computer vision deep learning applied to · deep learning applied to computer vision leandro...
TRANSCRIPT
Deep learning applied to Computer Vision
Leandro LichtenzsteinCo-founder at @deepvisionai
We partnered with Nvidia to transform the Modern CityOver 500 million cameras worldwide are capturing data today, and it’s growing exponentially. Deep Vision uses AI to understand this data to turn it into actionable insights and analytics.
How does Deep Vision solve Machine Learning problems?
@deepvisionai
USING NEURAL NETWORKS!
Neural Networks
@deepvisionai
[Manzana]
[Banana]
NEURAL NETWORKS!
Supervised learning:
Traditional Pattern Recognition:
Deep learning:
Deep learning Introduction
The idea behind Deep Learning is simple:
“We want an end-to-end trainable machine”
Feature extractor
Trainable classifier
Low-level features
Trainable classifier
Mid-level features
High-level features
End-to-end learning
Low-level features
Trainable classifier
Mid-level features
High-level features
End-to-end learning
Low-level features
Trainable classifier
Mid-level features
High-level features
ImageNet challenge
Object classification challenge
Deep Vision API & Computer Vision models
@deepvisionai
Visual Search model
@deepvisionai
Returns the most visually similar objects by simply dragging any image into the system
Specifications
How it works
Visually similar products
● Add your own inventory to our search index and find the most visually similar product on your own data
Powered by Nvidia Tesla
Visual Vehicle model
@deepvisionai
Nissan Versa Note
2015
Rear left view
● +1,100 vehicle year, makes, & models
● +20 interior & exterior vehicle views
Returns vehicle, year, make, model, and orientation by simply dragging any vehicle image into the system.
Specifications
How it worksTags prediction
Powered by Nvidia Tesla
Visual Brand model
@deepvisionai
● Brand logo recognition (Coca Cola, Starbucks, Oreo, Adidas, Budweiser, Nike, Pepsi, Heineken, Dell, Apple, Reebok, etc)
● Request your own brands
Find brands appearing in any type of photo based on our logo recognition model
Specifications
How it worksTags prediction
Nike
Powered by Nvidia Tesla
Visual Face model
@deepvisionai
Unknown person
● Age and gender estimation● +5,000 celebrities for face
recognition● Add new people you want to
recognize directly from our API
Provides facial recognition including demographics and the ability to recognize them under different contexts
Specifications
How it works
Tags prediction
Male 42 years old
Unknown person Female 39 years old
Unknown person Female 9 years oldPowered by Nvidia Tesla
Visual Context model
@deepvisionai
Upholstered couch
Sofa
Piece of furniture
● +10,000 tags and concepts over a wide range of topics
Provides labels about the context, including products, objects, and other general concepts
Specifications
How it worksTags prediction
Seat
Book
Wide mouthVessel Cylindrical
Round Deep
Couch Double bed
Powered by Nvidia Tesla
@deepvisionai
Questions?Thanks. We are hiring!
@deepvisionai
Don’t forget to attend Jorge Sanchez’s 5:30p.m. talk:“Few shot learning in Computer Vision”