SimBA comes pre-packaged with the ability to import tracking data based on 8 different body-part pose-estimation tracking combinations. Where possible, we strongly recommend using SimBA and pose-estimation packages (like DeepLabCut or DeepPoseKit) with a 16-body-part, 2 animal, pose-configuration setting.
However, SimBA can handle any combination of tracked body-parts, as long as users create their own pose configuration setting in SimBA. In this tutorial we describe how users define their own body part configurations in SimBA.
CAUTION: When users create projects with user-defined body part configurations, SimBA calculates fewer and less precise features for the machine models and this may negatively affect the prediction performance. Thus - if users have the option - we strongly encourage that the 16-body-part, 2 animal, pose-configuration setting is used. Click HERE for a rough list of the features that SimBA calculates based on user-defined pose configurations. For comparison, click HERE for the list of features that SimBA calculates based on the 16-body-part, 2 animal, pose-configuration setting.
- In the main SimBA console window, click on
File
, andCreate a new project
. The window that pops open is descibed in-depth the Scenario 1 - Create Project tutorial. If you are creating a new user-defined pose-configuration setting, do not begin by specifying a project path, project name, or any SML settings. Instead, skip these menus, leave these entry boxes blank, and click on the button in theAnimal Settings
menu next to the text# config
. You should see the following default menu pop open:
Click on Create pose config
to begin to define a new user-defined pose configuration.
- After clicking on
Create pose config
, the following menu pops open:
In the first entry box, give your pose-configuration a name. In this tutorial we will call our user-defined pose configuration BtWGaNP_pose. Please avoid spaces in the pose config name. In the second entry box, enter the number of animals you wish to track. This could be 1 or 2 or mote. In the third entry box, enter the number of body-parts your tracking data will contain. For example, if the dataset contains 8 tracked body-parts on two different animals, I will enter the integer 16.
Next, select an image that is representative of your tracking environment and contains a clear view of all the tracked bodyparts by clicking on Browse File
. This image will be used to create a reference image of your pose configuration settings. After you have selected an image, click on Confirm
.
- After clicking confirm a table should pop open. The table contains one row for each body-part specified in the
# of Bodyparts
entry box. If the user has entered1
in the# of Animals
entry box, this table will contain a single columns (as in the left image below). If the user has entered a number greater than 1 in the# of Animals
entry box, then this table will contain two columns (as in the right image below).
Please name the bodyparts in the left-most column (titled Bodyparts' name) by filling in their names. Do not use spaces in the bodypart names.
If you have two or more animals, you will need to fill in the second column (titled Animal ID number) with an integer which tells SimBA which animal each of the individual body-part belong too. In this example image above, we are creating a body-part pose-configuration with 7 bodyparts for 2 different animals, and I have entered 1
and 2
in the Animal ID number column to specify which animal the different body-parts belong too. When done, click on Save Pose Configs
to proceed.
- After clicking on
Save Pose Configs
, a window namedDefine pose
pops open that shows the frame that was chosen in theImage Path
entry box. This image also displays some instructions at the top - like the image here below to the left. Follow the instructions at the top of the window to label all of your defined body parts, like the gif below on the right:
NOTE: DOUBLE LEFT MOUSE CLICK TO PLACE BODY PART. PRESS ESC TO ADVANCE TO THE NEXT BODY PART
The window will close once all the body-parts have been marked. Double left mouse-click to assign a body-part location. Press Esc
to move to the next body-part after a body-part as been assigned.
- Your newly created body part configuration should now be accessable though the
Animal Settings
menu next to the text# config
:
Note: When a project has been created in SimBA, the pose-configuration selected when creating the project is stored within a CSV file within the project folder, and this file is referenced to at various stages of the workflow. You can check this file out by navigating to the
project_folder\logs\measures\pose_configs\bp_names\project_bp_names.csv
file.
The user may want to remove user-defined body-part configurations from the # config
list. To do this, locate the Reset user-defined pose configs
button in the Project configuration
tab:
- When clicked on, a warning message will pop open, asking if you are sure if you want to reset your pose-configurations. Click on
Yes
to proceed.
- The next time you open the
Project configuration
tab, your user-defined pose-configurations will no longer be visable in the# config
list.
Note: The user defined configs are never deleted even though they are removed from the
# config
list. The user-defined pose-configurations are archived in the they can be retrieved. Once removed , they are stored in theSimBA\pose_configurations_archive
folder.
Once a project with a specific pose-configuration has been created in SimBA, you may also want to use this pose-configuration and body part naming convention in your DeepLabCut projects created through SimBA.
- You newly created pose-configuration setting in a new DeepLabCut project through SimBA, click the following box next to the text
Bp config file
in theCreate DLC model
menu. For more information on how to use DeepLabCut in SimBA, click HERE.
Once clicked on, first navigate to your SimBA project. Your SimBA body-part configuration is saved in a csv file within your SimBA project. Go ahead and navigate to project_folder/logs/measures/pose_configs/bp_names\project_bp_names.csv
and select this file.
When you click on Create project
in the DeepLabCut Create Project
menu, your DeepLabCut project and DeepLabCut project yaml file will now be based on your SimBA-configured body-parts.
Author Simon N