Hui / MelanomaCancerDetection_TansferLearning Public

Target: Arduino Nano 33 BLE Sense (Cortex-M4F 64MHz) Clone this project

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MelanomaCancerDetection_TansferLearning

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About this project

Melanoma is a type of cancer that can be deadly if not detected early. It accounts for 75% of skin cancer deaths.This project shows how to use Edge impulse platform for creating a machine learning model to run it on mobile phones and Edge devices such as Arduino Nano 33 Ble.we use the ISIC Skin Cancer dataset ( https://isic-archive.com/).

Data (10,584 items)

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melanoma_1946

ID: 520617083

Label: benign

melanoma_7047

ID: 520610519

Label: malignant

melanoma_5362

ID: 520612864

Label: malignant

melanoma_4260

ID: 520614210

Label: benign

melanoma_7372

ID: 520609995

Label: malignant

melanoma_5587

ID: 520612599

Label: malignant

melanoma_5739

ID: 520612382

Label: malignant

melanoma_2143

ID: 520616879

Label: benign

Model accuracy (Unoptimized (float32))

Validation set

90.7%

Test set

86.2%

On-device performance (Arduino Nano 33 BLE Sense (Cortex-M4F 64MHz), Quantized (int8))

Latency

1958 ms.

Peak RAM usage

333.8K

Flash usage

579.7K

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Dataset summary

Data collected

10,584 items

Labels

benign, malignant

Project info

Project ID	246914
Project version	1
License	Apache 2.0
No. of views	18,583
No. of clones	0