> ## Documentation Index
> Fetch the complete documentation index at: https://docs.edgeimpulse.com/llms.txt
> Use this file to discover all available pages before exploring further.

# 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.

<Columns cols={4}>
  <Card title="Image" img="https://mintcdn.com/edgeimpulse/mqaETyKntJOjsP_8/.assets/images/fa-icon-16x9-image-solid-full.png?fit=max&auto=format&n=mqaETyKntJOjsP_8&q=85&s=188304436443eacdfc2bca8b465ffe19" href="/datasets/image/fire-extinguisher-safety-pin" width="1600" height="900" data-path=".assets/images/fa-icon-16x9-image-solid-full.png" />

  <Card title="Audio" img="https://mintcdn.com/edgeimpulse/mqaETyKntJOjsP_8/.assets/images/fa-icon-16x9-headphones-solid-full.png?fit=max&auto=format&n=mqaETyKntJOjsP_8&q=85&s=702a054a6d820e54fddaa647799f6019" href="/datasets/audio/faucet-vs-noise" width="1600" height="900" data-path=".assets/images/fa-icon-16x9-headphones-solid-full.png" />

  <Card title="Time-series" img="https://mintcdn.com/edgeimpulse/mqaETyKntJOjsP_8/.assets/images/fa-icon-16x9-chart-line-solid-full.png?fit=max&auto=format&n=mqaETyKntJOjsP_8&q=85&s=03dddbad84221642027a3c1fb61a130c" href="/datasets/time-series/coffee-machine-stages-vibration" width="1600" height="900" data-path=".assets/images/fa-icon-16x9-chart-line-solid-full.png" />
</Columns>

***

## Image

### Image Classification

<Columns cols={2}>
  <Card title="Fire extinguisher safety pin" img="https://mintcdn.com/edgeimpulse/VpF_Einsy6qHCvhZ/.assets/images/dataset-screenshot/497409.png?fit=max&auto=format&n=VpF_Einsy6qHCvhZ&q=85&s=3e6e80d342bbb7a1ee029e1bf9ca2a77" href="/datasets/image/fire-extinguisher-safety-pin" width="1600" height="719" data-path=".assets/images/dataset-screenshot/497409.png">
    ***

    ***

    **Data items:** 264

    ***

    **Labels:** anomaly, rot-powder, rot-water
  </Card>

  <Card title="Microscope" img="https://mintcdn.com/edgeimpulse/VpF_Einsy6qHCvhZ/.assets/images/dataset-screenshot/497431.png?fit=max&auto=format&n=VpF_Einsy6qHCvhZ&q=85&s=afde6a392993bd86e207bd0426eef469" href="/datasets/image/microscope" width="1600" height="565" data-path=".assets/images/dataset-screenshot/497431.png">
    ***

    ***

    **Data items:** 246

    ***

    **Labels:** cotton stem, epidermis onion, housefly leg, unknown, wood stem
  </Card>
</Columns>

### Object Detection

<Columns cols={2}>
  <Card title="Bottles rack" img="https://mintcdn.com/edgeimpulse/VpF_Einsy6qHCvhZ/.assets/images/dataset-screenshot/497424.png?fit=max&auto=format&n=VpF_Einsy6qHCvhZ&q=85&s=85915d1b8a81044587d8bb0305c87a2d" href="/datasets/image/bottles-rack" width="1600" height="719" data-path=".assets/images/dataset-screenshot/497424.png">
    ***

    ***

    **Data items:** 130

    ***

    **Labels:** empty, full
  </Card>

  <Card title="Cans on conveyor belt" img="https://mintcdn.com/edgeimpulse/pssAI2UB-dmQQKtc/.assets/images/dataset-screenshot/497676.png?fit=max&auto=format&n=pssAI2UB-dmQQKtc&q=85&s=d90dbdbdc038c64a6ff5b78c9e0c2762" href="/datasets/image/cans-on-conveyor-belt" width="1600" height="719" data-path=".assets/images/dataset-screenshot/497676.png">
    ***

    ***

    **Data items:** 101

    ***

    **Labels:** Can
  </Card>

  <Card title="Cubes on conveyor belt (colors)" img="https://mintcdn.com/edgeimpulse/VpF_Einsy6qHCvhZ/.assets/images/dataset-screenshot/497627.png?fit=max&auto=format&n=VpF_Einsy6qHCvhZ&q=85&s=c326501c57a625a8b1cb2ce6768f8d45" href="/datasets/image/cubes-on-conveyor-belt-colors" width="1600" height="719" data-path=".assets/images/dataset-screenshot/497627.png">
    ***

