Skip to content
Back to DemosLive Demo

Real-Time AI Litter Detection

Our perception system identifies and classifies objects in real-time, directly in your browser. No server needed — your camera feed never leaves your device.

Real-time

On-device inference

Private

No data leaves your device

80+

Object categories

GPU-accelerated

Hardware-optimized

Try It Yourself

Point your camera at objects or upload an image to see real-time AI detection

Error

Waiting for model to load...

AI Model Status

Initializing...

Confidence Threshold

50%
0%50%100%

Detections (0)

Start camera to detect objects

🤖

On-Robot Vision System

This browser demo showcases general object detection across 80+ categories. The production CleanWalker robot runs our custom-trained model optimized for 60+ litter categories including cigarette butts, bottle caps, food wrappers, and more — with 97%+ accuracy in real-world conditions.

Detection Examples

How CleanWalker sees different environments and lighting conditions

🌳City Park — Morning Patrol
4 detected
Plastic Bottle
Cigarette Butt
Candy Wrapper
Paper Cup
Plastic Bottle
97%
Cigarette Butt
94%
Candy Wrapper
91%
Paper Cup
89%
🏖️Beach Boardwalk — Afternoon
5 detected
Aluminum Can
Plastic Bag
Straw
Food Container
Bottle Cap
Aluminum Can
98%
Plastic Bag
93%
Straw
88%
Food Container
95%
Bottle Cap
86%
🅿️Parking Lot — Evening
3 detected
Fast Food Bag
Cigarette Butt
Plastic Cup
Fast Food Bag
96%
Cigarette Butt
92%
Plastic Cup
90%
🎓University Campus — Midday
5 detected
Coffee Cup
Napkin
Plastic Bottle
Chip Bag
Straw Wrapper
Coffee Cup
97%
Napkin
85%
Plastic Bottle
96%
Chip Bag
93%
Straw Wrapper
82%
🚶Sidewalk — Rush Hour
4 detected
Receipt
Plastic Bottle
Cigarette Pack
Gum Wrapper
Receipt
87%
Plastic Bottle
98%
Cigarette Pack
95%
Gum Wrapper
81%
🎪Playground — Weekend
6 detected
Juice Box
Snack Wrapper
Tissue
Plastic Fork
Paper Plate
Candy Wrapper
Juice Box
96%
Snack Wrapper
94%
Tissue
88%
Plastic Fork
91%
Paper Plate
93%
Candy Wrapper
84%

Ready to Deploy CleanWalker?

This detection system runs on every CleanWalker robot, enabling autonomous litter collection across parks, campuses, and public spaces.

Contact Sales