Edge Impulse Datasets
This datasets collection contains publicly available datasets collected, generated or curated by Edge Impulse or its partners.
Each of these datasets highlights a specific use case or machine learning task, helping you understand the types of data commonly encountered in projects like object detection, audio classification, and visual anomaly detection. While not intended for production models, they serve as valuable resources for learning, experimentation, and prototyping. Whether you're a developer, researcher, or student, these datasets are here to support your exploration of edge AI by offering real-world scenarios and insights into data preparation and model development.
Image
Image Classification

Fire extinguisher safety pin
Data items: 264
Labels: anomaly, rot-powder, rot-water

Microscope
Data items: 246
Labels: cotton stem, epidermis onion, housefly leg, unknown, wood stem
Object Detection

Bottles rack
Data items: 130
Labels: empty, full

Cans on conveyor belt
Data items: 101
Labels: Can

Cubes colors on conveyor belt
Data items: 670
Labels: blue, green, red, yellow

Dice
Data items: 85
Labels: dice

Dice colors
Data items: 85
Labels: blue, green, orange, purple, red, yellow

Self Attention - Cubes on conveyor belt
Data items: 85
Labels: left, right
Visual Anomaly Detection

Capsule
Data items: 149
Labels: anomaly, no anomaly

DHT11
Data items: 195
Labels: anomaly, no anomaly

Fire extinguisher head thread
Data items: 204
Labels: good, rusty

Flat washers
Data items: 464
Labels: anomaly, no anomaly

Thermostatic valves
Data items: 195
Labels: anomaly, no anomaly
Visual Regression
Audio
Audio Classification

Faucet vs noise
Data items: 18 (0h 15m 40s)
Labels: faucet, noise

Glass breaking
Data items: 500 (0h 21m 15s)
Labels: glass_breaking, noise

Keyword Spotting
Data items: 2062 (0h 34m 22s)
Labels: helloworld, noise, unknown
Time-series
Motion and Vibration Classification

Coffee machine stages
Data items: 11 (0h 9m 32s)
Labels: extract, grind, idle, pump

Continuous motion recognition
Data items: 101 (0h 15m 16s)
Labels: anomaly, idle, snake, updown, wave
Sensor Fusion Classification
Last updated