Baobab, Inc. · Baobab conducts interviews with clients to understand the type of model they have...

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Transcript of Baobab, Inc. · Baobab conducts interviews with clients to understand the type of model they have...

Page 1: Baobab, Inc. · Baobab conducts interviews with clients to understand the type of model they have in mind, and assists in deciding specifications of data. Work Management Annotation
Page 2: Baobab, Inc. · Baobab conducts interviews with clients to understand the type of model they have in mind, and assists in deciding specifications of data. Work Management Annotation

Baobab, Inc.https://baobab-trees.com/en/

Quality, speed, cost effectiveness. We are born in Japan.

Page 3: Baobab, Inc. · Baobab conducts interviews with clients to understand the type of model they have in mind, and assists in deciding specifications of data. Work Management Annotation

Our Services

Clean, non-contaminated data collection• We collect data on demand through our Baopart network (trained workers network)

in Japan, South Asia, USA and Europe.

High quality manual annotation and translation• We continuously improve annotation/translation quality based on feedback

from clients and Baoparts.• Independent reviewers check all annotations/translations.

Speedy turnaround with outstanding output• We optimize workflows using our proprietary tools.

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Baobab, Inc.https://baobab-trees.com/en/

Our in-House ToolsTools are used by Baoparts to provide quality output

Baobab, Inc.https://baobab-trees.com/en/

Page 5: Baobab, Inc. · Baobab conducts interviews with clients to understand the type of model they have in mind, and assists in deciding specifications of data. Work Management Annotation

Moringa-i

• Image collection(jpeg format; image collection available for most countries)

• Adding tags/captions to collected images• Adding tags/captions to images submitted by clients• App is available in Japanese, English and Chinese

(simplified and traditional)*Tags in English only

• Collected image data in jpeg format• Tag/caption data delivered in CSV format

Mobile app that allows Baoparts to capture, tag and caption images on the go

Screenshot of project list in the app

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Moringa-v

• Sound collection(WAV format; sound collection available for most countries)

• Adding tags to collected sounds• Adding tags/captions to images submitted by clients• App is available in various languages, such as Japanese,

English and Chinese*Tags are in English only

• Sound data is in WAV format• Tag data is delivered in CSV format

Mobile app to collect and tag sounds on the go

Screenshot of project list in the app

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Image and Video Captioning

• Up to 8 Baoparts may simultaneously work on the tool to caption a photo or video,resulting in up to 8 captions per photo or video.

• Can create captions in multiple languages,such as English and Chinese, in addition to Japanese.

• Data is delivered in CSV format.

Web-based image and video captioning tool

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Pose AnnotationWeb-based tool to bound objects (box or polygon), add keypoints and tag them.

Pose Annotation work screen

An example of an object in an image being marked up, enclosed in a rectangle region and transcribed.

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Pose Annotation Examples

Keypoints + Segmentation

Keypoints + Bounding Boxes

Keypoints only

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Bin Box AnnotationWeb-based tool to enclose objects of interest and annotate picking points

Bin Box Annotation Tool Work Screen

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Semantic SegmentationWeb-based tool to segment objects and classify them to client-defined categories

We have experiences in annotating various objects in the world.

- Traffic (road, sign, vehicle, human, ...)

- Vehicle parts (front door, rear door, front bumper, ...)

- Meteorological objects (cloud, sky, …)

- Terrestrial objects (mountains, rivers, sea, ...)

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Baobab, Inc.https://baobab-trees.com/en/

Client Support and Quality Control

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For Better Quality Data

Factors to consider when building learning data1 Necessary to be in line with the model

2 Clarification of the type of learning data to be constructed

Important in order to construct highly accurate data

Baobab conducts interviews with clients to understand the type of model they have in mind, and assists in deciding specifications of data

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Work ManagementAnnotation work is done by teams residing in Japan, Vietnam, Thailand, China, Indonesia, Macedonia, and English-speaking countries.

