clarity gives way to awe
I am what I think you think of me!
Reach as far as you can
When it gets hard just grit your teeth
Suffering is happiness
Defer desire since
The more ul have the more you'll lose,
but giving is for fools
Everything comes to an end
you're not to worry you're still young
At least they'll call you that today
and Age's a hefty price to pay when
I am what I think you think of me!
https://wn.com/Sickbreed_Ft._Kiki_Disambiguation_(Music_Video)
A simple translation cannot fully encompass the meaning of the Hindu word samsara (The game of life). In contrast to Hourglass which deals with the ever-present question of death and the afterlife, Disambiguation focuses on life and how it passes, one new or known experience after another. The child-like observer inside us never grows up, and always ends up resurfacing if suppressed too much. The reaction of others to our actions is what gives us a sense of our own identity. Pleasure and pain intertwined to weave our spirit. Our experience of life is being reduced to stereotypes of simple emotion. Did we forget how to feel and how to take in life in its entirety? How do we rediscover the wisdom of spirituality in a soulless society? How do we stop playing (transcend) a game (life) so constricted by meaningless rules (desires) and reach nirvana (disambiguation)?
Follow SickBreed!
Instagram (English): https://www.instagram.com/sickbreedband/
Everything in one place: https://linktr.ee/sickbreed
Facebook: https://www.facebook.com/SickBreedband/
MERCH: https://bit.ly/3LnOsCu
E-mail:
[email protected]
Follow Kiki!
Instagram: https://www.instagram.com/kikiwritings/
Youtube: https://bit.ly/3B9MpNU
Credits:
Written by: Maks Drobež 🙴 Kiki
Recorded/Mixed/Mastered by: Maks Drobež
Video: Damian Sterchi 🙴 Maks Drobež
Maks Drobež (Vocals/Guitar)
Kiki (Vocals)
Andraž Leben (Drums)
Damian Sterchi (Bass)
Å pela Gabrovec (Makeup)
-----------------------------------------------------------------------------------------------------------------------
As most of you probably know, bands make almost no money. So if you like our music you can support us by buying our album via our Bandcamp page. The purchase offers .waw files of our music, the motifs behind our lyrics, booklet, and our gratitude. :* https://sickbreed.bandcamp.com/releases
If you're don't want to support us directly, but are subscribed to a streaming service, we invite you to listen to our music there so we can make some ''DOLLA DOLLA BILLS Y'ALL''! https://linktr.ee/SickBreed
-------------------------------------------------------------------------------------------------------------------------
Lyrics:
When you're a child you know more
Then when you start to think
Left and right were just hands
With which we were to build our dreams
Fortunately unaware of what the clock does when it ticks
A warm hug, a glass of milk
Simple pleasures that fulfilled
An eager yet growing mind
Unprepared to leave behind
The gift of youth and innocence
Stolen by this dissonance
So crude yet beautiful
Clarity gives way to awe
I am what I think you think of me!
Reach as far as you can
When it gets hard just grit your teeth
Suffering is happiness
Defer desire since
The more ul have the more you'll lose,
but giving is for fools
Everything comes to an end
you're not to worry you're still young
At least they'll call you that today
and Age's a hefty price to pay when
I am what I think you think of me!
- published: 10 Feb 2022
- views: 1233
9:18
Laminar Flow DISAMBIGUATION
Captain Disillusion gets his hands wet with some experiments, and lets you watch.
Please consider supporting my videos on: http://www.patreon.com/CaptainDisill...
Captain Disillusion gets his hands wet with some experiments, and lets you watch.
Please consider supporting my videos on: http://www.patreon.com/CaptainDisillusion
https://wn.com/Laminar_Flow_Disambiguation
Captain Disillusion gets his hands wet with some experiments, and lets you watch.
Please consider supporting my videos on: http://www.patreon.com/CaptainDisillusion
- published: 14 Feb 2019
- views: 9885559
24:46
KGC 2022: KG-Based Approach to Named Entity Disambiguation for Healthcare Applications — GraphAware
Senior Data Scientist at GraphAware, Giuseppe Futia, shows how to leverage a Named Entity Disambiguation (NED) system to disambiguate named entities in the heal...
Senior Data Scientist at GraphAware, Giuseppe Futia, shows how to leverage a Named Entity Disambiguation (NED) system to disambiguate named entities in the healthcare domain and combine multiple knowledge graphs and ontologies in a single valuable source of truth.
The approach incorporates node embeddings into the NED model, employing the KG structure for the training process.
The tool can support different healthcare applications, including literature search and retrieval, clinical decision-making, relational knowledge findings, chatbots for health assistance, and recommendation tools for patients and medical practitioners.
Giuseppe Futia holds a Ph.D. in Computer Engineering from the Politecnico di Torino, where he explored Graph Representation Learning techniques to support the automatic building of Knowledge Graphs.
