Action & intent awareness

MATERIAL MODEL
The woman is:
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Standing in the produce section, near a refrigerated display of fruits (apples, strawberries, and other berries are visible).
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Holding and examining a clear plastic container of dark berries (likely blueberries or blackberries).
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Carrying a large, light-colored reusable tote bag, into which she might be about to place the berries.

State-of-the-art traditional computer vision March 10, 2025
YOLOE-11L
1 person 0.90 confidence
1 shopping bag 0.66 confidence
1 cup 0.52 confidence
1 canvas 0.48 confidence
1 shelf 0.48 confidence
1 gift basket 0.41 confidence
1 podium 0.39 confidence
Nuance sensitivity

MATERIAL MODEL
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There are a total of 9 boxes visible in the image: 3 stacked on the ground to the left, 1 being held by the man, 2 inside the van, 3 next to the hand truck on the right.
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There are 4 boxes with a visible "FRAGILE" label: The top box in the stack on the left, the tall box on the hand truck, the top box in the stack on the right, and the bottom held by the man.
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The top box in the stack on the left is open, since it has its flaps up.

State-of-the-art traditional computer vision March 10, 2025
YOLOE-11L
7 storage boxes 0.34-0.86 confidence
Context-dependent reasoning

MATERIAL MODEL
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The child is messily eating a cupcake or a piece of cake.
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They have white frosting smeared around their mouth and on their hands while holding the treat.

State-of-the-art traditional computer vision March 10, 2025
YOLOE-11L
1 child 0.75 confidence
1 snack 0.65 confidence
1 bite 0.60 confidence
1 donut 0.50 confidence
1 swab 0.37 confidence
One platform. Endless use cases.
Just describe what to look out for and what to do
Procedure supervision
OSHA compliance
Machinery monitoring
Inventory tracking
Quality control
Protocol adherence
Action logging
Theft prevention
Internal shrink monitoring
Activate warning alarms
Speak to offender
Entry and exit tracking
Facial recognition
Save/send footage of offense
Alert guard
Auto-locking doors
Detecting suspicious activity
Theft prevention
Intent inference
Behavior analysis
Inventory tracking
Misplaced item recognition
Facial recognition
Alerting employees
Safety monitoring
Safety monitoring
Employee supervision
Entry and exit tracking
Behavior analysis
ADL logging
Reminders for forgotten actions
Rule adherence tracking
Procedure supervision
Safety monitoring
Entry and exit tracking
Inventory tracking
Shrink prevention
Facial recognition
Health monitoring
Behavior supervision
Entry and exit tracking
Security
Rule-following reminders
Behavior monitoring
Entry and exit tracking
Safety supervision