From 5e82bae10976b58c5ca17df40df938ddb6e66d2a Mon Sep 17 00:00:00 2001 From: Miriam Sinton-Remes Date: Thu, 19 Sep 2024 12:28:29 -0400 Subject: [PATCH 1/7] Removed release date for SDK 10.1 --- .../color-processing-introduction.rst | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/docs/source/color_processing/color-processing-introduction/color-processing-introduction.rst b/docs/source/color_processing/color-processing-introduction/color-processing-introduction.rst index 6bffa5eb..bbba6235 100644 --- a/docs/source/color_processing/color-processing-introduction/color-processing-introduction.rst +++ b/docs/source/color_processing/color-processing-introduction/color-processing-introduction.rst @@ -4,12 +4,12 @@ FTC Color Processing - Introduction Overview -------- -As of FTC SDK 10.1, the *FIRST* Tech Challenge Software Development Kit now -includes some Color Processing features from OpenCV, a popular and powerful +The *FIRST* Tech Challenge Software Development Kit will soon +include some Color Processing features from OpenCV, a popular and powerful open-source library for vision processing. Introduced for *INTO THE DEEP*, these new features will help FTC teams identify colors and process color blobs, useful in any game requiring color and shape recognition. -The full contents of this documentation will be released 9/20/2024! +The full contents of this documentation will be released soon, along with version 10.1 of the FTC SDK. From 8d19cb95c7e011c4bb71619fa56d8d7d602cbcfe Mon Sep 17 00:00:00 2001 From: Miriam Sinton-Remes Date: Thu, 19 Sep 2024 13:38:52 -0400 Subject: [PATCH 2/7] Removed future-tense language --- .../color-processing-introduction.rst | 8 +++----- 1 file changed, 3 insertions(+), 5 deletions(-) diff --git a/docs/source/color_processing/color-processing-introduction/color-processing-introduction.rst b/docs/source/color_processing/color-processing-introduction/color-processing-introduction.rst index bbba6235..ac273c42 100644 --- a/docs/source/color_processing/color-processing-introduction/color-processing-introduction.rst +++ b/docs/source/color_processing/color-processing-introduction/color-processing-introduction.rst @@ -4,12 +4,10 @@ FTC Color Processing - Introduction Overview -------- -The *FIRST* Tech Challenge Software Development Kit will soon -include some Color Processing features from OpenCV, a popular and powerful -open-source library for vision processing. +Version 10.1, of the FIRST Tech Challenge Software Development Kit +contains some Color Processing features from OpenCV, a popular and +powerful open-source library for vision processing. Introduced for *INTO THE DEEP*, these new features will help FTC teams identify colors and process color blobs, useful in any game requiring color and shape recognition. - -The full contents of this documentation will be released soon, along with version 10.1 of the FTC SDK. From b46b52d874690c58830aec52ed425331a3193264 Mon Sep 17 00:00:00 2001 From: Miriam Sinton-Remes Date: Thu, 19 Sep 2024 13:41:12 -0400 Subject: [PATCH 3/7] Finished future-proofing it --- .../color-processing-introduction.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/source/color_processing/color-processing-introduction/color-processing-introduction.rst b/docs/source/color_processing/color-processing-introduction/color-processing-introduction.rst index ac273c42..892af2f6 100644 --- a/docs/source/color_processing/color-processing-introduction/color-processing-introduction.rst +++ b/docs/source/color_processing/color-processing-introduction/color-processing-introduction.rst @@ -8,6 +8,6 @@ Version 10.1, of the FIRST Tech Challenge Software Development Kit contains some Color Processing features from OpenCV, a popular and powerful open-source library for vision processing. -Introduced for *INTO THE DEEP*, these new features will help FTC teams identify +Introduced for *INTO THE DEEP*, these new features help FTC teams identify colors and process color blobs, useful in any game requiring color and shape recognition. From f60e1861121876e0cf63a63627bd4b018d2401d3 Mon Sep 17 00:00:00 2001 From: Miriam Sinton-Remes Date: Thu, 19 Sep 2024 20:00:18 -0400 Subject: [PATCH 4/7] removed the word "some" --- .../color-processing-introduction.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/source/color_processing/color-processing-introduction/color-processing-introduction.rst b/docs/source/color_processing/color-processing-introduction/color-processing-introduction.rst index 892af2f6..f23e968d 100644 --- a/docs/source/color_processing/color-processing-introduction/color-processing-introduction.rst +++ b/docs/source/color_processing/color-processing-introduction/color-processing-introduction.rst @@ -5,7 +5,7 @@ Overview -------- Version 10.1, of the FIRST Tech Challenge Software Development Kit -contains some Color Processing features from OpenCV, a popular and +contains Color Processing features from OpenCV, a popular and powerful open-source library for vision processing. Introduced for *INTO THE DEEP*, these new features help FTC teams identify From 97d59be653b28568eb4d591fa1f7c72d2ee2dea3 Mon Sep 17 00:00:00 2001 From: Danny Diaz Date: Fri, 20 Sep 2024 14:08:45 -0400 Subject: [PATCH 5/7] Color Processing Documentation (#313) * Color Processing Documentation * Changing Webcam to Camera in heading * Resize Images for Image Check * Corrections per @Westside * Fix link text --- .../color-blob-concepts.rst | 147 +++++ .../images/10-Blobs-formation.png | Bin 0 -> 7616 bytes .../images/20-Blobs-red-chair.png | Bin 0 -> 150029 bytes .../images/30-Blobs-blue-basic.png | Bin 0 -> 255523 bytes .../images/40-Blobs-single.png | Bin 0 -> 392007 bytes .../images/50-Blobs-tilted.png | Bin 0 -> 360031 bytes .../images/60-Blobs-two.png | Bin 0 -> 371618 bytes .../images/70-Blobs-many.png | Bin 0 -> 377884 bytes .../color-locator-challenge.rst | 572 ++++++++++++++++++ .../images/10-set-pre-filter.png | Bin 0 -> 35882 bytes .../images/12-set-3-filters.png | Bin 0 -> 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docs/source/color_processing/color-spaces/images/10-RGB-wheel.png create mode 100644 docs/source/color_processing/color-spaces/images/20-RGB-cube.png create mode 100644 docs/source/color_processing/color-spaces/images/30-HSV-cone.png create mode 100644 docs/source/color_processing/color-spaces/images/40-YCrCb.png create mode 100644 docs/source/color_processing/index.rst diff --git a/docs/source/color_processing/color-blob-concepts/color-blob-concepts.rst b/docs/source/color_processing/color-blob-concepts/color-blob-concepts.rst new file mode 100644 index 00000000..1abad05f --- /dev/null +++ b/docs/source/color_processing/color-blob-concepts/color-blob-concepts.rst @@ -0,0 +1,147 @@ +Color Blob Concepts +=================== + +Color Blobs +----------- + +An image can be evaluated by its **groupings of similar colors**. + +The smallest unit of any digital image is a **pixel**: a tiny square of one +particular color. + +Each grouping or cluster of similar-colored pixels is called a **Blob**, which +can be irregular in size and shape. + +Forming a Blob is done automatically by the software. It seeks pixels of +similar color that are **contiguous** -- touching each other along an edge, not +just at a corner. + +.. figure:: images/10-Blobs-formation.png + :width: 75% + :align: center + :alt: Blob Formation Visualization + + Blob Formation Visualization + +There are 9 Blobs here, not 4. Some are very small, just one pixel each. + +The 5 pixels at top right, for example, are not contiguous (edges joined), so +they are not joined to form a larger Blob. + +The above simple example has only 2 colors: black and white. For FTC, the +definition of "similar" colors is a range specified by you. + +.. figure:: images/20-Blobs-red-chair.png + :width: 75% + :align: center + :alt: Defining Blobs from an image of a red chair + + Blobs from a Red Chair image + +In the above example, the chair surfaces are not **exactly** the same shade of +red. But with a **target** definition "close to red" or "mostly red", the +software can form reasonable Blobs for further processing. + +Color Processing +---------------- + +Now let's point the camera at an INTO THE DEEP game element called a +**Sample**. + +.. figure:: images/30-Blobs-blue-basic.png + :width: 75% + :align: center + :alt: Detecting Blob from a Blue SAMPLE + + Blob from a Blue SAMPLE + +Here the software was told to seek shades of blue. The orange rectangle +encloses a Blob of blue color. + +But why doesn't the rectangle enclose the entire game piece? The software is +processing only a certain **Region of Interest** or ROI. That's the white +rectangle; its size and location are specified by you. + +Anything outside the ROI will not be considered part of any Blob that is +detected. This can help you avoid detecting (unwanted) background objects. + +In the example above, the Blob was actually outlined in teal (blue-green +color), very hard to see. Let's try another image: + +.. figure:: images/40-Blobs-single.png + :width: 75% + :align: center + :alt: Finding Teal Outline + + Teal Outline of Blue Blob + +Now the teal outline of the blue Blob can be seen. Its shape is irregular, +which can be difficult for your OpMode to evaluate. + +boxFit Rectangles +----------------- + +The orange rectangle is drawn automatically by OpenCV, to give your OpMode a +simpler geometric shape that represents the Blob. It's not **exactly** like +the actual Blob, but hopefully still useful. + +The orange rectangle, called the **boxFit**, fits tightly around the extreme +edges of the Blob. The boxFit is **not** required to stay inside the Region of +Interest. In the above case, the best-fitting rectangle happens to stay inside +the ROI. + +But here's another case: + +.. figure:: images/50-Blobs-tilted.png + :width: 75% + :align: center + :alt: Showing Boxfit position + + New boxFit position + +Look very closely for the teal outline of the Blob, with its very rough lower +edge. + +Here, the best-fitting rectangle (boxFit) is **tilted**, and is not contained +inside the ROI. + +OpenCV provides all data for the boxFit, including its corner points, size, and +tilt angle. It can even provide a fitted horizontal version of the boxFit +rectangle, if you prefer not to handle a tilted boxFit. + +Now things get a bit more complicated: + +.. figure:: images/60-Blobs-two.png + :width: 75% + :align: center + :alt: Detecting two blobs + + Detecting two blobs + +OpenCV detected **two Blobs**, each with a teal outline and each with a boxFit. + +Your OpMode will need to "decide" which boxFit is important and which to +ignore. Fortunately, OpenCV provides tools to **filter out** certain unwanted +results. After filtering, your OpMode can **sort** the remaining results, to +focus on the highest priority. + +With these tools, your OpMode could handle even a "busy" result like this one: + +.. figure:: images/70-Blobs-many.png + :width: 75% + :align: center + :alt: Many blob detections + + Many Blob Detections + +Your programming tasks will include: + +* determine which boxFit is most relevant, +* evaluate its data, and +* take robot action accordingly. + +Now try the Sample OpMode for the :doc:`Color Locator <../color-locator-discover/color-locator-discover>` processor. + +============ + +*Questions, comments and corrections to westsiderobotics@verizon.net* diff --git a/docs/source/color_processing/color-blob-concepts/images/10-Blobs-formation.png b/docs/source/color_processing/color-blob-concepts/images/10-Blobs-formation.png new file mode 100644 index 0000000000000000000000000000000000000000..9d388cdb4ac5c9748b644b36644258fad2f0250e GIT binary patch literal 7616 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zo#wu;#xiTs(JM92^&i{n6w;k!mWcjJP^9STGFs}D&FhIB6W2SKjW}zLt0c8i2y{fd zE*dune9LXF*7u8pw{pgpppzl+n8JO4JNF#>MW#;sjBkhyN!sN1-@m;4e?^L**XhQ> Q;{X5v07*qoM6N<$g0wkQmH+?% literal 0 HcmV?d00001 diff --git a/docs/source/color_processing/color-locator-challenge/color-locator-challenge.rst b/docs/source/color_processing/color-locator-challenge/color-locator-challenge.rst new file mode 100644 index 00000000..1d2f40b7 --- /dev/null +++ b/docs/source/color_processing/color-locator-challenge/color-locator-challenge.rst @@ -0,0 +1,572 @@ +Color Locator (Challenge) +========================= + +Overview +-------- + +This **Challenge** page introduces Color Locator settings that were **not mentioned in the Sample OpMode**. It assumes you have already followed this tutorial's previous pages: + + +* :doc:`Discover <../color-locator-discover/color-locator-discover>` page, to open and test the Sample OpMode +* :doc:`Explore <../color-locator-explore/color-locator-explore>` page, to edit settings mentioned in the Sample OpMode + +Here are the additional ColorLocator settings covered in this page: + +* pre-filtering, affecting Blob results and previews +* pre-sorting +* custom outline colors in the previews: ROI, contour, boxFit +* access a boxFit's corner points +* access all vertices of a contour +* access a boxFit's size and tilt angle +* create a horizonal rectangle around a tilted boxFit +* access the horizontal rectangle's size and location + +Pre-Filter Intro +---------------- + +Here the term "pre-" means the filter criteria are implemented **before** the +Blob formation results are passed further. Thus the DS and RC previews will +**not display** any filtered-out contour or its boxFit. This can save CPU +resources used to draw the outlines. + +Likewise the resulting list of results will not include any filtered-out Blobs. +A shorter list can help OpMode cycle time. + +This contrasts with the post-filtering present in the Sample OpMode and +discussed at this tutorial's Explore page. Pre-filtering is a setting that +persists, while post-filtering is a one-time action performed on a single set +of processing results. + +Teams may wish to use both. Use a pre-filter to "clean up" the preview, which +can appear chaotic with potentially dozens of Blobs. Then use a post-filter +to focus on the particular boxFit results of interest. + +Caution: changing the ROI size and/or changing the camera resolution may +require an adjustment to filtering by Area. + +Pre-Filter Programming +---------------------- + +To apply a filter setting, use two steps: + + +* **set** the filter name and criteria +* **add** that filter to the existing Processor + +The "Color Blob Locator" Processor must already be created; adding a filter is +**not** part of the Builder pattern here. A pre-filter can be added before or +after the VisionPortal is built. + +In general, a pre-filter setting remains in place and cannot be edited. To +"change" a pre-filter, it must be **removed** from the Processor, then +**added** again. + +Recall from this tutorial's :doc:`Explore +<../color-locator-explore/color-locator-explore>` page, to edit settings +mentioned in the Sample OpMode that filtering can be done by Contour Area, Blob +Density and boxFit Aspect Ratio. + +Multiple pre-filters can operate at the same time. A single common filter name +**could** be used, if its criteria are defined, then added -- then redefined, +and added again, etc. + +You might find it more versatile and convenient to create unique filter names, +each separately managed (i.e. set criteria, add, remove, add again). + +Select and read the Blocks **or** Java section below: + +.. tab-set:: + .. tab-item:: Blocks + :sync: blocks + + These pre-filter Blocks are in the Vision/ColorBlobLocator/Pre-processing toolbox: + + .. figure:: images/10-set-pre-filter.png + :width: 75% + :align: center + :alt: Setting a pre-filter + + Setting a pre-filter + + The Blocks in the toolbox use the same variable name ``myFilter`` (green + arrow) for the three available criteria (orange ovals). As noted above, + be careful about using a single name for different pre-filters. + + For multiple pre-filters, you might prefer unique names; see the orange arrows: + + .. figure:: images/12-set-3-filters.png + :width: 75% + :align: center + :alt: Setting 3 filters + + Setting 3 filters + + These Blocks for adding and removing filters are in the + Vision/ColorBlobLocator/Processor toolbox: + + .. figure:: images/15-add-filter.png + :width: 75% + :align: center + :alt: Adding and Removing a filter + + Adding and Removing a filter + + Be careful to designate the correct filter to be added or removed; see + the green arrows. + + .. tab-item:: Java + :sync: java + + For multiple pre-filters, you might prefer unique names: + + .. code-block:: java + + myAreaFilter = new BlobFilter(BlobCriteria.BY_CONTOUR_AREA, 100, 20000); + myDensityFilter = new BlobFilter(BlobCriteria.BY_DENSITY, 0.5, 1.0); + myRatioFilter = new BlobFilter(BlobCriteria.BY_ASPECT_RATIO, 1.0, 10.0); + + After defining a filter's criteria, add the filter to an already-existing + Processor: + + .. code-block:: java + + colorLocator.addFilter(myAreaFilter); + colorLocator.addFilter(myDensityFilter); + colorLocator.addFilter(myRatioFilter); + + These methods can remove one or all filters from a Processor: + + .. code-block:: java + + colorLocator.removeFilter(myAreaFilter); + colorLocator.removeFilter(myDensityFilter); + colorLocator.removeFilter(myRatioFilter); + colorLocator.removeAllFilters(); + + After removal, a filter can be re-added to the Processor. + +Pre-sort +-------- + +Here the term "pre-" also means the sort criteria are already established, and +applied to the results of the Blob formation process. + +This works the same as the post-sorting mentioned in the Sample OpMode and +discussed at this tutorial's Explore page. Pre-sorting is a setting that +persists, while post-sorting is a one-time action performed on a single set of +processing results. + +Only one sort (the last one applied) affects the final list of results provided +for the OpMode to evaluate. Thus there is no benefit to using both pre-sort +and post-sort. + +To apply a sort, use two steps: + +* define the sort name and criteria +* apply that sort to the existing Processor + +The "Color Blob Locator" Processor must already be created; adding a sort is +**not** part of the Builder pattern here. A pre-sort can be added before or +after the VisionPortal is built. + +In general, a pre-sort setting remains in place and cannot be removed or +edited. To "change" a sort, simply define and apply another one, with the same +or a unique name. The later ``setSort()`` will be in effect. + +Reminder from this tutorial's :doc:`Explore +<../color-locator-explore/color-locator-explore>` page: by default, the Sample +OpMode sorts by **Contour Area** in descending order (largest is first). This +is an internally programmed sort, not appearing in the Sample OpMode. This +default is overridden or replaced by any pre-sort or post-sort specified in the +OpMode. + +Select and read the Blocks **or** Java section below: + +.. tab-set:: + .. tab-item:: Blocks + :sync: blocks + + These pre-sort Blocks are in the Vision/ColorBlobLocator/Pre-processing + toolbox: + + .. figure:: images/20-sort-criteria.png + :width: 75% + :align: center + :alt: Selecting the Sort Criteria + + Selecting the Sort Criteria + + This Block for applying the named pre-sort is in the + Vision/ColorBlobLocator/Processor toolbox: + + .. figure:: images/23-set-sort.png + :width: 75% + :align: center + :alt: Setting the Sort Criteria + + Setting the Sort Criteria + + .. tab-item:: Java + :sync: java + + A generic pre-sort name works well, since only one sort can be in effect + at a time: + + .. code-block:: java + + mySort = new BlobSort(BlobCriteria.BY_CONTOUR_AREA, SortOrder.ASCENDING); + + If you are experimenting with different pre-sort criteria, you might + consider unique names: + + .. code-block:: java + + myAreaSort = new BlobSort(BlobCriteria.BY_CONTOUR_AREA, SortOrder.ASCENDING); + myDensitySort = new BlobSort(BlobCriteria.BY_DENSITY, SortOrder.ASCENDING); + myRatioSort = new BlobSort(BlobCriteria.BY_ASPECT_RATIO, SortOrder.ASCENDING); + + After defining a sort's criteria, apply the pre-sort to an + already-existing Processor: + + .. code-block:: java + + colorLocator.setSort(mySort); + +Preview Colors +-------------- + +You can specify custom colors for the preview outlines of: + +* Region of Interest (ROI) +* Blob contour +* boxFit rectangle + +Select and read the Blocks **or** Java section below: + +.. tab-set:: + .. tab-item:: Blocks + :sync: blocks + + .. figure:: images/30-outline-colors.png + :width: 75% + :align: center + :alt: Setting Custom outline colors + + Setting custom outline colors + + .. tab-item:: Java + :sync: java + + Import the ``Color`` class if needed, then add any of the ``.set...`` + methods to the Processor Builder pattern: + + .. code-block:: java + + import android.graphics.Color; + . + . + .setBoxFitColor(Color.rgb(255, 120, 31)) + .setRoiColor(Color.rgb(255, 255, 255)) + .setContourColor(Color.rgb(3, 227, 252)) + + Use your own custom values, only from the RGB Color Space. See the + separate tutorial page called **Color Spaces**. + +boxFit Corners +-------------- + +An OpMode can access the four corner points of a boxFit rectangle. + +Select and read the Blocks **or** Java section below: + +.. tab-set:: + .. tab-item:: Blocks + :sync: blocks + + This Blocks Function retrieves, stores and displays the 4 corner points + of the instant boxFit being processed by the OpMode: + + .. figure:: images/40-corners.png + :width: 75% + :align: center + :alt: Displaying Corner Points via Telemetry + + Displaying Corner Points via Telemetry + + The ``.points`` and ``Point.x`` and ``Point.y`` Blocks are in the + "Vision/ColorBlobLocator/Blob data" toolbox. + + The Function uses its own **For Loop** to cycle through the ``myPoints`` + List of 4 points, clockwise from top left corner. + + This Function operates inside the Sample OpMode's **For Loop** of all + Blob results. The instant ``myBoxFit`` is the one being processed, + returned from the preceding ``.BoxFit`` Block. + + .. tab-item:: Java + :sync: java + + This Java code retrieves, stores and displays the 4 corner points of the + instant boxFit being processed by the OpMode: + + .. code-block:: java + + // Display boxFit.points(), an array of the box's four (X, Y) corner points, + // clockwise from top left corner. + Point[] myBoxCorners = new Point[4]; + boxFit.points(myBoxCorners); + // this points() method does not return values, it populates the argument + for (int i = 0; i < 4; i++) + { + telemetry.addLine(String.format("boxFit corner %d (%d,%d)", + i, (int) myBoxCorners[i].x, (int) myBoxCorners[i].y)); + } + + This code operates inside the Sample OpMode's **For Loop** of all Blob + results. The instant ``boxFit`` is the one being processed, returned + from the preceding ``getBoxFit()`` method. + +Contour Vertices +---------------- + +Blob contours are irregular and hard to process in code; it's easier to work +with boxFit rectangles. + +But the contour's outer points can be accessed by an OpMode. The result is a +list of (X, Y) coordinates, with origin at the top left corner of the camera's +image. X increases to the right, Y increases downward. + +Select and read the Blocks **or** Java section below: + +.. tab-set:: + .. tab-item:: Blocks + :sync: blocks + + The following Blocks Function retrieves, stores and displays a List of + all the vertex Points of the contour of the instant Blob being processed + by the OpMode. + + The List can be as short as 4 values, or dozens of values for jagged + contours. + + Note that the ``.points`` Block (used above for boxFit corners) retrieves + and stores the List within the same Block. This ``.ContourPoints`` Block + only retrieves the List, to be assigned to a separate variable Block. + + .. figure:: images/50-contour.png + :width: 75% + :align: center + :alt: Getting list of contour points + + Getting the list of contour points + + The ``.ContourPoints`` and ``Point.x`` and ``Point.y`` Blocks are in the + "Vision/ColorBlobLocator/Blob data" toolbox. + + The Function uses its own **For Loop** to cycle through the + ``myContourPoints`` List, of undetermined length (could be very long). + + This Function operates inside the Sample OpMode's **For Loop** of all + Blob results. The instant ``myBlob`` is the one being processed by that + outer For Loop. + + .. tab-item:: Java + :sync: java + + This Java code retrieves, stores and displays a List of all the vertex + Points of the contour of the instant Blob being processed by the OpMode. + + .. code-block:: java + + import org.opencv.core.Point; + . + . + // Display getContourPoints(), an array of the contour's many (X, Y) vertices + Point[] myContourPoints; + myContourPoints = b.getContourPoints(); + int j = 0; + for(Point thisContourPoint : myContourPoints) + { + telemetry.addLine(String.format("contour vertex %d (%d,%d)", + j, (int) thisContourPoint.x, (int) thisContourPoint.y)); + j += 1; + } + + This Function operates inside the Sample OpMode's **For Loop** of all + Blob results. The instant Blob ``b`` is the one being processed by that + outer For Loop. + + Not covered here is one feature available in Java only: + + .. code-block:: java + + MatOfPoint myContour = getContour() + + This method returns a matrix unique to the OpenCV library. The matrix + object can convert itself to an array, as follows: + + .. code-block:: java + + MatOfPoint myContour; + Point[] myContourPoints; + myContour = b.getContour(); + myContourPoints = myContour.toArray(); + + This code seems to give the same set of points as ``getContourPoints()`` + shown above. + +boxFit Size and Angle +--------------------- + +These simple fields were not demonstrated in the Sample OpMode. + +The boxFit size variable contains two fields which must be accessed +individually, as shown below. + +If the boxFit is horizontal (parallel to the ROI), its angle might be 0 or 90 +degrees, often jumping between the two values. At 90 degrees, height and width +become switched. Your OpMode code needs to account for this scenario. + +Likewise, the boxFit angle is sometimes reported as clockwise from vertical, +rather than counterclockwise from horizontal. More discussion is `here +`_. + +Select and read the Blocks **or** Java section below: + +.. tab-set:: + .. tab-item:: Blocks + :sync: blocks + + These Blocks are in the "Vision/ColorBlobLocator/Blob data" toolbox. + + .. figure:: images/60-box-size.png + :width: 75% + :align: center + :alt: boxFit properties + + boxFit properties + + .. tab-item:: Java + :sync: java + + Here's a modified version of the Sample OpMode's telemetry code, to + display only the size and angle of the instant boxFit being processed. + + .. code-block:: java + + org.opencv.core.Size myBoxFitSize; + for(ColorBlobLocatorProcessor.Blob b : blobs) + { + RotatedRect boxFit = b.getBoxFit(); + myBoxFitSize = boxFit.size; + telemetry.addData("width", myBoxFitSize.width); + telemetry.addData("height", myBoxFitSize.height); + telemetry.addData("angle", boxfit.angle); + } + + The Java class ``Size`` here is different than another class of the same + simple name. OnBot Java and Android Studio do not allow imports of + identical simple classnames. + + In fact OnBot Java will not allow the import of this version, even if the + other version (`android.util.Size`) is not used in the OpMode. + Instead, declare the variable with the full classname, as shown in the + first line above. + +Horizontal Rectangle +-------------------- + +You might prefer to process only **horizontal** best-fit rectangles, parallel +to the ROI, not tilted. + +OpenCV can generate a best-fit rectangle for a boxFit, whether tilted or not. +This is **not** a "forced horizonal" boxFit, rotated in place. The new +horizontal rectangle simply touches and encloses the outer corners of the +boxFit. + +If the boxFit is tilted, the new horizontal rectangle will be larger. If the +boxFit already had an angle of 0 (or 90) degrees, the new rectangle will be +identical. + +In Blocks and Java, the command ``boundingRect()`` accepts a boxFit of type +``RotatedRect`` and returns a horizontal rectangle of type ``Rect``. The new +rectangle is not drawn or depicted in the preview. + +Select and read the Blocks **or** Java section below: + +.. tab-set:: + .. tab-item:: Blocks + :sync: blocks + + These Blocks are in the "Vision/ColorBlobLocator/Blob data" toolbox. + + .. figure:: images/70-horizontal-box.png + :width: 75% + :align: center + :alt: Defining the horizontal box + + Defining the horizontal box + + The (X, Y) values are the top left corner of the new horizontal + rectangle, in the full image reference frame. + + .. tab-item:: Java + :sync: java + + Here's a modified version of the Sample OpMode's telemetry code, to + display only the **top left corner** and **size** of the horizontal + rectangle around the boxFit being processed. + + .. code-block:: java + + import org.opencv.core.Rect; + . + . + for(ColorBlobLocatorProcessor.Blob b : blobs) + { + RotatedRect boxFit = b.getBoxFit(); + Rect myHorizontalBoxFit = boxFit.boundingRect(); + telemetry.addData("top left X", myHorizontalBoxFit.x); + telemetry.addData("top left Y", myHorizontalBoxFit.y); + telemetry.addData("width", myHorizontalBoxFit.width); + telemetry.addData("height", myHorizontalBoxFit.height); + } + + In this case, OnBot Java and Android Studio found no conflicts with the + import of class ``Rect``. + + Pay attention to classes and fields: + + * boxFit is of Java type ``RotatedRect``, even though it's not usually rotated + * the new method ``boundingRect()`` returns an object of type ``Rect`` + * the ``Size`` and ``Rect`` classes both have fields named ``height`` and ``width`` + +Advanced Development +-------------------- + +Searching for multiple colors is possible by building **multiple processors** +and adding them to the same VisionPortal. This allows different ROIs, for +example, that can overlap if desired. + +.. figure:: images/80-two-process.png + :width: 75% + :align: center + :alt: Using two processors + + Using two processors + +This ends the tutorial's 3 pages on ColorLocator: + +* :doc:`Discover <../color-locator-discover/color-locator-discover>`, +* :doc:`Explore <../color-locator-explore/color-locator-explore>`, +* **Challenge** + +The final page of this tutorial provides optional info on :doc:`Color Spaces +<../color-spaces/color-spaces>`. + +Best of luck as you apply these tools to your Autonomous and TeleOp OpModes! + +============ + +*Questions, comments and corrections to westsiderobotics@verizon.net* + diff --git a/docs/source/color_processing/color-locator-challenge/images/10-set-pre-filter.png b/docs/source/color_processing/color-locator-challenge/images/10-set-pre-filter.png new file mode 100644 index 0000000000000000000000000000000000000000..8ac8b502396e5292400d04337f55b5adc998c4f3 GIT binary patch literal 35882 zcmce-XH-*P_%#?n1VN=K9RmU)(k%2AdXc6gO`4#9fPnN)q)6{odQ*`adJVnz-b?6& z8bT)_$;99PeP`y&e4ClOR@S|Nm3y9Z?mf?W_C9-uz0p*@N5)77008c(swlhz0En;v z06{V-A^tC#J)=SR6M^$PWjR3E2=gxf%PlKe4Osx7B8L3Nj2Qp@&NmeUX8_=S=f4j@ zufyNZ06;{ms)Fo$50gU-xzGFQW)Unz)zXO~fsKPGfs(S~MIycWYUsxogju0f$Ar~? zJRTVeT^m#3>hP(2l6_Z$gN_rQnPAz!TsX4}Udf?y1l`oq3N+XRz2 z<3qsMH(kA)R=+ed(ZlUEAMKH4T-lv#6Dk_Ld{RmOFsQ z(Q+?5O=fP;_G=md04dSihnQCE>eQ?<&VKI|ndh?kqfNu*w@)}etB*g^rgrc>SlNtx z-=dRuSmkVGBQ5N*3#l;)8z5(2JJ|a!Yv?f;D^|1NLkGJBi0k?Kg6Ta9h+7N6hYm1f z^|HZ8Fs6?J(Fc3KN6H|E%{zYWIsGnMgWD@JJjyuOGH&jY4K|=p!j}!Ltiv9*x@Flm zcvTQJfFqw?f&V=~R)svPDIA8*RK#TuVtlk|hwI`h5=`Lg;p!@|h$%SCWm{wQHP(X| z?tLBovZ77aH~`8k2<2nw8Cg@?rzt~ zY3Wbd2

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Namely, it can **find a target color that you specify**. + +As with the Color Sensor tool, you can specify a **Region of Interest** (ROI). +Only that zone of the camera's view will be searched for the target color. + +The "target color" is actually a **range** of numerical color values, for a +better chance of finding the desired color. + +OpenCV will form **"Blobs"** of that color. As described in the Concepts page +here, a Blob is a contiguous cluster of similar-colored pixels. + +Blobs often have a complex, irregular shape or **contour**, so they are +represented here by a best-fit rectangle called **"boxFit"**. + +.. figure:: images/20-blob-zoom.png + :width: 50% + :align: center + :alt: Zoomed Color Blob detection + + Zoomed Color Blob detection + +The target color here is BLUE. The white rectangle is the Region of Interest +(ROI), the teal jagged line is the Blob's contour (fully inside the ROI), and +the purple rectangle is the boxFit. + +The software reports the size, position and orientation of each "boxFit". That +data can be evaluated by your OpMode for **robot navigation** and other +actions. + +The following sections describe how to do this, with a Sample OpMode. + +Configuration +------------- + +*Skip this section if ...* + +* *the active robot configuration already contains "Webcam 1",* or +* *using the built-in camera of an Android phone as Robot Controller.* + +Before starting the programming, REV Control Hub users should make a robot +configuration that includes the USB webcam to be used as a color locator. + +For now, use the default webcam name, "Webcam 1". If a different name is +preferred, edit the Sample OpMode to agree with the exact webcam name in the +robot configuration. + +**Save and activate** that configuration; its name should appear on the paired +Driver Station screen. + +Sample OpMode +------------- + +Opening the Sample OpMode ++++++++++++++++++++++++++ + +To learn about opening the Sample OpMode, select and read the Blocks **or** +Java section below: + +.. tab-set:: + .. tab-item:: Blocks + :sync: blocks + + 1. On a laptop or desktop computer connected via Wi-Fi to the Robot + Controller, open the Chrome browser. Go to the REV Control + Hub's address http://192.168.43.1:8080 (or + http://192.168.49.1:8080 for Android RC phone) and click the + Blocks tab. + + 2. Click ``Create New OpMode``\ , enter a new name such as + "ColorLocator_Monica_v01", and select the Sample OpMode + ``ConceptVisionColorLocator``. + + 3. At the top of the Blocks screen, you can change the type from "TeleOp" + to "Autonomous", since this Sample OpMode does not use gamepads. + + 4. If using the built-in camera of an RC phone, drag out the relevant + Block from the left-side ``VisionPortal.Builder`` toolbox. + + 5. Save the OpMode, time to try it! + + .. tab-item:: Java + :sync: java + + 1. Open your choice of OnBot Java or Android Studio. + + 2. In the ``teamcode`` folder, add/create a new OpMode with a name such + as "ColorLocator_Javier_v01.java", and select the Sample OpMode + ``ConceptVisionColorLocator.java``. + + 3. At about Line 63, you can change ``@TeleOp`` to ``@Autonomous``\ , + since this Sample OpMode does not use gamepads. + + 4. If using the built-in camera of an RC phone, follow the OpMode + comments to specify that camera. + + 5. Click "Build", time to try it! + +Running the Sample OpMode ++++++++++++++++++++++++++ + +1. On the Driver Station, select the Autonomous OpMode that you just saved or + built. + +2. Turn off the automatic 30-second match timer (green slider). Aim the camera + at a **blue object**. + +3. Touch INIT only. The OpMode should give Telemetry showing the results of + one or more Blobs: + +.. figure:: images/23-basic-telemetry.png + :width: 75% + :align: center + :alt: Basic Telemetry + + Basic Telemetry + +In this example, the Region of Interest (ROI) contains only one Blob of the +default target color BLUE. + +Move the camera around, especially at BLUE objects, and watch the Telemetry +area on the Driver Station screen. It may sometimes show more lines of Blob +data, and sometimes show no Blob data at all. + +It's working! Your camera is working as a **color locator**. Think about how +to use this in the FTC Robot Game. + +*Skip the next two sections, if you already know how to use FTC previews.* + +DS Preview +---------- + +Before describing the telemetry data, this page offers two sections showing how +to view the OpenCV results with **previews**. Previewing is essential for +working with vision code. + +On the Driver Station (DS), remain in INIT -- don't touch the Start button. + +At the top right corner, touch the 3-dots menu, then ``Camera Stream``. This +shows the camera's view; tap the image to refresh it. + +.. figure:: images/30-CameraStream.png + :align: center + :width: 75% + :alt: DS Camera Stream Preview + + DS Camera Stream Preview + +The default target color here is BLUE. The white rectangle is the Region of +Interest (ROI), the teal (light blue) jagged line is the Blob's contour (fully +inside the ROI), and the orange rectangle is the boxFit. + +For a BIG preview, touch the arrows at the bottom right corner. + +Or, select Camera Stream again, to return to the previous screen and its +Telemetry. + +RC Preview +---------- + +The Robot Controller (RC) device also makes a preview, called ``LiveView``. +This is full video, and is shown automatically on the screen of an RC phone. + +.. figure:: images/32-LiveView.png + :align: center + :width: 75% + :alt: Image of a LiveView stream + + LiveView stream + +The above preview is from a REV Control Hub. + +It has no physical screen, so you must plug in an HDMI monitor **or** use +open-source `scrcpy `_ (called +"screen copy") to see the preview on a laptop or computer that's connected via +Wi-Fi to the Control Hub. + +Basic Telemetry Data +-------------------- + +Let's look closer at the DS telemetry: + +.. figure:: images/35-basic-telemetry-circled.png + :align: center + :width: 75% + :alt: Image of telemetry output + + Locator Telemetry + +In this example, the Region of Interest (ROI) contains only one Blob of the +default target color BLUE. You could probably move your camera to achieve the +same result - with the help of previews. + +The **first column** shows the **Area**, in pixels, of the Blob (contour, not +boxFit). By default, the Sample OpMode uses a **filter** to show Blobs between +50 and 20,000 pixels. Also by default, the Sample uses a **sort** tool to +display multiple Blobs in descending order of Area (largest is first). + +The **second column** shows the **Density** of the Blob contour. From the +Sample comments: + +.. + + *A blob's density is an indication of how "full" the contour is. If you put + a rubber band around the contour you would get the "Convex Hull" of the + contour. The density is the ratio of Contour-area to Convex Hull-area.