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Target detection - lightweight network (as of April 21, 2022)

2022-04-22 04:31:00 【Robot-G】

Target detection field , Scheme based on deep learning model

Lightweight networks so far , The more famous ones are these

Lightweight target detection algorithm _ Shepherdess's blog -CSDN Blog _ Lightweight target detection With the rapid development of target detection algorithm , And the increasingly wide application of terminals , The industry pays more and more attention to the application of deep learning network in the terminal , Especially for how to keep the balance between speed and accuracy , It has also formed a great research heat . This paper sorts out some new lightweight target detection networks , Combined with our own goals , Most of the selected network parameters are 4M following .1. YOLO NanoYOLO Nano It's a highly compact network , It is based on YOLO Online 8 Bit quantization model , And in PASCAL VOC 2007 The data set is optimized . Model size in 4M about , In calculation, we need 4.57B calculate , Performance , stay VOC 2007 On the data set 6https://blog.csdn.net/DeliaPu/article/details/123881756?spm=1001.2101.3001.6661.1&utm_medium=distribute.pc_relevant_t0.none-task-blog-2%7Edefault%7ECTRLIST%7ETopBlog-1.topblog&depth_1-utm_source=distribute.pc_relevant_t0.none-task-blog-2%7Edefault%7ECTRLIST%7ETopBlog-1.topblog&utm_relevant_index=1

Baidu open a lightweight network structure , You can download it directly apk Installed on Android phones to run

Baidu open source a black Technology ！ Ultra lightweight target detection algorithm , Net friend ： This is also very easy to use ！_ Rookie Science Python The blog of -CSDN Blog Speaking of target detection , That's the current autopilot 、 The new retail 、 One of the key technologies in popular industries such as smart industry . Target detection is not just for pedestrians 、 vehicle 、 Commodities and fire detection play an extremely key value , In target tracking 、 Attitude recognition 、 Gesture control 、 Images ...https://blog.csdn.net/cainiao_python/article/details/121463375?utm_medium=distribute.pc_relevant.none-task-blog-2~default~baidujs_baidulandingword~default-0.topblog&spm=1001.2101.3001.4242.1&utm_relevant_index=3

Thesis website ：https://arxiv.org/pdf/2111.00902.pdfhttps://arxiv.org/pdf/2111.00902.pdf

apk Download address ：

https://paddledet.bj.bcebos.com/deploy/third_engine/PP-PicoDet.apk

GitHub Address ：

https://github.com/PaddlePaddle/PaddleDetectionhttps://github.com/PaddlePaddle/PaddleDetection

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