The SimBA region of interest (ROI) interface allows users to draw ROIs on videos. ROI data can be used to calculate basic descriptive statistics based on animals movements and locations such as:
- How much time the animals have spent in different ROIs.
- How many times the animals have entered different ROIs.
- The movement distances / velocity animals have in the different ROIs.
- Calculate how many times and for how long animals have engaged in different classified behaviors in each ROI. etc....
Moreover, the ROI data can be used to build potentially valuable, additional, features for random forest predictive classifiers. Such features can be used to generate a machine model that classify behaviors that depend on the spatial location of body parts in relation to the ROIs.
Caution
If spatial locations are irrelevant for the behaviour being classified, then such features should not be included in the machine model generation as they just only introduce noise.
- Before analyzing ROIs in SimBA
- Defining ROIs in SimBA
- VIDEO AND FRAME INFORMATION
- CHANGE IMAGE
- SET NEW SHAPE
- SHAPE ATTRIBUTES
- SHAPE NAME
- DRAW RECTANGLE
- DRAW CIRCLE
- DRAW POLYGON
- SHAPE MANIPULATIONS
- DELETING ROIs
- DUPLICATE ROIs
- CHANGING ROI LOCATIONS
- CHANGING ROI SHAPES
- CHANGE ROI ATTRIBUTES
- SHOW SHAPE SIZE INFORMATION
- DRAW SHAPES OF USER-DEFINED METRIC SIZES
- DRAW A RECTANGLE OF METRIC WIDTH & HEIGHT
- DRAW A CIRCLE OF METRIC RADIUS
- DRAW A HEXAGON METRIC RADIUS
- DRAW A HALF CIRCLE OF METRIC RADIUS POINTING NORTH
- DRAW A HALF CIRCLE OF METRIC RADIUS POINTING WEST
- PREFRENCES
- APPLY SHAPES FROM ANOTHER VIDEO
- DELETE ALL ROI DEFINITIONS IN SIMBA PROJECT
- SAVE ROIs
- NEXT STEPS
To analyze ROI data in SimBA (for descriptive statistics, machine learning features, or both descriptive statistics and
machine learning features) the tracking data first has to be processed the up-to and including the
Outlier correction step described in Part 2 - Step 4 - Correcting outliers.
Thus, before proceeding to calculate ROI based measures, you should have one CSV file for each of the videos in your
project located within the project_folder\csv\outlier_corrected_movement_location
sub-directory of your SimBA project.
Specifically, for working with ROIs in SimBA, begin by (i) Importing your videos to your project, (ii) Import the tracking data and relevant videos to your project, (iii) Set the video parameters, and lastly (iv) Correct outliers (or click to indicate that you want to Skip outlier correction as detailed in the Correct outliers tutorial)
Note
A short explanation on what is meant by "using ROI data as features for random forest classifiers" When ROIs have been drawn in SimBA, then we can calculate several metrics that goes beyond the coordinates of the different body-parts from pose-estimation. For example - for each frame of the video - we can calculate the distance between the different body-parts and the different ROIs, or if the animal is inside or outside the ROIs. In some instances (depending on which body parts are tracked), we can also calculate if the animal is directing towards the ROIs (see below for more information). These measures can be used to calculate several further features such as the percentage of the session, up to and including the any frame, the animal has spent within a specific ROI. These and other ROI-based features could be useful additions for classifying behaviors in certain scenarios.
-
In the main SimBA console window, begin loading your project by clicking on
File
andLoad project
. In the [Load Project] tab, click onBrowse File
and select theproject_config.ini
that belongs to your project. -
Navigate to the ROI tab, which should look like the image below (we will be using the menu highted by the red rectangle and red arrow):
Note
If you have ROIs on some or all the videos in your project, and want to delete your ROI work and start from scratch, use the Delete all ROIs
button directly below the Define ROIs
button.
More info at the end of this tutorial.
- Next, we click on the
Define ROIs
button, and the following table will pop open.
This table contain one row for each of the videos in the project (each video inside the `project_folder/videos directory in the SImBA procet). Each video in the project has three buttons associated with it: Draw, Reset, and Apply to all. The functions associated with each button is described in detail below. But in brief:
-
The Draw button allows you to start to draw ROI shapes on the specific video. If drawings already exist for the specific video, then the Draw buttons opens an interface where you can move, re-define, or add ROI shapes onto the video.
