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Abstract:ModelArts Pro provides a visual suite, which aims to help customers in various industries quickly develop visual AI applications to meet their business demands, and at the same time support customers to conduct workflow arrangement independently, quickly realize the development and deployment of AI applications, and improve the efficiency of visual AI development. Today we will take a look at how to build visual AI applications in zero code ~
This article was shared from Huawei Cloud Community”| ModelArts Pro Visual Suite: Building visual AI applications in zero code”, author: read the wind and clouds.
ModelArts Pro is a professional development suite for enterprise-class AI applications. Based on advanced algorithms and rapid training capabilities of Huawei Cloud, it provides preset workflows and models to improve the development efficiency and reduce the development difficulty of enterprise AI applications.
ModelArts Pro provides a visual suite, which aims to help customers in various industries quickly develop visual AI applications to meet their business demands, and at the same time support customers to conduct workflow arrangement independently, quickly realize the development and deployment of AI applications, and improve the efficiency of visual AI development.
Preset workflow
· Retail product identification workflow
In supermarkets, retail stores and other scenarios, the updating speed of commodity categories is fast, and commodity identification technology will greatly improve commodity optimization and operational efficiency. ModelArts Pro provides retail product identification workflow, providing you with high-precision product identification algorithm, and improving the efficiency of launching new retail products.
· Workflow of surface defect detection of hot rolled steel plate
In the steel plant, the external factors such as the material, heat treatment process and working environment of the steel plate will affect the service life of the steel plate, and these external factors lead to the defects of the steel plate. The study of defect types on the surface of steel plate is crucial to the service life of steel plate. ModelArts Pro provides a workflow for surface defect detection of hot-rolled steel plate and a high-precision surface defect identification algorithm to improve the on-line efficiency of surface defect detection scene of steel plate.
· Cloud recognition workflow
Observing the external shape of clouds, namely the appearance characteristics, structure characteristics and cloud base height, has an important influence on the prediction of weather changes. ModelArts Pro provides a cloud recognition workflow that provides you with a high-precision cloud recognition algorithm to predict weather changes based on the external shape of the cloud.
· Brake disc identification workflow
In the production and manufacturing of auto parts, dozens or hundreds of different types of products are often produced at the same time. Whether these parts can be efficiently and accurately sorted before delivery is particularly important for the benefit of enterprises. ModelArts Pro provides a brake disc recognition workflow to quickly and accurately identify the brake disc category by building a brake disc recognition model.
· Unsupervised license plate detection workflow
License plate detection and recognition technology is of great significance to intellectualize traffic management and improve the stability of traffic law enforcement. ModelArts Pro provides unsupervised license plate detection workflow, which is based on high-precision unsupervised license plate detection algorithm, without user annotation data, which greatly reduces the annotation cost and improves the on-line efficiency of license plate detection scene.
Special advantage
· Rich scenes, covering retail, industrial, meteorological, transportation and other scenes.
· Model training, updating process automation, easy updating model.
· Professional domain model, accurate identification and understanding of image content.
· The model can be continuously optimized according to the feedback during use.
Build visual applications in zero code
Step 1: Open the kit
At present, ModelArts Pro visual kit is in the public testing stage, and public testing permission is required for the first time to use the visual kit.
Log into the console of ModelArts Pro, select the industry kit card and click “Apply for Public Beta”, and fill in the required information according to the interface prompts on the Application for Public Beta page.
Click “Go to My Open Beta” to enter the “My Open Beta” page after the application is completed. When Approval Status is displayed as Approval Approved, you have obtained public beta access to the industry suite.
Step 2: Delegate and authorize
During your use of ModelArts Pro, ModelArts Pro needs to delegate authorization to access cloud resources of ModelArts services. If there is no authorization, the relevant functions will not be used normally.
If you do not have ModelArts Delegate authorization and Access Secret Key (AK/SK) authorization, the Access Authorization dialog box will pop up when you enter the Industry Suit in the ModelArts Pro console.
Fill in the authorization information in the pop-up “Access Authorization” dialog box, and then click “Authorization Agreed” to complete the configuration of access authorization.
“User name” is the current user name that needs to be authorized, leaving the default value.
“Delegate” select “modelarts_agency”.
Check “I have read and agreed to the ModelArts Service Statement”.
Step 3: Create the application
Create your application by selecting a workflow that matches your industry and application scenario.
1. In the console interface of ModelArts Pro, click “Enter Suite” on the “Natural Language Processing Suite” card.
Go to the Visual Suite console.
2. Select “Application Development > Workbench” in the left navigation bar.
Enter the My Apps TAB by default.
3. In the “My Application” page, click “New Application”.
Go to the “New App” page.
You can also click My Workflows, switch to the My Workflows TAB, select the workflow, and click New Application on the card.
4. Fill in “Application Name”, “Application Owner” and “Application Description” according to business requirements, select “Industry” and workflow, and then fill in “Asset Allocation” according to the selected workflow.
5. After confirming the information, click “OK”.
New application successfully created.
Step 4: Develop and launch the app
Follow the process guidelines to complete the workflow and launch the application online.
Retail Product Identification Workflow:
Workflow of surface defect inspection of hot rolled steel plate:
Cloud recognition workflow
Brake disc recognition workflow
Unsupervised license plate detection workflow
Step 5: Iterative optimization
Maintain the application, optimize and iterate continuously.
Retail + ModelArts Pro
Since the bar code cannot be stuck on the cake, it is necessary to manually memorize the numerous cake codes for settlement, which is prone to problems such as checkout errors and long queuing time for customers.
The self-service goods checkout application developed based on ModelArts Pro can automatically identify goods, greatly reducing the waiting time at the checkout.
With the features of automatic learning and training, businesses can update the application independently, and new products can be online the same day.
Industrial + ModelArts Pro
Automotive parts in the shape, size, contour, texture, aperture difference identification, usually need to be carried out manually, which consumes a lot of labor costs and process costs.
The self-service sorting application developed based on ModelArts Pro can automatically identify all kinds of auto parts, which greatly reduces the consumption of manpower and material resources and improves the economic value of the production line.
With the help of iteration ability, users can update the identification application by uploading pictures of new parts and components.
What are you waiting for? Come and try it!
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