    ***

    **Data items:** 670

    ***

    **Labels:** blue, green, red, yellow
  </Card>

  <Card title="Cubes on conveyor belt (self attention)" img="https://mintcdn.com/edgeimpulse/VpF_Einsy6qHCvhZ/.assets/images/dataset-screenshot/497628.png?fit=max&auto=format&n=VpF_Einsy6qHCvhZ&q=85&s=5a54b122da7a148056f5c5d2258d8456" href="/datasets/image/cubes-on-conveyor-belt-self-attention" width="1600" height="719" data-path=".assets/images/dataset-screenshot/497628.png">
    ***

    ***

    **Data items:** 85

    ***

    **Labels:** left, right
  </Card>

  <Card title="Dice" img="https://mintcdn.com/edgeimpulse/VpF_Einsy6qHCvhZ/.assets/images/dataset-screenshot/497423.png?fit=max&auto=format&n=VpF_Einsy6qHCvhZ&q=85&s=303c7ce67003596d0fa95c486b4f268b" href="/datasets/image/dice" width="1600" height="719" data-path=".assets/images/dataset-screenshot/497423.png">
    ***

    ***

    **Data items:** 85

    ***

    **Labels:** dice
  </Card>

  <Card title="Dice colors" img="https://mintcdn.com/edgeimpulse/VpF_Einsy6qHCvhZ/.assets/images/dataset-screenshot/497418.png?fit=max&auto=format&n=VpF_Einsy6qHCvhZ&q=85&s=1ac1e8bf06988983aeddf82e17e9b74a" href="/datasets/image/dice-colors" width="1600" height="719" data-path=".assets/images/dataset-screenshot/497418.png">
    ***

    ***

    **Data items:** 85

    ***

    **Labels:** blue, green, orange, purple, red, yellow
  </Card>
</Columns>

### Visual Anomaly Detection

<Columns cols={2}>
  <Card title="Capsule" img="https://mintcdn.com/edgeimpulse/VpF_Einsy6qHCvhZ/.assets/images/dataset-screenshot/497433.png?fit=max&auto=format&n=VpF_Einsy6qHCvhZ&q=85&s=ac69725aa536d6f5794e4b4946b9bf4e" href="/datasets/image/capsule" width="1600" height="719" data-path=".assets/images/dataset-screenshot/497433.png">
    ***

    ***

    **Data items:** 149

    ***

    **Labels:** anomaly, no anomaly
  </Card>

  <Card title="DHT11" img="https://mintcdn.com/edgeimpulse/VpF_Einsy6qHCvhZ/.assets/images/dataset-screenshot/497422.png?fit=max&auto=format&n=VpF_Einsy6qHCvhZ&q=85&s=bd639e1e3b133c6693df7bee5a63d9a8" href="/datasets/image/dht11" width="1600" height="719" data-path=".assets/images/dataset-screenshot/497422.png">
    ***

    ***

    **Data items:** 195

    ***

    **Labels:** anomaly, no anomaly
  </Card>

  <Card title="Fire extinguisher head thread" img="https://mintcdn.com/edgeimpulse/VpF_Einsy6qHCvhZ/.assets/images/dataset-screenshot/497408.png?fit=max&auto=format&n=VpF_Einsy6qHCvhZ&q=85&s=069652ce174e4f23a1b119132e2f2ac4" href="/datasets/image/fire-extinguisher-head-thread" width="1600" height="719" data-path=".assets/images/dataset-screenshot/497408.png">
    ***

    ***

    **Data items:** 204

    ***

    **Labels:** good, rusty
  </Card>

  <Card title="Flat washers" img="https://mintcdn.com/edgeimpulse/pssAI2UB-dmQQKtc/.assets/images/dataset-screenshot/497653.png?fit=max&auto=format&n=pssAI2UB-dmQQKtc&q=85&s=b7420dbf7c11756a5558c7af6806b769" href="/datasets/image/flat-washers" width="1600" height="719" data-path=".assets/images/dataset-screenshot/497653.png">
    ***