-
The Reset button deletes any ROIs made on the specific video and allows you to restart the ROI drawings from scratch by next clicking on the Draw button.
-
The Apply to all buttons copies the ROI drawing made on the specific video and replicates them on all other videos in the project. If a drawing has been applied to all videos videos in the project by clicking on the Apply to all button, then the shapes for any specific video can be moved or re-defined (and new ROI shapes can be added) by clicking on the Draw button.
- To begin to draw your ROI shapes, click on the Draw button for the first video in the table. Once clicked, two windows will pop up that look like this:
The right window (titled Define shape) will display the first frame of the video. The left window (titled REGION OF INTEREST (ROI) SETTINGS) will contain information, buttons and entry-boxes for creating and manpulating your ROI shapes, and we will go through each of their function in detail below.
Note
The aesthetics of the menus might look slightly different on your computer (this tutorial was written on a Microsoft Windows computer). The functions, however, are the same regardless of operating system.
The first top part of the REGION OF INTEREST (ROI) SETTINGS menu is titled VIDEO AND FRAME INFORMATION and is useful for general troubleshooting. This menu displays the name of the current video, the format of the current video, its frame rate, and the frame number and the timestamp of the frame that is being displayed in the right Define shape window.
Occationally, the very first frame of the video isn't suitable for defining your ROIs and you'd like to use a different frame while drawing. Alternatively, you might want to check how your ROIs look in a different frame of the video. To manipulate the frame being displayed in the Define shape window, use the buttons in the CHANGE IMAGE menus (see the video below):
-
Click on
+1s
to display a frame one second later in the video relative to the frame currently being displayed. -
Click on
-1s
to display a frame one second earlier in the video relative to the frame currently displayed. -
If you need move a custom distance forward or backwards in the video, then enter the number of seconds you want to move forward or backward in the
CUSTOM SECONDS
entry box, and either click on the FORWARD or REVERSE buttons. -
If you want to display the first frame of the video, click on the FIRST FRAME. If you want to display the last frame of the video, click on the LAST FRAME.
roi_tutorial_4.webm
In the next menu, titles SET NEW SHAPE, we define which shape type we want to draw. SimBA supports three shape types - rectangles, circles, and polygon. Select the shape type you want to draw by clicking the appropriate button. The selected ROI shape type will be highlighted in red font.
Next, once you have selected the Shape type
, you can pick a few of its attributes (or go ahead with the default values). Users drawing ROIs in SimBA are often working in a wide variety of video and monitor resolutions and are sometimes drawing relatively complex geometries involving many shapes. The options in this menu can help you keep shapes visible, distinguable and aligned while drawing. SimBA allowes the user to set three different shape attributes:
-
Shape thickness: This dropdown menu controls the thickness of the lines in the ROIs (see the top of the image below). If you select a higher value in the
Shape thickness
dropdown menu, then the lines of your ROI will be thicker. -
Ear tag size: Each shape that you draw will have ear tags (more info below). These tags can be clicked on to move shapes, align shapes, or manipulate the dimensions of the shapes. In this dropdown menu, select the size that the ear-tags of your ROI should have (see the bottom of the image below). If you select a higher value in the
Ear tag size
dropdown, then the ear-tags of the ROI will be bigger. -
Shape color: Each shape that you draw will have a color. From the dropdown, select the color that your ROI should have.
Note
If you want to change these shape attributes later, after completing your drawing, you can - more info below):
Each shape in SimBA has to have a unique name. This name cannot be shared with another ROI name for the same video. In the SHAPE NAME
entry box, enter the name of your shape as a string (e.g., bottom left corner
, or center
etc..).
Once you have defined your shape, it is time to draw it. The methods for drawing the three different shape types (Rectangle
, Circle
and Polygon
) is slightly different from each other and detailed below. However, regardless of the shape type you are currently drawing, begin by clicking on DRAW button.
To draw a rectangle, click and hold the left mouse button at the top left corner of your rectangle and drag the mouse to the bottom right corner of the rectangle. If you're unhappy with your rectangle, you can start to draw the rectangle again by holding the left mouse button at the top left corner of your, new, revised, rectangle. The previous rectangle will be automatically discarded. When you are happy with your rectangle, press the keyboard ESCAPE
key OR click the left mouse button anywhere in the ROI SETTINGS window to save your rectangle to memory.
draw_rectangle.webm
Note
If you want to modify the appearance, location, or size, width, height of your rectangle, you can do this later - see the CHANGE ROI SIZES
or CHANGE ROI ATTRIBUTES
sections below.