* + + +The **third column** shows the **Aspect Ratio of the boxFit**, the best-fit +rectangle around the contour: + +.. + + *A blob's Aspect Ratio is the ratio of boxFit long side to short side. A + perfect Square has an Aspect Ratio of 1. All others are > 1.* + + +.. tip:: + The boxFit is not required to stay inside the ROI. Also the boxFit may be + **tilted** at some angle, namely not horizontal. This will be discussed + more in a later page. + +The **fourth column** shows the (X, Y) position of the **Center** of the boxFit +rectangle. With the origin at the full image's top left corner, X increases to +the right and Y increases downward. + +Blob Formation +-------------- + +So far these examples have shown a **single Blob** formed by OpenCV: + +.. figure:: images/40-single-blob.png + :align: center + :width: 50% + :alt: Boxfit and detection within ROI + + Single blob discovery + +But OpenCV can form and return **multiple Blobs** in a single set of results: + +.. figure:: images/43-two-blobs.png + :align: center + :width: 50% + :alt: Two blobs detected + + Two blob discovery + +Without controls, OpenCV can easily form a **high number of Blobs** (at least +12 here): + +.. figure:: images/45-many-blobs.png + :align: center + :width: 50% + :alt: Multiple blob discovery + + Multiple blob discovery + +And as mentioned above, some of those Blobs might have a **boxFit tilted** at +some angle: + +.. figure:: images/49-tilted-box.png + :align: center + :width: 50% + :alt: Tilted Boxfit + + Tilted Boxfit + +This tutorial's **next two pages** show how to manage these scenarios by +**editing the OpMode's default settings**, and **accessing more OpenCV +features** not covered in the Sample OpMode. + +Using boxFit Data for Position +------------------------------ + +A team's Autonomous code can evaluate boxFit data to navigate or guide the +robot on the field. + +Imagine your camera is on the robot, looking forward. **Underneath the +camera** is your **intake mechanism**, perhaps a top grabber, sideways claw +or spinner. + +.. figure:: images/80-targeting.png + :align: center + :width: 50% + :alt: Game piece targeting + + Game piece targeting + +OpenCV will report the data for this orange boxFit. Could your code use this +data to **position the robot** directly in front of the game piece, for a +better chance to collect it? + +How would you do it? + +Using boxFit Data for Manipulation +---------------------------------- + +For advanced teams: imagine your webcam is on a grabber arm, looking down into +the Submersible (from INTO THE DEEP). + +.. figure:: images/82-targeting.png + :align: center + :width: 50% + :alt: Targeting in clutter + + Targeting in clutter + +Could the data from this boxFit (orange rectangle) help you **grab only the +Blue Sample**\ ? + +Could this help in Autonomous **and** TeleOp? + +More Documentation +------------------ + +This tutorial's next page called :doc:`Explore <../color-locator-explore/color-locator-explore>` covers +**editing the OpMode's existing default settings**. + +After that, the following page called :doc:`Challenge +<../color-locator-challenge/color-locator-challenge>` shows how to **access +more OpenCV features** not covered in the Sample OpMode. + +============ + +*Questions, comments and corrections to westsiderobotics@verizon.net* diff --git a/docs/source/color_processing/color-locator-discover/images/20-blob-zoom.png b/docs/source/color_processing/color-locator-discover/images/20-blob-zoom.png new file mode 100644 index 0000000000000000000000000000000000000000..88b265761e6e76c63e80453af11cbf4875360f11 GIT binary patch literal 106313 zcmV(>K-j;DP)Px#1ZP1_K>z@;j|==^1poj532;bRa{vGi!Ty=X1o4^Etj#8VL!w1{ta>@I9AY*dWQPp!98Z@rB^#++;JlYjp| z_;=o&oSbgJ>DlS_?&h8AC#NT){_fq4I^L{=0+;}eXpgGyjwlmpxeRI8?i5_6wbk{eU zBmS~ky&eNvRv@~q@*^jDQ1ABS&%63mfw$S0ZT6GkG@aXxiK(X@|GFxEXNxZ3HP@zy z3cObD0WZx0s~z2TP2%v6?Rq!$LOwF$E49$0=CTgZp~9)U@Pk^a-)!gd>w}YNXF#H zcZq-6C$+!uZ_i_-W2EEn{QOjP)=C7bGmHHz3h`4Z`>~ZhL15Sx+2J;F3aQ(t=!_)& z>wRfox@HYrXD=zKq%D@p7gDqkxRC&`9S#ss4mM*sq76Nh!#!1P`h++Yyph7aU|qIy zo!A-}NA3#Qm~%nZBRX_sVbe!odoJ>faY)8b z`Z6ap$LbaCx1qs0&6gn}^}H3K>C*I~yHR4fmJZvQ^kKhfFWhLk-pWT; zNfpY( zI5(0!h^6UtRo%wSh&wxDEF=-_z>&#dogII-xnud 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It assumes you have already followed this +tutorial's previous :doc:`Discover +<../color-locator-discover/color-locator-discover>` page, to open and test this +OpMode. + +ColorLocator has only two required **inputs**\ : + +* target color range +* Region of Interest (ROI) + +Both of these can be specified in multiple ways. + +This Explore page covers **settings** that are already in the Sample: + +* which contour types to process +* whether to draw contours in the preview +* pre-processing of the image +* camera resolution +* post-filter the Blob results +* post-sort the Blob results + +Building the VisionPortal +------------------------- + +The Sample OpMode first creates a "Color Blob Locator" **Processor** using the +Java **Builder** pattern. This is the same Builder pattern used to create an +AprilTag Processor, and previously a TensorFlow Processor. + +The Sample OpMode then creates a **VisionPortal**, again using a Builder +pattern. This includes adding the "Color Blob Locator" Processor to the +VisionPortal. + +The FTC VisionPortal was introduced in 2023. More information is available +on the `ftc-docs VisionPortal Page `_. + +Target Color Range +------------------ + +The "target color" is actually a **range** of numerical color values, for a +better chance of finding the desired color. + +Each **Swatch** name (BLUE, RED, YELLOW, GREEN) has been pre-programmed with a +range of color values to detect most shades of that color, in most lighting +conditions. + +The values for Red, Blue and Yellow were tuned for the plastic game pieces +(called Samples) from INTO THE DEEP. + +Select and read the Blocks **or** Java section below: + +.. tab-set:: + .. tab-item:: Blocks + :sync: blocks + + The sample OpMode uses this Builder Block to specify the target color Swatch: + + .. figure:: images/10-setColorRangeSwatch.png + :width: 75% + :align: center + :alt: Setting the color swatch + + Setting the Color Range Swatch + + Use the drop-down list to select the Swatch of the desired target color + range. + + As an alternate, this Block can be replaced with the following Block in + the Vision/ColorBlobLocator/Processor.Builder toolbox: + + .. figure:: images/20-setColorRangeCustom.png + :width: 75% + :align: center + :alt: Setting custom color range + + Setting a custom color range + + First use the drop-down list (green arrow) to choose the **Color Space** + : YCrCb, HSV or RGB. Learn more about Color Spaces at the separate page + in this tutorial. + + Then select the numerical values in that Color Space to define the range + of the target color. + + The ``min`` and ``max`` fields relate to a corresponding pair of values, + namely (v0, v0), (v1, v1) or (v2, v2). + + .. tab-item:: Java + :sync: java + + In the Sample OpMode, follow the instructions at about lines 70-75 to set + the desired target color range at about line 110. + + Use a predefined Swatch, or set a custom range in a specified Color Space + (YCrCb, HSV or RGB). Learn more about Color Spaces at the separate page + in this tutorial. + + .. code-block:: java + + import org.opencv.core.Scalar; + . + . + // use a predefined color match + .setTargetColorRange(ColorRange.BLUE) + // Available predefined colors are: RED, BLUE, YELLOW, GREEN + . + // or define your own color match + .setTargetColorRange(new ColorRange(ColorSpace.YCrCb, + new Scalar( 32, 176, 0), + new Scalar(255, 255, 132))) + +Region of Interest (ROI) +------------------------ + +The Blocks and Java Sample OpModes give this description: + +.. + + *Focus the color locator by defining a RegionOfInterest (ROI) which you want + to search. This can be the entire frame, or a sub-region defined using + standard image coordinates or a normalized +/- 1.0 coordinate system. Use + one form of the ImageRegion class to define the ROI.* + + +Caution: changing the ROI size and/or changing the camera resolution may +require an adjustment to filtering by Area. Post-filtering is covered here at +this tutorial's **Explore** page, and pre-filtering is covered at the following +:doc:`Challenge <../color-locator-challenge/color-locator-challenge>` +page. + +Select and read the Blocks **or** Java section below: + +.. tab-set:: + .. tab-item:: Blocks + :sync: blocks + + .. figure:: images/30-setROI.png + :width: 75% + :align: center + :alt: Setting ROI + + Setting the ROI + + .. tab-item:: Java + :sync: java + + In the Sample OpMode, follow the instructions at about lines 77-83 to set + the desired ROI at about line 112. + + .. code-block:: java + + .setRoi(ImageRegion.entireFrame()) + . + // 100x100 pixel square near the upper left corner + .setRoi(ImageRegion.asImageCoordinates(50, 50, 150, 150)) + . + // 50% width/height square centered on screen + .setRoi(ImageRegion.asUnityCenterCoordinates(-0.5, 0.5, 0.5, -0.5)) + +Choice of Contours +------------------ + +The Blocks and Java Sample OpModes give this description: + +.. + + *Define which contours are included. You can get ALL the contours, or you + can skip any contours that are completely inside another contour. note: + EXTERNAL_ONLY helps to avoid bright reflection spots from breaking up areas + of solid color.