Each team is lead by a Baopart Leader, who manages and trains Baoparts

These teams are supervised by a Baopart Captain who manages the entire project.

Baopart Captain coordinates with Baopart Leaders for smooth execution of the project.

Baopart Captain manages progress and Baopart training, may also check Baoparts’ work directly, and will field questions regarding the project

Baoparts in 15+

countries

900+ registered Baoparts

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Work Management Our Workflow

BAOPART CAPTAINSets Guidelines, Manages Progress, Trains Baoparts, Checks Data

BAOPART LEADERTranslates Guidelines, Trains Baoparts,

Checks Data

BAOPART BAOPART BAOPART BAOPART BAOPART BAOPART

BAOPART LEADERTranslates Guidelines, Trains Baoparts,

Checks Data

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Baoparts achieve overwhelming efficiency compared to our competitors.

Competitor C(tag)

Baobab (tag & annotation)

Baobab(tag)

number of images 9,500 75,657 6,000

number of tasks 14,000 tags 514,468 tags & annotations

39,219 tags

work period 150 days 40 days 3 days

speed 93 tags/day 12,862 tags & annotations / day

13,073 tags/day

number of workers 730 45 3

Baopart Work Process

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Track Record - Our Image Annotation Work

Work Tool work load

work durationexcluding guideline prep

and double checking period

People and Vehicle with Bounding Box + Labelling Baobab Pose Annotation Tool

I: 80,000B+L: 513,191

35 days

Street signs with Bounding Box Baobab Pose Annotation Tool

I: 9,908B: 12,681

3 days

Automobile Parts with Image Collection Moringa-i I: 1,000 24 days

Food Items with Labelling Excel I: 1322 5 days

Monkeys with Bounding Box(Polyline)+Keypoint Baobab Pose Annotation Tool

B+K:10,000 9 days

Video (6 sec) with Captioning supplied by client

400,000 120 days

☆duration is subject to work difficulty (precision of target, visibility of image, amount of information regarding rules

I: Image B: Bounding Box L: Label K: Keypoint

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Text and NLP Related Data

Multilingual Shopping Scenario Creation

Creation of conversations in a shopping situation with sales person and tourists from abroad, and verification test of the scenario

120 scenes

Emotion Annotation Emotion annotation on sentences and paragraphs 6,000 annotations

Captioning Japanese captioning on 6 second videos, the largest library in the world exceeding Microsoft’s 260,000 captions. It is also a first in Japanese language.

400,000 captions

Speech Data Annotation Annotation on speech retrieval intention data 4,750 annotations

Casual Conversation Data Set

Sales of domestic life conversations data set 5,000 sentences

Tweet Labelling Labelling Japanese tweets 10,000 tweets

Dialogue Data Creation and Annotation

Creating Dialogue scenarios as data and annotation and labelling them

100,000 sentences

Dialogue Scenario Creation

Japanese-English dialogue scenario creation for machine translation

30,000 sentences

We also compile large-scale corpus for machine translation to NTT, NICT, University of Tokyo and many other clients

Found in 2010, we created mass translation data for machine translation engines, as well as machine translation engine evaluations. We now provide many text annotations and multilingual scenario creations for our clients.

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Baobab’s Strength (1)1 Thorough Client Communication and Need Assessment

▷ We communicate with you to assess precise needs.  ・ We interview clients directly to assess needs. This is indispensable for high-precision data creation. ・ Allows for tailored specification creation for learning data, and work-rule compilations. ・ Flexible with change in requests. We update guidelines and rules as needed during work.

2 High Quality Workforce - Baoparts

▷ Baoparts understand task specifications. ・ Mandatory for Baoparts to read and understand rules before starting work. ・ We run trials to assess Baoparts’ understanding, and give feedback to hone in client’s need. ・ They are trained experts in annotation work.

▷ Baoparts receive instant helps from Captains ・ Baopart Captain is on hand to liaise between clients and Baoparts to answer any questions.  ・ Q&As that are related to work are shared with all Baoparts to ensure consistent quality

▷ Baoparts are global. Japan, Vietnam, Thailand, China, Taiwan, US, UK and other countries.