Begin by clicking and holding down the left mouse button at the center of the circle. Next, drag the mouse, while holding down the left mouse button, towards the outer bounds of the circle. Once the circle looks good, let go of the left mouse button. If you're unhappy with your circle, begin again by clicking and holding down the left mouse button at the center of the circle and start dragging the cursor to the outer bounds of the rectangle. Once the circle looks good, hit the keyboard ESCAPE
key OR click the left mouse button anywhere in the ROI SETTINGS window and the circle will be saved to memory.
draw_circle.webm
Note
If you want to modify the appearance, location, or radius of your circle, you can do this later - see the CHANGE ROI SIZES
or CHANGE ROI ATTRIBUTES
sections below.
Left mouse click on at least three different locations in the image that defines the outer bounds of your polygon. You should see filled circles, representing the polygon vertices, and and lines connecting the vertices, appear where you click. Once you are happy with your polygon, hit the keyboard ESCAPE
key OR
click the left mouse button anywhere in the ROI SETTINGS window and the polygon will appear in full and the polygon will be saved to memory.
draw_polygon.webm
Note
If you want to modify the appearance, location, or size, or positions of the polygon edges, you can do this later - see the CHANGE ROI SIZES
or CHANGE ROI ATTRIBUTES
sections below.
SimBA allows several forms of shape manipulations that are described in detail below, this includes:
-
Deleting ROIs - allows you to delete all ROIs, or single user-defined ROIs.
-
Duplicating ROIs - allows you to duplicate already-drawn ROIs.
-
Change ROI location - allows you to move ROIs to different locations.
-
Change the shape of ROIs - allows you to change the width and/or hight of a rectangle, radius of a circle, or the locations of the outer bounds of a polygon.
-
Drawing shapes of fixed metric sizes - allows you to change the name, color or other attributes of an already created ROI.
- To delete all drawn ROIs, click the DELETE ALL button in the
DRAW
sub-menu:
delete_all.webm
- To delete a specific ROI, first use the
ROI
drop-down menu in theDRAW
sub-menu to select the ROI you wish to delete. Next, click on the DELETE SELECTED ROI button:
delete_selected.webm
- To duplicate an already-draw ROI, first use the
ROI
drop-down menu in theDRAW
sub-menu to select the ROI you wish to duplicate. Next, click on the DUPLICATE SELECTED ROI button. A new ROI, with the same dimensions and attributes as the ROI selected in theROI
drop-down menu, should appear in the frame near the original ROI:
duplicate_rectangle.webm
- The duplicated ROI will inherit the name of the original ROI with the
_duplicated
suffix appended to the name. Thus, if you look in theROI
dropdown menu, you should see a new ROI with a name in this format:MY_ROI_NAME_duplicated
. To change this name, and/or any other attribute belonging to this ROI, see the Change ROI attributes section below.
-
To change the location of an ROI, begin by clicking the MOVE SHAPE button in the
SHAPE INTERACTION
sub-menu to enter into MOVE MODE. Once clicked, the "EAR TAGS" of each shape will be displayed in the drawing window. Rectangles will have 9 ear tags, circles have 2 ear-tags, and polygons have as many ear-tags as there are user-defined outer bounds (plus a center ear tag). -
Next, click and hold the left mouse button on the center ear tag of the ROI that you wish to move. You should see the entire ROI shape changing its color to grey, marking that the entire has been selected (if this grey color is unsutable, not to worry, I will show you how to change it later on).
-
Next, while holding the mouse left button, drag the mouse cursor to the new location the where you want your ROI to be located. Once in location, let go of the left mouse button. You should see your ROI, in its defined color, being displayed in the new location. If you want to change a second ROI location, go ahead and drag the center tag for that ROI.
