Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Image classification in real world : Car rental...
Search
Mathieu Hausherr
September 21, 2018
Technology
0
66
Image classification in real world : Car rental damage report
Mathieu Hausherr
September 21, 2018
Tweet
Share
More Decks by Mathieu Hausherr
See All by Mathieu Hausherr
Mobilis In Mobile 2024 - iOS, Android et la voiture - État des lieux
mhausherr
0
69
FrenchKit - Contact Tracing & Exposure Notification
mhausherr
0
160
FRAUG StopCovid19 : Le point sur les applications de tracing Bluetooth
mhausherr
1
250
Swift Lille - CoreML / CreateML
mhausherr
0
85
Mode offline Cocoaheads
mhausherr
0
63
Les surcouches constructeur sur Android
mhausherr
1
840
Mode offline : Notre application Android fonctionne au niveau -5 d’un parking
mhausherr
0
1.4k
Mode offline : Notre application mobile fonctionne au niveau -5 d’un parking
mhausherr
1
130
CocoaHeads : Apple Pay
mhausherr
0
63
Other Decks in Technology
See All in Technology
AI時代の開発生産性を加速させるアーキテクチャ設計
plaidtech
PRO
3
150
ビギナーであり続ける/beginning
ikuodanaka
3
750
OPENLOGI Company Profile for engineer
hr01
1
34k
ゼロからはじめる採用広報
yutadayo
3
920
FOSS4G 2025 KANSAI QGISで点群データをいろいろしてみた
kou_kita
0
400
OSSのSNSツール「Misskey」をさわってみよう(右下ワイプで私のOSCの20年を振り返ります) / 20250705-osc2025-do
akkiesoft
0
160
CRE Camp #1 エンジニアリングを民主化するCREチームでありたい話
mntsq
1
120
Geminiとv0による高速プロトタイピング
shinya337
1
270
オーティファイ会社紹介資料 / Autify Company Deck
autifyhq
10
130k
LangSmith×Webhook連携で実現するプロンプトドリブンCI/CD
sergicalsix
1
230
成長し続けるアプリのためのテストと設計の関係、そして意思決定の記録。
sansantech
PRO
0
120
タイミーのデータモデリング事例と今後のチャレンジ
ttccddtoki
6
2.4k
Featured
See All Featured
Bootstrapping a Software Product
garrettdimon
PRO
307
110k
The Cost Of JavaScript in 2023
addyosmani
51
8.5k
RailsConf 2023
tenderlove
30
1.1k
jQuery: Nuts, Bolts and Bling
dougneiner
63
7.8k
Optimizing for Happiness
mojombo
379
70k
YesSQL, Process and Tooling at Scale
rocio
173
14k
Building a Modern Day E-commerce SEO Strategy
aleyda
42
7.4k
Learning to Love Humans: Emotional Interface Design
aarron
273
40k
How to Ace a Technical Interview
jacobian
278
23k
The Success of Rails: Ensuring Growth for the Next 100 Years
eileencodes
45
7.5k
Helping Users Find Their Own Way: Creating Modern Search Experiences
danielanewman
29
2.7k
Unsuck your backbone
ammeep
671
58k
Transcript
Image classification in real world Car rental damage report
None
None
None
TOP 7 Amazing Tips About Machine Learning for Dummies (aka
iPhone developers)
None
Image classification Folders train Unkown image Classes
#1 ML is not only for data-scientists
None
None
My Dataset 41 269 pictures 62,63 Go Same cars Same
set of colors Same luminosity (no light) Already classified by users
None
None
#2 You already have a dataset or you should
UX proposition Is it a Front alloy wheel ? Yes
sure ! No it’s not
Create ML Top 1 - From 1 34 %
Wheel Tire Fender Gas trap
Create ML Top 1 - From 1 34 % Top
1 - From 5 91 %
UX proposition v2 Something else
Wheel Roof Fender Gas trap
Create ML Top 1 - From 1 34 % Top
1 - From 5 91 % Top n - From n 78 %
#3 Don’t trust results Use it as a hint
None
None
None
Base Merge Classes Top 1 - From 1 34 %
37 % Top 1 - From 5 91 % 93 % Top n - From n 78 % 81 %
#4 Merge classes If you can’t see it, ML can’t
see it
Partner app
Base Partner data Top 1 - From 1 37 %
34 % Top 1 - From 5 93 % 89 % Top n - From n 81 % 75 %
Base Partner data Partner corrected data Top 1 - From
1 37 % 34 % 41 % Top 1 - From 5 93 % 89 % 94 % Top n - From n 81 % 75 % 84 %
#5 Clean your data Size of dataset don’t always matter
None
Inception v3 - MobileNet Inception v3 MobileNet Create ML Top
1 - From 5 91 % 90 % 91 % Top n - From n 79 % 18 % 78 % Size 87 Mo 2.2 Mo 1.5 Mo Training time 2h41 2h38 1h50
#6 Use Create ML It’s really cool
#1 ML is for mobile developer too #2 You already
have a dataset #3 Don’t trust the result #4 If you can’t see it, ML can’t see it #5 Clean your data #6 Use Create ML #7 Drive safe
#1 ML is for mobile developer too #2 You already
have a dataset #3 Don’t trust the result #4 If you can’t see it, ML can’t see it #5 Clean your data #6 Use Create ML #7 Drive safe
Mathieu Hausherr @mhausherr