Staars / 7segments Public

Target: Espressif ESP-EYE (ESP32 240MHz) Clone this project

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7segments

Images

About this project

Read data from 7 segment display

Most of the input images have been created synthetically and only a small subset was taken with a camera from the test display.

It supports grayscale format in size 32 * 32 pixel for the input and tries to support inverted digits too (dark on bright / bright on dark).

Data (9,221 items)

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7_img_gaussian_noise_16

ID: 1076130240

Label: 7

4_img_gaussian_noise_16

ID: 1076128312

Label: 4

7_img_sheared_4

ID: 1074609387

Label: 7

5_img_gaussian_noise_9_img_inverted_

ID: 1075290235

Label: 5

0_img_gaussian_noise_11_img_inverted_

ID: 1075333737

Label: 0

4_img_gaussian_noise_21

ID: 1076351478

Label: 4

4_img_rotate_-7

ID: 1076351360

Label: 4

6_img_sheary_2

ID: 1076352782

Label: 6

Model accuracy (Unoptimized (float32))

Validation set

99.3%

Test set

98.0%

On-device performance (Espressif ESP-EYE (ESP32 240MHz), Quantized (int8))

Latency

117 ms.

Peak RAM usage

21.4K

Flash usage

53.5K

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Dataset summary

Data collected

9,221 items

Labels

0, 1, 2, 3, 4 and 5 others

Project info

Project ID	436849
License	Apache 2.0
No. of views	341,800
No. of clones	9