    ***

    **Data items:** 464

    ***

    **Labels:** anomaly, no anomaly
  </Card>

  <Card title="Thermostatic valves" img="https://mintcdn.com/edgeimpulse/VpF_Einsy6qHCvhZ/.assets/images/dataset-screenshot/497420.png?fit=max&auto=format&n=VpF_Einsy6qHCvhZ&q=85&s=337a472e1ca4cb41e931f7854211b771" href="/datasets/image/thermostatic-valves" width="1600" height="719" data-path=".assets/images/dataset-screenshot/497420.png">
    ***

    ***

    **Data items:** 195

    ***

    **Labels:** anomaly, no anomaly
  </Card>
</Columns>

### Visual Regression

<Columns cols={2}>
  <Card title="Vial tubes" img="https://mintcdn.com/edgeimpulse/pssAI2UB-dmQQKtc/.assets/images/dataset-screenshot/571331.png?fit=max&auto=format&n=pssAI2UB-dmQQKtc&q=85&s=7f9ad68e0a55ff16a7461115be14ca2d" href="/datasets/image/vial-tubes" width="1600" height="719" data-path=".assets/images/dataset-screenshot/571331.png">
    ***

    ***

    **Data items:** 747

    ***

    **Labels:** -1, 0, 0.4, 0.5, 0.7, 0.75, 1, 1.2, 1.25, 1.5, 2
  </Card>
</Columns>

## Audio

### Audio Classification

<Columns cols={2}>
  <Card title="Faucet vs noise" img="https://mintcdn.com/edgeimpulse/pssAI2UB-dmQQKtc/.assets/images/dataset-screenshot/497635.png?fit=max&auto=format&n=pssAI2UB-dmQQKtc&q=85&s=ff321dd7d6b87cad056b6d82217ec299" href="/datasets/audio/faucet-vs-noise" width="1600" height="719" data-path=".assets/images/dataset-screenshot/497635.png">
    ***

    ***

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

    ***

    **Labels:** faucet, noise
  </Card>

  <Card title="Keyword Spotting" img="https://mintcdn.com/edgeimpulse/pssAI2UB-dmQQKtc/.assets/images/dataset-screenshot/499022.png?fit=max&auto=format&n=pssAI2UB-dmQQKtc&q=85&s=d2f0ebd6bd8fee8fbe50230397545394" href="/datasets/audio/keyword-spotting" width="1600" height="565" data-path=".assets/images/dataset-screenshot/499022.png">
    ***

    ***

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

    ***

    **Labels:** helloworld, noise, unknown
  </Card>
</Columns>

## Time-series

### Motion and Vibration Classification

<Columns cols={2}>
  <Card title="Coffee machine stages" img="https://mintcdn.com/edgeimpulse/VpF_Einsy6qHCvhZ/.assets/images/dataset-screenshot/497429.png?fit=max&auto=format&n=VpF_Einsy6qHCvhZ&q=85&s=0d50b78fee905303b2f8a4af3863d78b" href="/datasets/time-series/coffee-machine-stages-vibration" width="1600" height="719" data-path=".assets/images/dataset-screenshot/497429.png">
    ***

    ***

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

    ***

    **Labels:** extract, grind, idle, pump
  </Card>

  <Card title="Continuous motion recognition" img="https://mintcdn.com/edgeimpulse/VpF_Einsy6qHCvhZ/.assets/images/dataset-screenshot/497631.png?fit=max&auto=format&n=VpF_Einsy6qHCvhZ&q=85&s=036c9b647ee68b71a56c8c52665aa3b8" href="/datasets/time-series/continuous-motion-recognition" width="1600" height="719" data-path=".assets/images/dataset-screenshot/497631.png">
    ***

    ***

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

    ***

    **Labels:** anomaly, idle, snake, updown, wave
  </Card>
</Columns>

### Sensor Fusion Classification

<Columns cols={2}>
  <Card title="Coffee machine stages" img="https://mintcdn.com/edgeimpulse/pssAI2UB-dmQQKtc/.assets/images/dataset-screenshot/497832.png?fit=max&auto=format&n=pssAI2UB-dmQQKtc&q=85&s=918d9a6321bc67e7317a0d6ff7d2ef70" href="/datasets/time-series/coffee-machine-stages-sensor-fusion" width="1600" height="719" data-path=".assets/images/dataset-screenshot/497832.png">
    ***

    ***

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

    ***

    **Labels:** , extract, grind, idle, pump
  </Card>
</Columns>
