Target detection notes - overview and common data sets
Overview and common data sets
0. General
Have basic knowledge of classification network Target detection is divided into two categories: one stage and two stage
1.Two-Stage: Faster R-CNN
1) generate candidate boxes (rpns) through special modules, find prospects and adjust bounding boxes (based on anchors)
2) further classify and adjust the ...
Posted by php_east on Tue, 04 Jan 2022 18:05:49 +0100
[CUDA basic exercise] laser point cloud top projection depth image
ok, continue to do a CUDA exercise. Among many methods of laser point cloud target detection, one kind of method is based on the depth image projected from the top view of point cloud from the perspective of BEV. Of course, as far as the overhead projection step is concerned, it can be completed with very simple logic whether in python or c + + ...
Posted by dr.wong on Fri, 31 Dec 2021 08:21:41 +0100
Detailed explanation of mean shift principle and code
What is target tracking: tracking a target in an image, to put it bluntly, is to track a small image in the image. Remember the concept of image and small image, so let's start.
Mean shift principle
The principle of mean shift is to find the local optimum according to the gradient climb of probability density.
probability density
If ...
Posted by Nandini on Fri, 24 Dec 2021 17:29:11 +0100
YoloV3-SPP NMS source code details
preface
The article is linked to: Detailed analysis of YOLO-V3-SPP This paper mainly explains the processing of YoloV3-SPP in the verification reasoning stage, which is divided into the following points:
Preprocessing dataProcessing of validationReasoning NMS processingdrawbox for visualization of reasoning results
For the calculation of map ...
Posted by reddrum on Thu, 23 Dec 2021 12:07:46 +0100
Use Python to convert the format of DOTA dataset to that of voc207 dataset
1, Voc207 dataset
the file structure of voc207 dataset is shown in the following figure.
where the folder Annotations stores the xml file of image annotation information, named from 00000 1 xml start; The folder ImageSets stores the txt files of the image divided set, and the txt files of the train, val, trainva ...
Posted by waradmin on Tue, 21 Dec 2021 20:39:33 +0100
EfficientNet learning notes
EfficientNet learning notes
1. Thesis ideas
In some previous papers, some will improve the performance of the network by increasing the width of the network, that is, increasing the number of convolution cores (increasing the channels of the characteristic matrix), as shown in figure (b), and some will improve the performance of the network b ...
Posted by ohdang888 on Mon, 13 Dec 2021 15:47:54 +0100
Set up YOLOX environment and train your own data set under Windows 10
catalog:
1. Necessary environment
2.YOLOX installation and model reasoning
3. Train your data set and test
1. Necessary environment
My environment is: Windows 10 + Python 3 9+CUDA11. 1+CUDNN8. one point one
There are many tutorials on the Internet. This article mainly records the use of YOLOX. (there is a small pit in the installation of ...
Posted by jeffwhite on Sun, 12 Dec 2021 11:21:44 +0100
A Brief Introduction to MMDetection Framework: Detailed Registration Mechanism
Last Blog The configuration file in MMDetection is introduced. It mentions that after configuring the model, dataset, training strategy, etc. in the configuration file, the Config class can manage the parameter information in the configuration file in the form of a dictionary, and then the MMDetection framework can automatically parse ...
Posted by dinsdale on Mon, 08 Nov 2021 18:59:23 +0100
Reproduce the YOLOv3 data class from scratch
1 data organization
(1) coco128 dataset
Here we use the coco dataset, but the coco dataset is too large. Here we use the coco128 dataset, because there are only 128 pictures, and the speed of copying and decompression can be fast. The download link of the coco128 dataset is: https://github.com/ultralytics/yolov5/releases/download/v1.0/coc ...
Posted by hyabusa on Sun, 31 Oct 2021 09:45:11 +0100
Train yolov4 tiny on Ubuntu 20.04
Train yolov4 tiny on Ubuntu 20.04
1, Data download
1.yolov4
Official download: https://github.com/AlexeyAB/darknet Network disk download link: https://pan.baidu.com/s/1HYiCANZZ4NPYFvMJ-cenFA Extraction code: 2rh0
2.yolov4-tiny.weights
Official download: https://github.com/AlexeyAB/darknet/releases/download/darknet_yolo_v4_pre/yolov4-ti ...
Posted by ppowell on Thu, 28 Oct 2021 10:39:24 +0200