Killing the Password via Gesture Recognition

We are living in times where we still have to type the password. NeoEyed's gesture recognition is able to detect swipes to authenticate the user to provide access to the mobile. This is a non-trivial problem as many users can have similar gestures. It is important that the classifiers are able to detect fine changes between many users who could potentially break into the phone. We shall talk about how various classifiers are used for such a detection. We shall talk about classifiers such as one-class SVM, multi-level robust classifiers which are useful for this scenario. Our detection mechanism won us the "Paypal Award". We are now building the next generation authentication system for which we shall discuss the technologies and challenges that need to be resolved.

The talk shall be organized as:

1. The problem we are trying to solve. 3

2. What classifiers help in such a scenario. 10

3. Challenges in existing out of box methods 3.

4. What directions are helping us. 4


Outline/Structure of the Talk

We shall discuss our approaches, wins and disadvantages of using various types of classifiers.

Learning Outcome

Attendees shall learn what type of classifiers are applicable to which scenario and the overall user authentication problem.

Target Audience

Those intending to look at ML applications, specifically interested in classifiers.

Prerequisites for Attendees

Those with ML basics.

schedule Submitted 1 year ago

Public Feedback

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  • Naresh Jain
    By Naresh Jain  ~  1 year ago
    reply Reply

    Thanks, Harish. Very interesting topic. This is proposed as a 20 mins talk. You've some very interesting topics, I'm curious to know how you plan to distribute the 20 mins. Can you please update the proposal with a timewise breakup of the topics?

    • Naresh Jain
      By Naresh Jain  ~  1 year ago
      reply Reply

      Hi Harish/Tamaghna can you please reply to the previous comment?

      • Harish Kashyap K
        By Harish Kashyap K  ~  1 year ago
        reply Reply

        Since its a 20min talk we didnt want to provide specific time-wise breakdowns. However, I have just updated it.


        • Naresh Jain
          By Naresh Jain  ~  1 year ago
          reply Reply

          Hi Tamaghna, can you please share a video from any of your past presentations? We would like to see your presentation style.