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.
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Image

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Audio

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Time-series

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Image

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Image Classification

497409

Fire extinguisher safety pin

Data items: 264
Labels: anomaly, rot-powder, rot-water
497431

Microscope

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

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Object Detection

497424

Bottles rack

Data items: 130
Labels: empty, full
497676

Cans on conveyor belt

Data items: 101
Labels: Can
497627

Cubes on conveyor belt (colors)

Data items: 670
Labels: blue, green, red, yellow
497628

Cubes on conveyor belt (self attention)

Data items: 85
Labels: left, right
497423

Dice

Data items: 85
Labels: dice
497418

Dice colors

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

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Visual Anomaly Detection

497433

Capsule

Data items: 149
Labels: anomaly, no anomaly
497422

DHT11

Data items: 195
Labels: anomaly, no anomaly
497408

Fire extinguisher head thread

Data items: 204
Labels: good, rusty
497653

Flat washers

Data items: 464
Labels: anomaly, no anomaly
497420

Thermostatic valves

Data items: 195
Labels: anomaly, no anomaly

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Visual Regression

571331

Vial tubes

Data items: 747
Labels: -1, 0, 0.4, 0.5, 0.7, 0.75, 1, 1.2, 1.25, 1.5, 2

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Audio

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Audio Classification

497635

Faucet vs noise

Data items: 18 (0h 15m 40s)
Labels: faucet, noise
497425

Glass breaking

Data items: 500 (0h 21m 15s)
Labels: glass_breaking, noise
499022

Keyword Spotting

Data items: 2062 (0h 34m 22s)
Labels: helloworld, noise, unknown

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Time-series

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Motion and Vibration Classification

497429

Coffee machine stages

Data items: 11 (0h 9m 32s)
Labels: extract, grind, idle, pump
497631

Continuous motion recognition

Data items: 101 (0h 15m 16s)
Labels: anomaly, idle, snake, updown, wave

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Sensor Fusion Classification

497832

Coffee machine stages

Data items: 36 (0h 5m 55s)
Labels: , extract, grind, idle, pump