* + + +Also, the display of contours (in the previews) can be turned ON or OFF: + +.. + + Turning this on helps debugging but takes up valuable CPU time. + + +Select and read the Blocks **or** Java section below: + +.. tab-set:: + .. tab-item:: Blocks + :sync: blocks + + .. figure:: images/40-contourChoices.png + :width: 75% + :align: center + :alt: Contour Choices + + Contour Choices + + .. tab-item:: Java + :sync: java + + In the Sample OpMode, follow the instructions at about lines 85-92 to set + the desired contour mode and drawing setting at about lines 111 and 113, + respectively. + + .. code-block:: java + + // return all contours + .setContourMode(ColorBlobLocatorProcessor.ContourMode.ALL_FLATTENED_HIERARCHY) + . + // exclude contours inside other contours + .setContourMode(ColorBlobLocatorProcessor.ContourMode.EXTERNAL_ONLY) + . + // show contours in the DS and RC previews + .setDrawContours(true) + +Image Pre-Processing +-------------------- + +The default Sample OpMode purposely **blurs** the camera's image. This +"pre-processing" happens **before** OpenCV performs Blob formation, thus +affecting the contours seen in DS and RC previews. + +The effect is very small (default kernel size of 5x5 pixels), but can +significantly improve Blob formation, giving more useful results. + +Blurring is one of three available image adjustments to improve processing +results. You can experiment with these advanced tools, after studying their +usage. See links at the section below called **More Documentation**. + +The Blocks and Java Sample OpModes give this description: + +.. + + Include any pre-processing of the image or mask before looking for Blobs. + + There is some extra processing you can include to improve the formation of + blobs. Using these features requires an understanding of how they may + affect the final blobs. The "pixels" argument sets the NxN kernel size. + + **Blurring** an image helps to provide a smooth color transition between + objects, and smoother contours. The higher the number of pixels, the more + blurred the image becomes. Note: Even "pixels" values will be incremented + to satisfy the "odd number" requirement. Blurring too much may hide smaller + features. A "pixels" size of 5 is good for a 320x240 image. + + **Erosion** removes floating pixels and thin lines so that only substantive + objects remain. Erosion can grow holes inside regions, and also shrink + objects. A "pixels" value in the range of 2-4 is suitable for low res + images. + + **Dilation** makes objects more visible by filling in small holes, making + lines appear thicker, and making filled shapes appear larger. Dilation is + useful for joining broken parts of an object, such as when removing noise + from an image. A "pixels" value in the range of 2-4 is suitable for low res + images. + + +Select and read the Blocks **or** Java section below: + +.. tab-set:: + .. tab-item:: Blocks + :sync: blocks + + .. figure:: images/50-pre-process.png + :width: 75% + :align: center + :alt: Pre-processor options + + Pre-processor Options + + .. tab-item:: Java + :sync: java + + In the Sample OpMode, follow the instructions at about lines 94-107 to + set the desired pre-processing at about line 114. + + .. code-block:: java + + .setBlurSize(int pixels) + .setErodeSize(int pixels) + .setDilateSize(int pixels) + +Any of these pre-processing settings can be **disabled** by setting their pixel +value to zero, or by removing the command. + +In the FTC processor, any specified erosion is performed **before** dilation. +This removes specular noise, then returns the remaining blobs to a size similar +to their original size. (This also will **not** be on the final.) + +Camera Resolution +----------------- + +The Sample OpMode uses a default camera resolution of 320 x 240 pixels, +supported by most webcams and Android phone cameras. You may edit this +resolution, subject to a trade-off between: + +* computing performance, and +* image detail, possibly needed beyond ColorLocator. + +Caution: changing the camera resolution and/or changing the ROI size may +require an adjustment to filtering by Area. Post-filtering is covered here at +this tutorial's **Explore** page, and pre-filtering is covered at the following +:doc:`Challenge <../color-locator-challenge/color-locator-challenge>` page. + +The Blocks and Java Sample OpModes give this description: + +.. + + Set the desired video resolution. Since a high resolution will not improve + this process, choose a lower resolution that is supported by your camera. + This will improve overall performance and reduce latency. + + +Select and read the Blocks **or** Java section below: + +.. tab-set:: + .. tab-item:: Blocks + :sync: blocks + + .. figure:: images/60-camera-resolution.png + :width: 75% + :align: center + :alt: Camera Resolution + + Camera Resolution + + .. tab-item:: Java + :sync: java + + In the Sample OpMode, follow the instructions at about lines 121-123 to + set the desired camera resolution at about line 131. This setting is + made in the VisionPortal Builder, not the Processor Builder. + + .. code-block:: java + + .setCameraResolution(new Size(320, 240)) + +Post-filter the Blob Results +---------------------------- + +After OpenCV has formed Blobs and provided results with the ``getBlobs()`` +command (in Blocks and Java), your OpMode can **post-filter** or reduce the +list. + +Here the term "post-" means after Blob formation and **after the DS and RC +previews**. So, you will still see contours and boxFits for **all Blobs**. + +By default, the Sample OpMode uses a **Contour Area** filter of 50 pixels +(minimum) to 20,000 pixels (maximum). The lower limit eliminates very small +Blobs, while the upper limit is approximately the size of the default Region of +Interest (ROI). + +Caution: changing the ROI size and/or changing the camera resolution may +require an adjustment to filtering by Area. + +.. tip:: + Remember that a Blob contour never extends beyond the ROI, although a boxFit + may do so. + +Why filter? A smaller list means faster processing, with fewer boxFits for +your OpMode to evaluate. + +You can experiment with increasing the lower limit, and observing the effect on +Telemetry. Also experiment with the other filters for **Density** and **Aspect +Ratio**. + +The Blocks and Java Sample OpModes give this description: + +.. + + The list of Blobs can be filtered to remove unwanted Blobs. Note: All + contours will be still displayed on the Stream Preview, but only those that + satisfy the filter conditions will remain in the current list of "blobs". + Multiple filters may be used. Use any of the following filters. + + **Util.filterByArea()** A Blob's area is the number of pixels contained + within the contour. Filter out any that are too big or small. Start with a + large range and then refine the range based on the likely size of the + desired object in the viewfinder. + + **Util.filterByDensity()** A blob's density is an indication of how "full" + the contour is. If you put a rubber band around the contour you would get + the "Convex Hull" of the contour. The density is the ratio of Contour-area + to Convex Hull-area. + + **Util.filterByAspectRatio()** A blob's aspect ratio is the ratio of + **boxFit** long side to short side. A perfect square has an aspect ratio of + 1. All others are > 1 + + +Select and read the Blocks **or** Java section below: + +.. tab-set:: + .. tab-item:: Blocks + :sync: blocks + + .. figure:: images/70-post-filter.png + :width: 75% + :align: center + :alt: post filter + + Post Filter + + .. tab-item:: Java + :sync: java + + In the Sample OpMode, follow the instructions at about lines 147-164 to + set the desired post-filtering at about line 166. + + .. code-block:: java + + ColorBlobLocatorProcessor.Util.filterByArea(minArea, maxArea, blobs); + ColorBlobLocatorProcessor.Util.filterByDensity(minDensity, maxDensity, blobs); + ColorBlobLocatorProcessor.Util.filterByAspectRatio(minAspect, maxAspect, blobs); + +Post-filtering commands should be placed **after** calling ``getBlobs()`` and +**before** your OpMode's handling (or Telemetry) of the ``getBlobs()`` results. +Remember this as you incorporate these tools into your team's larger OpModes. + +Post-sort the Blob Results +-------------------------- + +After OpenCV has formed Blobs and provided results with the ``getBlobs()`` +command (in Blocks and Java), your OpMode can **post-sort** the list. + +By default, the Sample OpMode sorts by **Contour Area** in descending order +(largest is first). This is an internally programmed sort, not appearing in +the Sample OpMode. This default is overridden or replaced by any sort +specified in the OpMode. + +Why sort? A sorted list means your OpMode can process Blobs in a known order, +perhaps allowing your code to quickly reach a "conclusion". Namely some logic +condition (probably about boxFits) could be satisfied sooner, to exit the +vision processing loop and move on to robot action. + +The Blocks and Java Sample OpModes give this description: + +.. + + *The list of Blobs can be sorted using the same Blob attributes as listed + above. No more than one sort call should be made. Sorting can use + ascending or descending order.