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IBM Watson Developer CloudVision Services Alyssa SimpsonSr. Product Manager: Watson Vision
What are WDC Vision Services?
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WDC Vision Services is the technology suite which enables customers to find new insight, derive significant value, and take meaningful action on visual information of any kind.
Vision Services are available on IBM Watson Developer Cloud!
4General Availability Experimental BETA (GA Q1 2016)
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Use Cases by API Building BlockImage Tagging
Text from images
Visual Learning
Facial Detection
Link extraction
Similarity Search
Visual Insights
AlchemyVision (beta)Use Case: “Tell me If there is a person is in this picture so that I can identify them”
AlchemyVisionUse case: “Get the most relevant image off of this website URL”
Visual Insights (experimental)Use Case: “Tell me common themes contained in this group of images”
AlchemyVisionUse Case: “Give me natural language which describes this image ”
AlchemyVision (beta)Use Case: “Transcribe any text or natural language contained in this image”
AlchemyVisionUse Case: “Find other images similar to this image”
VisualRecognition (beta)Use Case: “Learn about my custom content in this image as a unique classifier”
Use Watson Vision to answer these questions
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• What is this a picture/video/image of?
• Which ones and how many pictures/videos/images do I have which are similar to this one?
• What is the relevance to my bottom line of using one image vs. another image?
• What are the common themes in this batch of 1MM photos? • Is this ship a known entity? • What is my audience interested in?
• What user-generated content matches which products I sell?• Which images will resonate best in a marketing campaign?
• Which image should I feature on my front page of my app?
How Does It Work?
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WDC Vision Services takes images and matches them with known tags and classifiers.
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1. Input image 2. Train image in classifier 3. Output classifier likelihood
2a. Image is expressed as RGB values for set of pixels
2b. Values converted into highly dimensional representation (features)
2c. Features are either mapped positively or negatively to classifier
Use Cases
© 2014 International Business Machines Corporation© 2014 International Business Machines Corporation 9
Branding Strategy
Design more efficient promotions & campaigns
Brand sentiment analysis
Campaign performance improvements
Audience segmentation
Personalized advertising by offering individualized value
Campaign creation image search
*Diagnostic assistance
*Voice of the patient
*Suicide Prevention
*Care givers & patients matching
Customer Segmentation and Promotions
Product Search
Conversion optimization
Review analysis and user-generated content placement
Extract life-changing events from social media for reengagement campaigns
Finance
Use Cases By Industry
* In grey are listed use cases that we still need to develop with your help
Marketing + Advertising
Brand Analytics Healthcare* Retail Finance
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Industry Use cases: detail
SolutionPlay
Commerce IoT / Geo-Spatial Healthcare Security
High Level Description
Conversion improvements for clients with consumer facing products and services.
Auditing need for action from physical location of things.
Driving speed and reliability of medial diagnosis on individual and group scale.
Improving security of transactions and facilities leveraging visual data.
VisionOffering:
SolutionPackage
- Visual Recognition API- Visual Insight API- Social media integration - IBM Commerce integration
(*in development)
- Visual Recognition API- Visual Insight API- Weather Channel data
integration- Video Analytics - Trigger-event alerting
- Solution Architecture- Visual Recognition API- Watson Health / Merge
Integration- HIPPA Compliance
- Visual Recognition API- Visual Insight API- Facial Recognition- Video Analytics- Trigger-event alerting - PII compliant
Use Cases • Social Commerce (Analyze social images for improved engagement and conversion.)
• Contextual Ad placement (tell me what this content is about so I can place relevant ads)
• Audience Segmentation (Extract customer demographic, and interests so I can created targeted campaigns)
• Visual Search / Find Similar (surface like products from broad inventory to increase conversion)
• Market Research (Informme of global changes in weather or other physicality changes which can impact my local business)
• Auditing (Alert me when physical items are out of compliance or have a state change which requires intervention)
• Operational Efficiency (tell me where I should drill for oil based on geographic patterns)
• Diagnosis (Inform me if a patient has an abnormality that requires follow up)
• Research (find patterns in groups of images to inform me of insights)
• Accessibility (Help me “see” the world better if I am visually impaired)
• Authentication (Ensure that personal transactions are being made by the authenticated individual ex: Samsung payments)
• Physical Site Security (Alert me when abnormalities are happening in a secure facility)
Future Development
Commerce Use Cases: Deep DiveDomain Solution Pattern Use Cases Example
Target Customers
Marketing Visual Recognition: Custom Learning
Visual Insights: Audience Segmentation
Visual Recognition
Visual Recognition: Personalization
Use Case #1: Identify my logo in social media posts so that I can understand ROI of marketing activities
Use Case #2: Extract customer demographic, emotions, and interests so I can created targeted campaigns
Use Case #3: Tell me what this user-posted is about so that I can organize and place in an appropriate place on my product reviews
Use Case #4: Which image should I use to drive the best conversion for click-through?