The 5 key takeaways:
1. The components and requirements of the Intelligent Advisory Systems (IAS).
2. How they use Hume, the Neo4j-backed no-code knowledge graph ecosystem.
3. Delving into diabetes real-life use cases and linking to the Unified Medical Language System.
4. How GraphAware utilizes ontology-based enrichment for their knowledge graph-based approach.
5. The cooperation of NED candidates selections and NED candidates ranking.
#biotechnology #lifescience #technology
https://wn.com/Kgc_2022_Kg_Based_Approach_To_Named_Entity_Disambiguation_For_Healthcare_Applications_—_Graphaware
Senior Data Scientist at GraphAware, Giuseppe Futia, shows how to leverage a Named Entity Disambiguation (NED) system to disambiguate named entities in the healthcare domain and combine multiple knowledge graphs and ontologies in a single valuable source of truth.
The approach incorporates node embeddings into the NED model, employing the KG structure for the training process.
The tool can support different healthcare applications, including literature search and retrieval, clinical decision-making, relational knowledge findings, chatbots for health assistance, and recommendation tools for patients and medical practitioners.
Giuseppe Futia holds a Ph.D. in Computer Engineering from the Politecnico di Torino, where he explored Graph Representation Learning techniques to support the automatic building of Knowledge Graphs.
The 5 key takeaways:
1. The components and requirements of the Intelligent Advisory Systems (IAS).
2. How they use Hume, the Neo4j-backed no-code knowledge graph ecosystem.
3. Delving into diabetes real-life use cases and linking to the Unified Medical Language System.
4. How GraphAware utilizes ontology-based enrichment for their knowledge graph-based approach.
5. The cooperation of NED candidates selections and NED candidates ranking.
#biotechnology #lifescience #technology
- published: 03 Nov 2022
- views: 389
9:19
8 Ways to Know You're Ready in Disambiguation fəˈtɒɡrəfi
My Business Coaching Class will take you to the next level. Sign up here: http://bit.ly/1nKfmIM
How do you know when you are ready to start making money in phot...
My Business Coaching Class will take you to the next level. Sign up here: http://bit.ly/1nKfmIM
How do you know when you are ready to start making money in photography and video? Many amateur photographers think there is a destination with a large sign that reads "You have arrived," but that isn't how it works. The formula to start making money with your camera is very simple: you need confidence. In today's lesson, I share eight simple steps to help you gain confidence and get started.
https://wn.com/8_Ways_To_Know_You're_Ready_In_Disambiguation_FəˈTɒɡrəfi
My Business Coaching Class will take you to the next level. Sign up here: http://bit.ly/1nKfmIM
How do you know when you are ready to start making money in photography and video? Many amateur photographers think there is a destination with a large sign that reads "You have arrived," but that isn't how it works. The formula to start making money with your camera is very simple: you need confidence. In today's lesson, I share eight simple steps to help you gain confidence and get started.
- published: 06 Nov 2016
- views: 15
6:59
Word Sense Disambiguation
Material based on Jurafsky and Martin (2019): https://web.stanford.edu/~jurafsky/slp3/
Slides: http://www.natalieparde.com/teaching/cs_421_fall2020/Word%20Sens...
Material based on Jurafsky and Martin (2019): https://web.stanford.edu/~jurafsky/slp3/
Slides: http://www.natalieparde.com/teaching/cs_421_fall2020/Word%20Sense%20Disambiguation.pdf
Twitter: @NatalieParde
https://wn.com/Word_Sense_Disambiguation
Material based on Jurafsky and Martin (2019): https://web.stanford.edu/~jurafsky/slp3/
Slides: http://www.natalieparde.com/teaching/cs_421_fall2020/Word%20Sense%20Disambiguation.pdf
Twitter: @NatalieParde
- published: 28 Dec 2020
- views: 9874
14:19
Word Sense Disambiguation Using Naive bayes Classifier
This video is about Word Sense Disambiguation Using Naive bayes Classifier.
If you are interested in building cool Natural Language Processing (NLP) Apps , ...
This video is about Word Sense Disambiguation Using Naive bayes Classifier.
If you are interested in building cool Natural Language Processing (NLP) Apps , access our NLP APIs at https://www.firstlanguage.in/ . Also for NLP product development and consultation, please reach out to us at
[email protected]
https://wn.com/Word_Sense_Disambiguation_Using_Naive_Bayes_Classifier
This video is about Word Sense Disambiguation Using Naive bayes Classifier.
If you are interested in building cool Natural Language Processing (NLP) Apps , access our NLP APIs at https://www.firstlanguage.in/ . Also for NLP product development and consultation, please reach out to us at
[email protected]
- published: 08 Apr 2020
- views: 4690
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: 1065