* + +Select and read the Blocks **or** Java section below: + +.. tab-set:: + .. tab-item:: Blocks + :sync: blocks + + .. figure:: images/80-post-sort.png + :width: 75% + :align: center + :alt: Post Sort + + Post Sort + + .. tab-item:: Java + :sync: java + + In the Sample OpMode, follow the instructions at about lines 169-173 to + set the desired post-sorting immediately after those instructions. + + .. code-block:: java + + ColorBlobLocatorProcessor.Util.sortByArea(SortOrder.DESCENDING, blobs); // Default + ColorBlobLocatorProcessor.Util.sortByDensity(SortOrder.DESCENDING, blobs); + ColorBlobLocatorProcessor.Util.sortByAspectRatio(SortOrder.DESCENDING, blobs); + +A post-sorting command should be placed **after** calling ``getBlobs()`` and +any post-filtering, and **before** your OpMode's handling (or Telemetry) of the +``getBlobs()`` results. Remember this as you incorporate these tools into your +team's larger OpModes. + +More Documentation +------------------ + +How does OpenCV match colors here? The upper and lower values of the target +color range are used to **threshold** the image's pixels and find those within +the range. Technical information on thresholding is available at the `OpenCV +website for thresholding `_. + +Technical information on Blur, Erosion and Dilation can be found `here +`_ +and at the `OpenCV website for morphology +`_. + +Here's a conceptual note from co-developer `@Windwoes `_\ : + +.. + + The command ``getBlobs()`` does not initiate or perform the processing (Blob + formation). The processing is **happening continuously**; ``getBlobs()`` + just obtains a reference to the latest results. + +Next, this tutorial's :doc:`Challenge <../color-locator-challenge/color-locator-challenge>` page shows how to +**access more OpenCV features** not covered in the Sample OpMode. + +============ + +*Questions, comments and corrections to westsiderobotics@verizon.net* + diff --git a/docs/source/color_processing/color-locator-explore/images/10-setColorRangeSwatch.png b/docs/source/color_processing/color-locator-explore/images/10-setColorRangeSwatch.png new file mode 100644 index 0000000000000000000000000000000000000000..a63e531e218091b3c5362a5b74cedf256feb6ae9 GIT binary patch literal 16454 zcmeHubyVBivv1F-Q2`o?YY8pxTD(Ybcc-|!ds_;m!QI{6gNGJ(CpZ)f#fz69d1-s@ z@1Fa9=a2WteQVwI*2`K+c2@Rx_MW|G&&;0r%qJxUNzBK@kMG>MgDEW~u5#zjJt(?8 ziSZ};^SLwTYxLJ2E-I3ucPd6mx6wcDS%}Ds+__U7`Q+N@KKl0~M=5QWJ9n@;f4=|d zbtp2ub4PeVT3kfU(_lY6)MXm}9(BXQx*nx}oYbGoF{ltqBPK`l-u6;ihB}D4tYLLa 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z_95n}qVt7ys{_n!;DfhtI*o%w7OQ)1q2gjb5+UKqA+`{L3oF1@JiLbf&DR0IBSQD$ zxO3Wr^71R3WqQirRZQSkhqR72_j0SVa)mJsI2waIe zQQ@+w@h;%s!gASsf0LUw2o^*~&?zo5Ypq^e*go4Vx^CQS`VElDH-M#*U64&@_Wk|+ z;0C8TL%~~T<}+%)&;NTJtbA^&9gz3Ypy7Ox)zNtT_}BsO}@Ii zf3PSqU#a>~1cg4J3aJNaRaU_Ja>HcCH_M!y&kw(4*A-nv&*#L+Lg-SpEji7l03@t* zVu~*}r>ubhnt_Ipr8q}6y2GM!mMIig@wYn|XEf6l@iEe2ZB@G|33QIvx;$Wj=z1vd z&3n#=!yGw7IXnk4-6>kTRybHt&H?@KkO^L@`_ (called "screen +copy") to see the preview on a laptop or computer that's connected via Wi-Fi to +the Control Hub. + +Modify the Sample +----------------- + +This Sample OpMode is designed for the user to select/edit **two inputs**\ : + + +* define the Region of Interest (ROI) +* list the colors that might be found + +For the **first input**, there are 3 ways to define the ROI: + +* entire frame +* sub-region, defined with standard image coordinates +* sub-region, defined with a normalized +/- 1.0 coordinate system + +For the **second input**, you must list the candidate colors from which a +result will be selected as a "Match". + +Simply choose from the 10 "Swatches": RED, ORANGE, YELLOW, GREEN, CYAN, BLUE, +PURPLE, MAGENTA, BLACK, WHITE. For efficiency, add only those Swatches for +which you reasonably expect to get a match. + +**The Blocks and Java OpModes contain detailed comments to guide you through +these edits.** They are not repeated in this tutorial. + +Building the VisionPortal +------------------------- + +The Sample OpMode first creates a "Predominant Color" **Processor** using the +**Builder** pattern. This is the same Builder pattern used to create an +AprilTag Processor, and previously a TensorFlow Processor. + +The Sample OpMode then creates a **VisionPortal**, again using a Builder +pattern. This includes adding the "Predominant Color" Processor to the +VisionPortal. + +How does OpenCV determine the "predominant color" of the ROI? An algorithm +called `"k-means" `_ +determines clusters of similar colors. The color of the cluster with the most +pixels is called "predominant" here. *(This will NOT be on the final.)* + +Testing the Result +------------------ + +After trying and learning how the commands work, you can incorporate this Color +Sensor into your Autonomous and/or TeleOp OpModes. + +As seen in the OpMode's Telemetry section, the result is called +``closestSwatch`` and appears as a word (RED, BLUE, etc.). But this is not +plain text! + +**Testing**, or comparing, for a particular color-match must be done as +follows. Select and read the Blocks **or** Java section below: + +.. tab-set:: + .. tab-item:: Blocks + :sync: blocks + + At the left side, pull out the following multi-Block from ``Vision/PredominantColor/Processor``: + + .. figure:: images/50-closestSwatchCompare.png + :align: center + :width: 75% + :alt: Closest Swatch Comparison + + Closest Swatch Comparison + + You must use this special Block to determine if the result is (for example) RED. + + Why? The result, called ``closestSwatch`` is not **text** (yes it seems + like text!). It's a type called ``Swatch`` and can be compared only to + another ``Swatch``. + + .. tab-item:: Java + :sync: java + + In the sample OpMode, here's the Telemetry that gives the result: + + .. code-block:: java + + telemetry.addData("Best Match:", result.closestSwatch); + + This displays as text, but this is **not** Java type ``String``! + + Here's how to determine if the result is (for example) RED: + + .. code-block:: java + + if (result.closestSwatch == Swatch.RED) { } + + Why? The result, called ``closestSwatch`` is of type ``Swatch`` and can + be compared only to another ``Swatch``. + + +OpMode Programming +------------------ + +The Color Sensor part of your team's Autonomous OpMode might include these +goals: + +#. Seek a color, using the code from this Sample OpMode +#. Take a robot action, based on finding that color + +If so, select and read the Blocks **or** Java section below: + +.. tab-set:: + .. tab-item:: Blocks + :sync: blocks + + Beginners often try this first: + + .. figure:: images/55-IFclosestSwatchWrongWay.png + :alt: Wrong way to act upon match result + :width: 75% + :align: center + + Wrong way to act upon match result + + The problem is, after the robot does the action for RED, the OpMode is + still inside the vision loop. Very messy and unpredictable. + + A better approach is to save the result (as text!), exit the loop, then + retrieve the stored result to take the desired RED action. + + .. figure:: images/58-IFclosestSwatchRightWay.png + :alt: Right way to act upon match result + :width: 75% + :align: center + + Right way to act upon match result + + How to exit the vision loop? It could be based on `time + `_ + , or finding a particular color, or finding a particular color 10 times + in a row, or finding only a particular color for 1 full second, or any + other desired criteria. + + .. tab-item:: Java + :sync: java + + The color result is generated inside a vision loop. Save the result (as + text!), exit the loop, then retrieve the stored result to take the + desired RED action. + + .. code-block:: java + + String savedColorMatch = "NULL"; + . + . + if (result.closestSwatch == Swatch.RED) { + savedColorMatch = "RED"; + // your code here: optional to exit the vision loop based on your criteria + } + . + . + // After exiting the vision loop... + if (savedColorMatch == "RED") { + // your code here: robot actions if the ROI was RED + } + + How to exit the vision loop? It could be based on time, or finding a + particular color, or finding a particular color 10 times in a row, or + finding only a particular color for 1 full second, or any other desired + criteria. + +Advanced Use +------------ + +Some teams may prefer to read and evaluate the **actual RGB color values**, +rather than rely on a generic Swatch result. + +RGB is a **Color Space** that uses three numerical components of Red, Green and +Blue. Values range from 0 to 255. For more info, see this tutorial's :doc:`Color +Spaces <../color-spaces/color-spaces>` page. + +Extracting the RGB components can be seen in the Telemetry portion of the +Sample OpMode. Click the Blocks or Java tab: + +.. tab-set:: + .. tab-item:: Blocks + :sync: blocks + + Here are the RGB components of the ROI's predominant color: + + .. figure:: images/70-Blocks-RGB.png + :alt: Finding color by RGB + :width: 75% + :align: center + + Note: the ``Color`` Block has a drop-down list that includes Hue, + Saturation and Value. Those settings will **not work** here, to produce + components in the HSV Color Space, because the source Block