.png){kind=icon}
返回
Potato Surface Defect Detection Based on Deep Transfer Learning
.png){kind=icon}
OA
AI
DOI：10.3390/agriculture11090863.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Food defect detection is crucial for the automation of food production and processing. Potato surface defect detection remains challenging due to the irregular shape of potato individuals and various types of defects. This paper employs deep convolutional neural network (DCNN) models for potato surface defect detection. In particular, we applied transfer learning by fine-tuning a base model through three DCNN models-SSD Inception V2, RFCN ResNet101, and Faster RCNN ResNet101-on a self-developed dataset, and achieved an accuracy of 92.5%, 95.6%, and 98.7%, respectively. RFCN ResNet101 presented the best overall performance in detection speed and accuracy. It was selected as the final model for out-of-sample testing, further demonstrating the model's ability to generalize.
Keyword:
potato surface defect detection
deep convolutional neural networks
SSD
faster RCNN
object detection
期刊
IF:
3.6
论文数:
1.3W
被引数:
2.8W
机构
引用论文
Desempenho de crianças do ensino fundamental na solução de problemas aritméticos<A NAME="top"></A>问题的基本解决方案 OAAI
OAAI分享收藏分享收藏Application of Deep Learning Architectures for Accurate and Rapid Detection of Internal Mechanical Damage of Blueberry Using Hyperspectral Transmittance Data基于高光谱透射率数据的深度学习架构在蓝莓内部机械损伤准确快速检测中的应用.png)
SENSORS
OAAI
SENSORSIF3.5
OAAI分享收藏Book Review: Handbook of Low Cost Airlines. Strategies, Business Processes and Market Environment Edited by Sven Gross and Alexander Schröder Erich Schmidt Verlag GmbH & Co, Berlin, 2007; 319pp Paperback ISBN: 978—3—503—10081—1 49.95书评：《低成本航空公司手册》。由Sven Gross和Alexander Schröder编辑。Erich Schmidt Verlag GmbH & Co，柏林，2007年；319页平装版，ISBN：978—3—503—10081—1，售价49.95欧元。
PREAI
分享收藏Mobile clouds computing: Current state, architecture and problems2017 Second International Conference on Electrical, Computer and Communication Technologies (ICECCT)
2017 Second International Conference on Electrical, Computer and Communication Technologies (ICECCT)IF0
PREAI
分享收藏分享收藏
查看更多内容