innovate with sas deep learning...deep learning for insurance damage analysis major car damage...

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Innovate with SAS Deep LearningSAS User Group Malaysia

12th April, 2018

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Workplace safety: Deep Learning on Sound

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DATA

Image processing: An Insurance Industry ExampleOptimizing Business Processes

Discovery Deployment

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Deep Learning for InsuranceDamage Analysis

Major Car Damage

Recommended Workshop

Send work request to adjuster

Assessment of damage and

estimate repair costs

Minor Car Damage

Deep Learning -Damage Object

Classification

Deep Learning -Damage Severity

Recommended Claim Payment

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Ap

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Dee

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earn

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Imag

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ytic

s

No Insurance Cover

Reject

Photo Reject

Car Damage Photo

Request for new photo

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Deep LearningImage Analytics – Object Classification

Identify the damage area. Zoom and categorize the

damage parts

Left Headlights

Front car bumpers

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Step 1 – ClassificationClassify the damage parts

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Step 2 - Analyze Damage SeverityCompare Learning Image to compute damage severity

No Damage

Slight Damage

Damage Severity = 0

Damage Severity = 0.15

Moderate Damage

Damage Severity = 0.50

Total DamageDamage

Severity = 1.00

No repaired and no

replacement

Slight repair and no

replacement

Slight repair and

replacement

Major repair and

replacement

Recommended Claim Amount =

0

Recommended Claim Amount =

100

Recommended Claim Amount =

100 + 800

Recommended Claim Amount =

500 + 800

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Step 3 – Optimize Repairing CostUsing Neural Network and Decision Tree

• Can this damage repair without part replacement?

• Can this damage replace with second hand part?

• Can this damage replace with OEM part?

• What is cost of second hard part, OEM part and original part?

• Compare the repair cost, part availability and service charge.

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