provides only + RGB color (its method name is ``.rgb``\ ). + + .. tab-item:: Java + :sync: java + + Here are the RGB components of the ROI's predominant color: + + * ``Color.red(result.rgb)`` + * ``Color.green(result.rgb)`` + * ``Color.blue(result.rgb)`` + +For Blocks or Java, those component values can be assigned to numeric +variables, with names like ``ROIRedValue``, ``ROIGreenValue``, and +``ROIBlueValue``. + +Now your code can process those RGB variables as desired. + +Next Sections +------------- + +Soon you can move ahead to try the **Color Locator** processor. + +But first, learn a few basic concepts at this tutorial's :doc:`Color Blob Concepts +<../color-blob-concepts/color-blob-concepts>` page. + +============ + +*Questions, comments and corrections to westsiderobotics@verizon.net* + diff --git a/docs/source/color_processing/color-sensor/images/10-sensor-intro.png 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--git a/docs/source/color_processing/index.rst b/docs/source/color_processing/index.rst new file mode 100644 index 00000000..d8da0cee --- /dev/null +++ b/docs/source/color_processing/index.rst @@ -0,0 +1,84 @@ +Color Processing Introduction +=============================== + +Overview +-------- + +The *FIRST* Tech Challenge SDK v10.1 software now includes some **Color +Processing** features from OpenCV, a popular and powerful open-source library +for vision processing. + +Introduced with INTO THE DEEP, these new features will help *FIRST* Tech Challenge teams +**identify colors** and **process color blobs**\ , useful in any game requiring +color and shape recognition. + +Here's the outline of this tutorial's main pages: + +.. toctree:: + :maxdepth: 1 + :titlesonly: + + color-sensor/color-sensor + color-blob-concepts/color-blob-concepts + color-locator-discover/color-locator-discover + color-locator-explore/color-locator-explore + color-locator-challenge/color-locator-challenge + color-spaces/color-spaces + +Much credit to developer and Sample OpMode author `@gearsincorg `_, EasyOpenCV developer `@Windwoes `_, FTC Blocks developer `@lizlooney `_, and the open-source team at `OpenCV `_. + +Compatibility +------------- + +This new software includes two Color Processors, each compatible with the FTC +VisionPortal introduced in 2023. These processors can run alongside an +AprilTag processor, and replace the TensorFlow processor (removed in 2024). + +These new processors can be used on the usual FTC cameras: + +* any UVC-compatible webcam +* the built-in camera of an FTC-supported Android phone (as Robot Controller) + +This does **not** include vision sensors such as HuskyLens and LimeLight 3A, +which do not use the FTC VisionPortal. + +Two Processors +-------------- + +The new software includes these processors: + +* **Color Sensor** - detects the color of a specified zone in the camera's + view +* **Color Locator** - gives detailed info on clusters of a specified color, + in a specified zone + +This tutorial has a :doc:`Color Sensor ` page, showing how +to use the Sample OpMode called ``ConceptVisionColorSensor``. + +For the **Color Locator** processor, the color "clusters" are called **Blobs**. +As listed above, this tutorial offers one page on Color Blob Concepts, and +three pages covering the Sample OpMode called ``ConceptVisionColorLocator``. + +The Sample OpModes are available in **FTC Blocks**\ , and in **Java** for use +in OnBot Java or Android Studio. Each programming section of this tutorial has +a Blocks tab and a Java tab. + +Next Steps +---------- + +Time to get started! + +Following this tutorial in order, first try the Sample OpMode for :doc:`Color +Sensor `. + +Then read about **Color Blob Concepts**\ , and try the **Color Locator** Sample +OpMode. + +Soon you'll be ready to add one or both features to your Autonomous OpModes -- +perhaps even to help automate your TeleOp! + +============ + +Questions, comments and corrections to westsiderobotics@verizon.net + + diff --git a/docs/source/programming_resources/index.rst b/docs/source/programming_resources/index.rst index 8faea95a..4c4ecfc9 100644 --- a/docs/source/programming_resources/index.rst +++ b/docs/source/programming_resources/index.rst @@ -110,7 +110,23 @@ Learning more about using vision vision/vision_overview/vision-overview vision/webcam_controls/index Camera Calibration - FTC Color Processing <../color_processing/color-processing-introduction/color-processing-introduction> + +Camera Color Processing +~~~~~~~~~~~~~~~~~~~~~~~ + +Learn more about using a simple webcam or smartphone camera to perform Color Processing + +.. toctree:: + :maxdepth: 1 + :titlesonly: + + ../color_processing/index + ../color_processing/color-sensor/color-sensor + ../color_processing/color-blob-concepts/color-blob-concepts + ../color_processing/color-locator-discover/color-locator-discover + ../color_processing/color-locator-explore/color-locator-explore + ../color_processing/color-locator-challenge/color-locator-challenge + ../color_processing/color-spaces/color-spaces Advanced Topics ~~~~~~~~~~~~~~~~ From 4fbd108ab1b154d9fa6792dd7fe9cd9c3e047a76 Mon Sep 17 00:00:00 2001 From: Uday Vidyadharan <55924756+uvidyadharan@users.noreply.github.com> Date: Mon, 23 Sep 2024 15:44:05 -0500 Subject: [PATCH 6/7] Real Diff Link Checker (#306) --- .github/workflows/link-check.yaml | 4 ++-- .github/workflows/pull-request.yaml | 29 +++-------------------------- docs/requirements.txt | 1 + docs/source/conf.py | 1 + 4 files changed, 7 insertions(+), 28 deletions(-) diff --git a/.github/workflows/link-check.yaml b/.github/workflows/link-check.yaml index 84b87c36..f7a1237c 100644 --- a/.github/workflows/link-check.yaml +++ b/.github/workflows/link-check.yaml @@ -22,12 +22,12 @@ jobs: run: pip install -r docs/requirements.txt - name: link-check - run: make -C docs/ linkcheck SPHINXOPTS="-W --keep-going -n -q" + run: make -C docs/ linkcheckdiff SPHINXOPTS="-W --keep-going -n -q" - name: Arhive Log if: ${{ failure() }} uses: actions/upload-artifact@v4 with: name: LINKCHECK--1 - path: docs/build/linkcheck/output.txt + path: docs/build/linkcheckdiff/output.json retention-days: 7 diff --git a/.github/workflows/pull-request.yaml b/.github/workflows/pull-request.yaml index 9728b523..44707eea 100644 --- a/.github/workflows/pull-request.yaml +++ b/.github/workflows/pull-request.yaml @@ -133,6 +133,7 @@ jobs: if unzip -t linkcheck.zip >/dev/null 2>&1; then unzip -q linkcheck.zip -d linkcheck_contents echo "Successfully downloaded and unzipped previous LINKCHECK artifact" + mv linkcheck_contents/output.json docs/main-output.json else echo "Downloaded file is not a valid zip. Skipping unzip." rm linkcheck.zip @@ -141,38 +142,14 @@ jobs: - name: link-check run: | - make -C docs/ linkcheck SPHINXOPTS="-W --keep-going -n -q" || true - - - name: Compare outputs - run: | - echo "Archived Errors" - cat linkcheck_contents/output.txt - echo "PR Errors" - cat docs/build/linkcheck/output.txt - - if [ -f linkcheck_contents/output.txt ]; then - sort linkcheck_contents/output.txt > old_sorted.txt - sort docs/build/linkcheck/output.txt > new_sorted.txt - new_errors=$(comm -13 old_sorted.txt new_sorted.txt) - if [ -n "$new_errors" ]; then - echo "New errors found:" - echo "$new_errors" - exit 1 - else - echo "No new errors found." - fi - else - echo "No previous output.txt found. Treating all current errors as new." - cat docs/build/linkcheck/output.txt - [ -s docs/build/linkcheck/output.txt ] && exit 1 || exit 0 - fi + make -C docs/ linkcheckdiff SPHINXOPTS="-W --keep-going -n -q" - name: Archive Log if: always() uses: actions/upload-artifact@v4 with: name: LINKCHECK-PR-${{ github.event.number }}-${{ github.run_attempt }} - path: docs/build/linkcheck/output.txt + path: docs/build/linkcheckdiff/output.json retention-days: 7 image-check: diff --git a/docs/requirements.txt b/docs/requirements.txt index 24b7fe8f..4fa6b39c 100644 --- a/docs/requirements.txt +++ b/docs/requirements.txt @@ -10,3 +10,4 @@ sphinx-sitemap==2.3.0 python-git-info==0.8.3 sphinxcontrib-mermaid==0.9.2 sphinxext-rediraffe==0.2.7 +git+https://github.com/FIRST-Tech-Challenge/ftcdocs-helper@main#subdirectory=linkcheckdiff diff --git a/docs/source/conf.py b/docs/source/conf.py index f26d3cdf..3842eb44 100644 --- a/docs/source/conf.py +++ b/docs/source/conf.py @@ -30,6 +30,7 @@ 'sphinxcontrib.cookiebanner', 'sphinxcontrib.mermaid', "sphinxext.rediraffe", + "ftcdocs_linkcheckdiff", ] autosectionlabel_prefix_document = True From 9b3c475472e139ce3b02aa7b44dbff36d406ebcb Mon Sep 17 00:00:00 2001 From: Danny Diaz Date: Mon, 23 Sep 2024 17:04:02 -0400 Subject: [PATCH 7/7] Update color-sensor.rst (#314) --- docs/source/color_processing/color-sensor/color-sensor.rst | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/source/color_processing/color-sensor/color-sensor.rst b/docs/source/color_processing/color-sensor/color-sensor.rst index bc145871..86aee8b4 100644 --- a/docs/source/color_processing/color-sensor/color-sensor.rst +++ b/docs/source/color_processing/color-sensor/color-sensor.rst @@ -136,6 +136,7 @@ showing how to view the OpenCV results with **previews**. Previewing is essential for working with vision code. **Opening the DS Preview** + 1. On the Driver Station (DS), remain in INIT -- don't touch the Start button. 2. At the top right corner, touch the 3-dots menu, then ``Camera Stream``. This shows the camera's view; tap the image to refresh it.

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