[Inference] Implement multi-class labels

[charlieforward9]

From 09.27.2023 Meeting

Failure Criteria (for all test conditions)
Eyes open 1st (Conditions # 2 and # 5 - eyes-closed)
Arms windmill or abduct to maintain balance (all conditions).
Trunk flexes (sidebends) to maintain balance. (all conditions).
Legs step outside the Base of Support (all conditions).

https://docs.google.com/document/d/12xg0lQwGTeDL1MKKouTuwHUHwSxkiUoPY7iof2cYl-o/edit?usp=sharing

[charlieforward9]

@Timothyrichpt @DrBubbles42 I switched up the validation interface a little to ensure we have the most flexibility with labeling. Instead of trying to do classification while we collect, I am leaving all of the classifications to be done in the validation phase.

This will help the data collection process be focused on collection accuracy, instead of labeling accuracy. This should help our data be more consistent as we move forward.

[charlieforward9]

@DrBubbles42

Here are the new classifications that I have defined:

const Map<int, String> classifications = {
  -1: "invalid",
  0: "static",
  1: "arms uncrossed",
  2: "trunk flex",
  3: "feet separated",
};

[Timothyrichpt]

For conditions VisualPT/visualPT#2 and VisualPT/visualPT#5 I wonder if there would be away the algorithm could detect if they open their eyes?

[charlieforward9]

There are some face landmark models we could look at integrating, but this will take some time to address. Since the basic labels are completed, we can continue discussing this in the new issue #210

[DrBubbles42]

@Timothyrichpt are these all the cases we would want to expand on?

The eye opening is possible but it's definitely a stretch. We would need another model for just the face as Charlie said.

[Timothyrichpt]

I do not think we need eye-opening for our MVP. If it’s a distraction or too many additional resources, I would say let’s leave it for later and just focus on static v. sway. Love Your Life! Tim Want to schedule a call with Tim? Put yourself on Tim's calendar here: Calendly.com/Grow-With-Tim<https://calendly.com/grow-with-tim> Tim Richardson, PT Franchise Regional Consultant Central Region, USA FYZICAL LLC World Headquarters Bayou Professional Center 1751 Mound Street, <x-apple-data-detectors://2/1> Suite 101<x-apple-data-detectors://2/1> Sarasota, Florida 34236<x-apple-data-detectors://2/1> Mobile: 1.941.623.6109<tel:1.941.623.6109> "Spelled Different Because We Are Different" FYZICAL is Changing Lives and Changing Healthcare for Millions of Americans by Helping People Live Independently in Their Homes Without Fear of Falling. On Oct 5, 2023, at 2:08 PM, Nicholas Fox ***@***.***> wrote:  @Timothyrichpt<https://github.com/Timothyrichpt> are these all the cases we would want to expand on? The eye opening is possible but it's definitely a stretch. We would need another model for just the face as Charlie said. — Reply to this email directly, view it on GitHub<#113 (comment)>, or unsubscribe<https://github.com/notifications/unsubscribe-auth/A5VEQUOX5E3M57I4KMDLTC3X53ZQNAVCNFSM6AAAAAA5PY5AE2VHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMYTONBZGQYDONZTGA>. You are receiving this because you were mentioned.Message ID: ***@***.***>