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# Original: https://iotdiary.blogspot.com/2019/07/maixpy-go-mobilenet-transfer-learning.html | |
# Slightly modified for M5StickV | |
import sensor | |
import image | |
import lcd | |
import KPU as kpu | |
lcd.init() | |
lcd.rotation(2) | |
sensor.reset() | |
sensor.set_pixformat(sensor.RGB565) | |
sensor.set_framesize(sensor.QVGA) | |
sensor.set_windowing((224, 224)) | |
sensor.set_vflip(0) | |
sensor.set_hmirror(0) | |
sensor.run(1) | |
lcd.clear() | |
lcd.draw_string(135, 0, "MobileNetDemo") | |
f = open('labels.txt', 'r') | |
labels = f.readlines() | |
f.close() | |
print(labels) | |
task = kpu.load("/sd/model.kmodel") | |
while(True): | |
img = sensor.snapshot() | |
fmap = kpu.forward(task, img) | |
plist = fmap[:] | |
pmax = max(plist) | |
max_index = plist.index(pmax) | |
a = lcd.display(img, roi=(0, 0, 135, 135), oft=(0, 0)) | |
lcd.draw_string(135, 100, "%s " % (labels[max_index].strip())) | |
lcd.draw_string(135, 119, "%.2f" % (pmax)) | |
a = kpu.deinit(task) |
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