Create Synthetic Test Datasets with Chooch AI Vision Studio

Table of Contents

1. Introduction
2. Datasets Section on Chooch Website
3. Creating a Synthetic Test Dataset
4. Uploading CAD Files for Synthetic Data Generation
5. Viewing and Validating the Model
6. Generating Synthetic Data
7. Customizing Advanced Settings
8. Annotating Objects and Groups
9. Saving and Using Themes
10. Monitoring and Accessing Job Results
11. Conclusion

📚 Introduction

In this article, we will explore the datasets section on the Chooch website and learn how to create synthetic test datasets using CAD models. Synthetic data generation is a powerful technique that allows us to generate synthetic images by utilizing CAD models. We will walk through the process of uploading CAD files, viewing and validating the models, customizing advanced settings, generating synthetic data, and monitoring job results. Let's dive in!

2. Datasets Section on Chooch Website

The datasets section is a crucial part of the Chooch website that provides us with the tools and functionalities to work with various datasets. By clicking on the "datasets" tab, we can access the datasets section and begin our journey in creating synthetic test datasets.

3. Creating a Synthetic Test Dataset

Before we can generate synthetic data, we need to create a synthetic test dataset. This involves creating an empty folder and naming it appropriately. The synthetic test dataset will serve as a container for the generated synthetic images.

4. Uploading CAD Files for Synthetic Data Generation

To generate synthetic data, we need to upload CAD files in formats such as OBJ, MTL, and STL. By selecting the "synthetic data" option and uploading the CAD files from our local device, the system will process the files and make them available for further actions.

5. Viewing and Validating the Model

Once the CAD files are uploaded, we can view the model in the viewer. The viewer allows us to check if the model is correct and explore it from various angles. Additionally, the viewer displays other files associated with the model, providing a comprehensive view of the uploaded assets.

6. Generating Synthetic Data

With the CAD model ready, we can proceed to generate synthetic data. By clicking on the "generate synthetic data" button, we can specify the number of images we want to generate. Additionally, advanced settings allow us to adjust the resolution and choose grayscale as an option. These settings provide flexibility in tailoring the output to our specific needs.

7. Customizing Advanced Settings

In the advanced settings section, we can further customize the generation process. Options such as object and whole object annotation mode enable us to annotate specific parts of the object or the whole object itself. We can also select the Scale of the model, ranging from close, far, to very far. These settings allow us to fine-tune the generation process based on the desired use case.

8. Annotating Objects and Groups

If the CAD model contains predefined groups, we have the option to select this mode. By choosing this option, we can generate multiple bounding boxes for a single object. This is particularly useful when the object comprises different subgroups that require individual annotation.

9. Saving and Using Themes

Chooch provides the ability to save and use themes, allowing us to access pre-defined views and settings. We can upload our own themes or choose from the available Chooch themes. Themes enhance the customization possibilities and make it easier to generate synthetic data with consistent views and configurations.

10. Monitoring and Accessing Job Results

As the synthetic data generation job runs in the background, we can view its progress and access the job results from the "view job" section. The latest job appears at the top, and we can check the current status, completion, and date of each job. For API users, a unique job ID is also provided for easy reference.

11. Conclusion

In conclusion, the datasets section on the Chooch website empowers us to create synthetic test datasets for generating synthetic images. By leveraging CAD models and utilizing various customization options, we can generate high volumes of diverse data for training and improving our models. The ability to monitor job progress and access results further enhances the efficiency and convenience of working with synthetic data. With Chooch, the possibilities for creating better models are endless.

📝 Highlights

• The datasets section on Chooch's website offers powerful tools for synthetic data generation.
• Uploading CAD files allows us to create and customize synthetic test datasets.
• The viewer enables us to validate models and explore them from different angles.
• Advanced settings provide flexibility in adjusting image resolution and using grayscale.
• Annotating objects and groups allows for precise annotation and bounding box generation.
• Saving and using themes ensures consistency and ease of generating synthetic data.
• Monitoring job progress and accessing results streamline the workflow.

FAQ

Q: Can I upload CAD files in formats other than OBJ, MTL, and STL? A: Currently, the Chooch system supports OBJ, MTL, and STL file formats for synthetic data generation.

Q: Can I generate images in color instead of grayscale? A: Yes, you can choose to generate images in grayscale or full color, depending on your preferences and requirements.

Q: Is there a limit to the number of images I can generate in a single job? A: You can generate any desired number of images, depending on your needs. Chooch offers flexibility in generating a large volume of synthetic data.

Q: Can I use my own themes for synthetic data generation? A: Yes, Chooch allows you to upload your own themes or choose from the available Chooch themes for customization.

Resources:

• Chooch Website