-
Once the ROIs have been moved into their correct location. We need to exit the MOVE MODE. Select the
DEFINE SHAPE
window (e.g., by clicking the top bar), and hit the keyboardESCAPE
key.
move_shapes.webm
-
To change the shape of an ROI, begin by clicking the MOVE SHAPE button in the
SHAPE INTERACTION
sub-menu to enter into MOVE MODE. Once clicked, the "EAR TAGS" of each shape will be displayed in the drawing window. Rectangles will have 9 ear tags, circles have 2 ear-tags, and polygons have as many ear-tags as there are user-defined outer bounds (plus a center ear tag). -
Next, click and hold the left mouse button on the edge ear tag which you want to manipulate. Once you *click and hold the left mouse button on the ear-tag, the part of the ROI shape you are manipulating changes its color to grey (if this grey color is unsutable, not to worry, I will show you how to change it later on). Different ROI ear-tags will help you to manipulate different parts of the ROI. For example:
Rectangles:
-
Clicking and holding the left middle ear-tag of a rectangle allows you to control the location of the left border or the rectangle.
-
Clicking and holding the top-left corner ear-tag of a rectangle allows you to control the top border and left border of the rectangle.
-
Clicking and holding the bottom middle ear-tag of a rectangle allows you to control the bottom border or the rectangle.
Circles:
- Clicking and holding the left border ear-tag of a circle allows you to control the radius of the circle.
Circles:
- Clicking and holding the outer bounds of the polygon allows you to control the location of the outer bound in the polygon (i.e., control the two lines connected to the clicked-on ear-tag).
-
-
Next, after selecting an ear-tag, while holding the mouse left button, drag the mouse cursor to the new location the where you want the edge you are manipulating to be located. Once the edge is in the location you want, let go of the left mouse button, and the new ROI shape should be displayed.
-
Finally, once the ROIs have been moved into their correct location. We need to exit the MOVE MODE. Select the
DEFINE SHAPE
window (e.g., by clicking the top bar), and hit the keyboardESCAPE
key.
change_shapes.webm
- To change the attributes of an already-created ROI, click on the CHANGE ROI button and a pop-up menu will appear. This pop-up menu has a drop-down menu, titled
CHANGE ROI
, which allows you to select the ROI that you want to change.
- To change the name of the ROI, enter a new name in the
NEW SHAPE NAME
entry box. TO change the color, thickness, or ear-tag size of the shape, use the respective dropdown windows. Once complete, hit the SAVE ATTRIBUTES button.
change_attributes.webm
Sometimes we need some metrics representing the sizes of the ROIs we have drawn. We can display this by clicking on the SHOW SHAPE INFO button located to the right in the SHAPE INTERACTION
submenu.
- By clicking the
Show shape info.
button, some numbers are displayed inside our ROIs:
(i). One number is displayed inside each of your drawn rectangles, representing the area cm2 of the rectangle (based on your pixel per millimeter conversion factor in your project_folder/logs/video_info.csv
)
(ii) One number is displayed inside each of your drawn circles, representing the cm radius your circle. (based on your pixel per millimeter conversion factor in your project_folder/logs/video_info.csv
)
(iii) One number is displayed inside each of your drawn polygons, representing the area cm2 of your polygon. (based on your pixel per millimeter conversion factor in your project_folder/logs/video_info.csv
)
- When the SHOW SHAPE INFO button is clicked, the text of the button toggles to HIDE SHAPE INFO. Click the button again to hide the shape size information.
show_shape_size.webm
To draw shapes of specific metric sizes (i.e., specified size in millimeters), first open the File (ROI)
drop-down menu at the head of the REGION OF INTEREST (ROI) SETTINGS menu and click the Draw ROIs of pre-defined sizes
option:
Once clicked, you should see the following pop-up opening allowing you to draw a range of different shapes with specified sizes. If you need a shape-type that is missing, consider letting us know through Gitter or by opening en issue on GithHub.
In the SETTINGS
frame, fill in the name of your ROI, and choose its color, thickness, and ear tag size.
To draw a RECTANGLE of set size, fill in its metric width and height in millimeter and click ADD RECTANGLE
as in the video below:
predefined_sizes_rectangle.webm
To draw a CIRCLE with a specific radius, fill in its metric radius in millimeter and click ADD CIRCLE
as in the video below:
predefined_sizes_circle.webm
To draw a HEXAGON with a specific radius, fill in its metric radius in millimeter and click ADD HEXAGON
as in the video below:
predefined_sizes_hexagon.webm
To draw a HALF CIRCLE with a specific radius with its chunky part pointing UP, fill in its metric radius in millimeter, choose NORTH
in the direction drop-down menu
, and click ADD HALF CIRCLE
as in the video below:
predefined_sizes_half_circle_north.webm
To draw a HALF CIRCLE with a specific radius with its chunky part pointing LEFT, fill in its metric radius in millimeter, choose WEST
in the direction drop-down menu
, and click ADD HALF CIRCLE
as in the video below:
predefined_sizes_half_circle_west.webm
The File
drop-down in the REGION OF INTEREST (ROI) SETTINGS header also contains a Preferences option. Clicking this, will bring-up a pop-up window that allows you to control some aspects of how the SimBA ROI interface behaves.
