MobileNetV3 with CBAM for Bamboo Stick Counting

Citation Author(s):
Yawen
Wang
浙江省湖州市吴兴区湖州师范学院
Submitted by:
Yawen wang
Last updated:
Mon, 04/25/2022 - 07:13
DOI:
10.21227/414k-hd33
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Abstract 

The experimental data in this paper comes from the bamboo sticks provided by farmers who sell bamboo in Anji. We randomly grab less than 100 bamboo sticks and bundle them together. The heights of 5cm, 10cm, 15cm, and 20cm were taken from the front and left and right inclination to take pictures, screen clear and effective experimental data, and then use labelimg software to label them. The sparse bamboo stick samples collected were 600. Basic image processing techniques such as cropping and flipping process some data to obtain 700 samples to form a sparse bamboo stick sample set.In the model testing process, the dense bamboo stick images taken from the front of each bundle of bamboo sticks with a diameter of about 15cm were used. Since the diameter of each bamboo stick varies, the range of each bundle of bamboo sticks is about 1000-3000. 

 

Instructions: 

The experimental data in this paper comes from the bamboo sticks provided by farmers who sell bamboo in Anji. We randomly grab less than 100 bamboo sticks and bundle them together. The heights of 5cm, 10cm, 15cm, and 20cm were taken from the front and left and right inclination to take pictures, screen clear and effective experimental data, and then use labelimg software to label them. The sparse bamboo stick samples collected were 600. Basic image processing techniques such as cropping and flipping process some data to obtain 700 samples to form a sparse bamboo stick sample set.In the model testing process, the dense bamboo stick images taken from the front of each bundle of bamboo sticks with a diameter of about 15cm were used. Since the diameter of each bamboo stick varies, the range of each bundle of bamboo sticks is about 1000-3000.