▷ We review all data before delivery. ・ Leaders of Baoparts and Baopart Captains are responsible for it.

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Baobab’s Strength (2)3 Speed, Accuracy and Volume Output Leading to Cost Effectiveness

4 Investment in In-House Tools

5 Accept Small Volume Orders, Client Tailoring

▷ We manage the entire process allowing for efficient work and volume output.・Our clients can focus on “what we need”. We take care of how you get it.

▷ We manage Baoparts, not just assigning tasks and hoping it will work.・We carefully control the process and give incentives and rewards to them.・We believe high motivation leads to high quality and less cost.

▷ We listen to you and Baoparts.・Offer tools that match your desired data compilation.・We use feedback from Baoparts to improve the in-house tools continuously.

▷ We cater to requests such as testing with a small amount of data before creating large-scale data.

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Baobab, Inc.https://baobab-trees.com/en/

Diversity and Inclusion in Baobab

Page 22: Baobab, Inc. · Baobab conducts interviews with clients to understand the type of model they have in mind, and assists in deciding specifications of data. Work Management Annotation

Baopart Diversity and InclusionDisability Employment Support Organization in Aomori, Japan

“The atmosphere changed drastically since we started annotation work. The workplace is much more positive and cheerful.”- Testimonial from instructors

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Baobab, Inc.https://baobab-trees.com/en/

Our Clients

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"I have asked Baobab to create data for my research many times, and I really appreciate their willingness and flexibility in responding even to slightly unusual requests. I thoroughly recommend them."

Graham NeubigAssistant ProfessorLanguage Technology InstituteCarnegie Mellon University

What our client is saying

Page 25: Baobab, Inc. · Baobab conducts interviews with clients to understand the type of model they have in mind, and assists in deciding specifications of data. Work Management Annotation

Our Clients• Toyota Motors Corporations

• Carnegie Mellon University

• Panasonic System Networks Co., Ltd.

• Hitachi Ltd.

• Preferred Networks, Inc.

• The University of Tokyo

• NTT Communication Science Laboratories

• LIXIL

• National Institute of Information and Communications Technology (NICT)

• Yahoo Japan Corporation

• Chiba Institute of Technology

… and many more!

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Miori Sagara President and CEO, Baobab, Inc.Ms. Sagara found Baobab in 2010. She developed a unique cloud translation platform utilizing machine translation to support translation work.

Ms. Sagara was affiliated with the National Institute of Information and Communications Technology (NICT) from 2011. This institute is the largest research center in Japan that focuses on Universal Communication including machine translation research. At NICT, Ms. Sagara lead a team to develop “Koetora”, an application that supports communication between the hearing impaired and able bodied. The app uses voice recognition / speech synthesis technologies. She also worked on implementing research findings into corporations such as DoCoMo and Narita Airport.During her tenure with NICT, she was awarded the Nagao Prize in 2013 by Asia-Pacific Association for Machine Translation (AAMT), and received a “performance excellence award as an individual” in 2012 from NICT.

Active in the communications industry Ms. Sagara is a delegate of the Association for Natural Language Processing, member of Global Communications Development Promotion Council (part of NICT), past committee member for Multi-lingual Voice Translation Technology Research, Development and Implementation (part of Ministry of Internal Affairs and Communications) and past working group member of Next Generation Artificial Intelligence implementation (part of Ministry of Internal Affairs and Communications)     

Page 27: Baobab, Inc. · Baobab conducts interviews with clients to understand the type of model they have in mind, and assists in deciding specifications of data. Work Management Annotation

Baobab, Inc.https://baobab-trees.com/en/

With our extensive experience, Baobab has the ability to tailor to your specific needs. We are accommodating to unconventional requests and are flexible in meeting the output you require.

We are happy to start a dialogue with you to assess your needs.

Please contact us at [email protected]!