-
ROI SELECT COLOR: This controls the color of teh selected edges while in MOVE MODE as in the video below.
-
DUPLICATION JUMP SIZE: When ROIs are duplicated, each edge of the duplicated copy are placed, by defaults +20 by +20 pixels from the original ROI. Use this dropdown to select an alternative "duplication-jump-size".
-
LINE TYPE: Most often you wouldn't need to worry about this. It controls how lines are visualized on the frame through the OpenCV library. In most cases its safe to keep this at
-1
.
change_highlight_clr.webm
Sometimes we have created ROIs in one video, saved them, and opened up a second video to start drawing new ROIs on this second video. Now we may want to replicate the ROIs on the first video on the second video, and we can do this with the Apply shapes from another video
sub-menu.
-
To duplicate the ROI shapes already defined in a different video on the current video, navigate to the
Select video
dropdown menu in theApply shapes from another video
menu. This dropdown menu will show the videos in your SimBA project that has defined ROIs. -
In this dropdown menu, select the video which has the ROIs you wish to replicate. Once selected, click
Apply
. The ROIs from the video in theSelect video
dropdown menu will appear on the frame.
apply_video_from_different.webm
Somtimes we may want to delete all ROI definitions in a SimBA project and start from scratch.
- To delete all the ROI definitions in the SimBA projects, click on the
Delete all ROI definitions
under the [ROI] tab in the load project menu, and the following menu should pop open:
- Click
Yes
to delete all ROI definitions in a SimBA project.
Note
Your ROIs are saved inside your SImBA project, at the location project_folder/logs/measures/ROIdefinitions.h5
. To delete the ROIs in the SImBA project, you could also manually delete this file.
Once all the ROI drawings on the video looks good. remember to hit the SAVE
button shown to save your video's ROIs to disk as in the image below. After clicking the save button, you are good to close the ROI REGION OF INTEREST (ROI) SETTINGS window and DEFINE SHAPES window.
There may be situations where you have manually drawn ROIs on a bunch of videos where the camera location has shifted slightly across recordings. You may also want to ROIs to have the same metric sizes across recordings, but due to this shift in camera locations, some videos may have different pixel per millimeter conversion factors.
In these situations, you may want to "standardize" the ROI metric sizes relative to some baseline measurement. For example, say that this baseline video has a pixel per millimeter of 10
.
Say there are a further two videos in the project with ROIs, and these videos has pixels per millimeter of 9
and 11
.
At runtime, the area of the rectangles, circles and polygons in the two additional videos get their ROI areas increased/decreased with 10% while the baseline video ROIs are unchanged.
To do this, click the File
heading in the PROJECT VIDEOS: ROI TABLE
window. This shows a pop-up with a single dropdown window, as in the screengrabs
below:
Select the video that you want to act as the "baseline" reference video which the ROI sizes should be corrected against. Once selected, click the RUN button. All ROIs in the project will be standardized using the ROIs in the baseline video as reference.
Once your ROI definitions are all defined, close the ROI table
, Regions of Interest Settings
and Define Shape
windows and head back to the [ROI] tab in the load project menu.
-
SimBA saves your drawn ROI definitions (the ROI locations, colors, shapes, sizes with their associated video file names etc) in a single compressed
.H5
file in that you can find atproject_folder/logs/measures/ROI_definitions.h5
. If you want to extract this H5 information, to a human-readable CSV format, use THIS tool. -
If you want to analyze descriptive statistics of movements in relation to your defined ROIs, use the
Analyze ROI data
button as detailed inStep 2
in THIS TUTORIAL. -
If you want to create machine learning features using your ROI definitions, use the
Append ROI data to features
in theExtract features
tab as detailed in THIS TUTORIAL
If you have any questions, bug reports or feature requests, please let us know by opening a new github issue or contact us through gitter!
Author Simon N [email protected]