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  • Edge Impulse Datasets
  • Image
    • Image Classification
      • Fire extinguisher safety pin
      • Microscope
    • Object Detection
      • Bottles rack
      • Cans on conveyor belt
      • Cubes colors on conveyor belt
      • Dice
      • Dice colors
      • Self Attention - Cubes on conveyor belt
    • Visual Anomaly Detection
      • Capsule
      • DHT11
      • Fire extinguisher head thread
      • Flat washers
      • Thermostatic valves
    • Visual Regression
      • Vial tubes
  • Audio
    • Audio Classification
      • Faucet vs noise
      • Glass breaking
      • Keyword Spotting
  • Time-series
    • Motion and Vibration Classification
      • Coffee machine stages
      • Continuous motion recognition
    • Sensor Fusion Classification
      • Coffee machine stages
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  • Image
  • Image Classification
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  • Audio Classification
  • Time-series
  • Motion and Vibration Classification
  • Sensor Fusion Classification
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Edge Impulse Datasets

NextImage Classification

Last updated 5 months ago

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

Object Detection

Visual Anomaly Detection

Visual Regression

Audio

Audio Classification

Time-series

Motion and Vibration Classification

Sensor Fusion Classification

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Fire extinguisher safety pin

Data items: 264

Labels: anomaly, rot-powder, rot-water

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Microscope

Data items: 246

Labels: cotton stem, epidermis onion, housefly leg, unknown, wood stem

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Bottles rack

Data items: 130

Labels: empty, full

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Cans on conveyor belt

Data items: 101

Labels: Can

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Cubes colors on conveyor belt

Data items: 670

Labels: blue, green, red, yellow

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Dice

Data items: 85

Labels: dice

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Dice colors

Data items: 85

Labels: blue, green, orange, purple, red, yellow

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Self Attention - Cubes on conveyor belt

Data items: 85

Labels: left, right

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Capsule

Data items: 149

Labels: anomaly, no anomaly

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DHT11

Data items: 195

Labels: anomaly, no anomaly

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Fire extinguisher head thread

Data items: 204

Labels: good, rusty

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Flat washers

Data items: 464

Labels: anomaly, no anomaly

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Thermostatic valves

Data items: 195

Labels: anomaly, no anomaly

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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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Faucet vs noise

Data items: 18 (0h 15m 40s)

Labels: faucet, noise

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Glass breaking

Data items: 500 (0h 21m 15s)

Labels: glass_breaking, noise

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Keyword Spotting

Data items: 2062 (0h 34m 22s)

Labels: helloworld, noise, unknown

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Coffee machine stages

Data items: 11 (0h 9m 32s)

Labels: extract, grind, idle, pump

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Continuous motion recognition

Data items: 101 (0h 15m 16s)

Labels: anomaly, idle, snake, updown, wave

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Coffee machine stages

Data items: 36 (0h 5m 55s)

Labels: , extract, grind, idle, pump