ConversionOptimization
Visual Recognition: Similar Images
Visual Recognition: Similar Images
Use Case #1: Find similar products to offer to my customer to increase conversion.
Use Case #2: Watsonize product search and search for products based on images captured.
Purchase and Authentication
Visual Recognition: Custom Learning & Facial Recognition
Use Case #1: Watsonize a banks mobile app leveraging facial recognition for authentication.
IBM Confidential
Packaging and Pricing
(Current as of Jan 2016)13
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General Availability ExperimentalFREE
BETA (GA Q1 2016)FREE
Customer Stories
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CrowdFlower classifies images and organizes dataCrowdFlower trains Visual Recognition to turn big data into rich data that is useful
NeedSave time determining what is going on in images
Organize photos and classify them
SolutionHuman-curated training models using rich data to determine if humans are present in photos or in medical cases, determine if tumors are present in photos
BenefitsReduce human effort and time categorizing photos
Streamline data enrichment and classify accurately
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Ad Agency transforms everyday photos into marketing contentAn ad agency harnesses the power of Visual Recognition to categorize and recommend photos posted on Social Media channels for marketers
NeedDerive context within photos
Intelligently categorize photos based on a variety of criteria
SolutionA sophisticated recommendation algorithm to provide relevant user generated content for brands to use in marketing
BenefitsIdentify top brand influencers
Personalize marketing and ad campaigns with user created images
Increased marketing ROI
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A retailer recommends products based on customer tasteRetailers can train Watson through customer’s history searches and product catalog
NeedProvide visually similar product recommendations for existing catalog
Provide personalized shopping experience
SolutionSpidering retailer website and extracting and indexing product information and photos into an AlchemyVision instance
BenefitsEnhanced faceted search capability (ex. “Show me dresses under $50 that look like this one”)
Avoid cold start problem common in many recommendation engines (ex. Recently added products to the catalog)
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Where to Find Help
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Support for WDC Vision Services Engagements
1) Watson Developer Cloud 1) AlchemyVision
http://www.ibm.com/smarterplanet/us/en/ibmwatson/developercloud/alchemy-vision.html2) Visual Recognition
http://www.ibm.com/smarterplanet/us/en/ibmwatson/developercloud/visual-recognition.html3) Visual Insights
http://www.ibm.com/smarterplanet/us/en/ibmwatson/developercloud/visual-insights.html
• Documentation about WDC Vision APIs on WDC• Live demonstrations and demo scripts• Videos
3) Contact our team
Alyssa SimpsonSenior Offering Manager: Watson [email protected]
Rahul SinghalProgram Director: IBM Watson Product Management & Strategy
John SmithIBM FellowIBM Research
Devin HarperDevTeam Lead: Watson Vision
Acknowledgements and DisclaimersAvailability. References in this presentation to IBM products, programs, or services do not imply that they will be available in all countries in which IBM operates.
The workshops, sessions and materials have been prepared by IBM or the session speakers and reflect their own views. They are provided for informational purposes only, and are neither intended to, nor shall have the effect of being, legal or other guidance or advice to any participant. While efforts were made to verify the completeness and accuracy of the information contained in this presentation, it is provided AS-IS without warranty of any kind, express or implied. IBM shall not be responsible for any damages arising out of the use of, or otherwise related to, this presentation or any other materials. Nothing contained in this presentation is intended to, nor shall have the effect of, creating any warranties or representations from IBMor its suppliers or licensors, or altering the terms and conditions of the applicable license agreement governing the use of IBMsoftware.
All customer examples described are presented as illustrations of how those customers have used IBM products and the results they may have achieved. Actual environmental costs and performance characteristics may vary by customer. Nothing contained in these materials is intended to, nor shall have the effect of, stating or implying that any activities undertaken byyou will result in any specific sales, revenue growth or other results.
© Copyright IBM Corporation 2015. All rights reserved.U.S. Government Users Restricted Rights - Use, duplication or disclosure restricted by GSA ADP Schedule
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IBM, the IBM logo, ibm.com, IBM Watson, Personality Insights, Tradeoff Analytics are trademarks or registered trademarks of International Business Machines Corporation in the United States, other countries, or both. If these and other IBM trademarked terms are marked on their first occurrence in this information with a trademark symbol (® or ™), these symbols indicate U.S. registered or common law trademarks owned by IBM at the time this information was published. Such trademarks may also be registered or common law trademarks in other countries. A current list of IBM trademarks is available on the Web at “Copyright and trademark information” at www.ibm.com/legal/copytrade.shtmlOther company, product, or service names may be trademarks or service marks of others.
• Acknowledgement to the companies contributing their pictures for the presentations as follows: deviantart.com & pixabay.com21
© 2014 International Business Machines Corporation© 2014 International Business Machines Corporation 22
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