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.
Data items: 264
Labels: anomaly, rot-powder, rot-water
Data items: 246
Labels: cotton stem, epidermis onion, housefly leg, unknown, wood stem
Data items: 130
Labels: empty, full
Data items: 101
Labels: Can
Data items: 670
Labels: blue, green, red, yellow
Data items: 85
Labels: left, right
Data items: 85
Labels: dice
Data items: 85
Labels: blue, green, orange, purple, red, yellow
Data items: 149
Labels: anomaly, no anomaly
Data items: 195
Labels: anomaly, no anomaly
Data items: 204
Labels: good, rusty
Data items: 464
Labels: anomaly, no anomaly
Data items: 195
Labels: anomaly, no anomaly
Data items: 18 (0h 15m 40s)
Labels: faucet, noise
Data items: 500 (0h 21m 15s)
Labels: glass_breaking, noise
Data items: 2062 (0h 34m 22s)
Labels: helloworld, noise, unknown
Data items: 11 (0h 9m 32s)
Labels: extract, grind, idle, pump
Data items: 101 (0h 15m 16s)
Labels: anomaly, idle, snake, updown, wave
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 on conveyor belt (colors)
Data items: 670
Labels: blue, green, red, yellow
Cubes on conveyor belt (self attention)
Data items: 85
Labels: left, right
Dice
Data items: 85
Labels: dice
Dice colors
Data items: 85
Labels: blue, green, orange, purple, red, yellow
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
