End-face small target counting solution based on YOLOv8: multi-head detector + GiraffeDet + Wasserstein Distance Loss to catch small defects to large defects | Help industrial small target defect detection

This article provides a deployment-level solution for small targets on the end face: multi-head detector + GiraffeDet + Wasserstein Distance Loss to catch all large and small defects in one go, to help industrial defect detection and greatly improve production line inspection capabilities End-face small target counting and deployment solution | In personal testing, defects […]

Industrial steam volume forecast (Speed 3)

Industrial steam volume forecast (3) Feature optimization 1 Feature optimization method 1.1 Synthetic features 1.2 Simple transformation of features 1.3 Use decision trees to create new features 1.4 Feature combination Model fusion 1Model optimization 1.1 Model learning curve 1.2 Model fusion improvement technology 1.3 Prediction result fusion strategy 1.4 Other improvement methods Feature optimization 1 […]

Baumer Industrial Camera How to set the camera’s image clipping (ROI) function through BGAPI SDK (C#)

Baumer Industrial Camera How to set the camera’s image shearing (ROI) function through BGAPI SDK (C#) Baumer industrial cameras Technical background of the image cropping (ROI) function of Baumer industrial cameras How CameraExplorer uses the image cropping (ROI) function Use the image clipping (ROI) function through functions in BGAPI SDK Advantages of using image clipping […]

Industrial steam volume forecast (Speed 2)

Industrial steam volume forecast (2) feature engineering 1. Data preprocessing and feature processing 1.1 Data preprocessing 1.2 Feature processing 2.Feature dimensionality reduction 2.1 Feature selection 2.2 Multicollinearity analysis 2.3 Linear dimensionality reduction Model training 1Regression model training and prediction 2 Linear regression model 3K nearest neighbor regression model 4Decision tree regression model 5 Ensemble Regression […]

Industrial steam volume forecast (Sutong 1)

Industrial steam volume forecast (1) Comprehension of competition questions 1. Evaluation indicators 2. Competition question model 3. Problem-solving ideas theoretical knowledge 1. Variable identification 2. Variable analysis 3. Missing value processing 4. Outlier processing 5. Variable conversion 6. Generation of new variables Data exploration 1. Guide package 2. Read data 3. View data 4. Visualize […]

8. K3 WISE development plug-in “Industrial document old order time thin plug-in toolbar button development example”

=============================== Table of contents: 1. Add toolbar button 2. Query the FMenuID and FID of the business document to which the toolbar button is added 3. Add the mapping relationship between toolbar buttons and business documents 4. Clicking the toolbar button triggers the event MainFunction 5. Toolbar button click trigger event DLL registration 6. Test […]

4. K3 WISE development plug-in “Industrial Document Old Order Plug-in Development Novice Guide”

Development environment: K/3 Wise 13.0, K/3 Bos development platform, Visual Basic 6.0 =============================================== Table of Contents 1. Secondary Development Plug-in Programming 2. Code Demonstration 3. Configuring the Plug-in 4. Testing the Plug-in 5. The plug-in does not take effect after configuration 6. Attached SQLHelper 7. K3 comes with a way to connect to the database […]

Algorithm implementation of industrial vision inspection project

1. Basic situation Under good imaging quality, preliminary positioning can be completed directly through ROI; then information can be extracted by manually defining features; quantification and evaluation can be completed. The main reasons why this project can be realized: First, because the imaging system has been deployed to collect high-quality pictures; The second is my […]

How to use and configure Basler industrial cameras for machine vision (C++)

Basler industrial cameras are used for binocular vision. Many problems arise and are recorded: First, read more manuals: https://zh.docs.baslerweb.com/software There are all source codes and reference examples in the manual. In fact, during use, most of them are these source codes. Select the corresponding example code for specific projects. 1. Camera and lens selection You […]