4.5 Card Recognition
4.5.1 Algorithm

It can identify whether there are corresponding traffic cards in the image. If yes, it will return information including the coordinates, size, and label values of the cards.
4.5.2 Classification Label
Label |
Definition |
Pic |
|---|---|---|
1 |
go forward |
|
2 |
turn left |
|
3 |
turn right |
|
4 |
turn around |
|
5 |
stop |
|
Note: The algorithm can only recognize one card at a time. The card can still be recognized within a certain rotation, deflection and pitch angle. When using, please make the card face the camera as directly as possible for better recognition.
4.5.3 Returned Values
When the controller acquires the recognition result, the algorithm will return the followings:
Parameter |
Definition |
|---|---|
kXValue |
Card central coordinate x |
kYValue |
Card central coordinate y |
kWidthValue |
Card width w |
kHeightValue |
Card height h |
kLabel |
Card label value |
Code:
// Traverse all the detected cards
for (int i = 1; i <= obj_num; ++i) {
// Obtain the coordinate and size of the card in the image
int x = sengo.GetValue(VISION_TYPE, kXValue, i); // Card central coordinate x
int y = sengo.GetValue(VISION_TYPE, kYValue, i); // Card central coordinate y
int w = sengo.GetValue(VISION_TYPE, kWidthValue, i); // Card width
int h = sengo.GetValue(VISION_TYPE, kHeightValue, i); // Card height
// Card label value (Corresponding to the card_classes array index)
int card_type = sengo.GetValue(VISION_TYPE, kLabel, i);
// Ensure that the card type is within a valid range (to prevent array out-of-bounds)
if (card_type < 0) card_type = 0;
if (card_type >= sizeof(card_classes)/sizeof(card_classes[0]))
card_type = 0;
// Print the detailed information of the card
Serial.print(" Card #");
Serial.print(i);
Serial.print(": ");
Serial.print("Position=(");
Serial.print(x);
Serial.print(",");
Serial.print(y);
Serial.print("), Size=");
Serial.print(w);
Serial.print("x");
Serial.print(h);
Serial.print(", Type=");
Serial.println(card_classes[card_type]); // Use the mapping table to obtain the type name
}
4.5.4 Test Code
#include <Arduino.h> // Arduino core library
#include <Sentry.h> // Sentry machine vision sensor library
// Create an alias Sengo for the Sengo1 type to simplify subsequent usage
typedef Sengo1 Sengo;
// Communication method (currently enabled I2C).
#define SENGO_I2C
// #define SENGO_UART // UART serial communication solution (annotated as disabled)
// Include the corresponding library according to the selected communication mode
#ifdef SENGO_I2C
#include <Wire.h> // Libraries required for I2C communication
#endif
#ifdef SENGO_UART
#include <SoftwareSerial.h> // Soft serial library
#define TX_PIN 11 // Customize the TX pin
#define RX_PIN 10 // Customize the RX pin
SoftwareSerial mySerial(RX_PIN, TX_PIN); // Create a soft serial port object
#endif
// Define the visual processing type as a machine card recognition mode
#define VISION_TYPE Sengo::kVisionCard
// Create a Sengo sensor object
Sengo sengo;
// Card type name mapping table (Index corresponding to card label values)
const char* card_classes[] = {
"unknown", // 0: Unknown card type
"forward", // 1: Forward
"left", // 2: Turn left
"right", // 3: Turn right
"turn_around", // 4: Turn around
"park", // 5: Stop
// Note: The size of the array should match the actual number of card types
};
void setup() {
sentry_err_t err = SENTRY_OK; // Define the error state variable and initialize it to be error-free
Serial.begin(9600); // Initialize the serial port for debugging the output
Serial.println("Waiting for sengo initialize..."); // Print the initialization prompt
// Initialize the sensor according to the selected communication mode
#ifdef SENGO_I2C
Wire.begin(); // Initialize the I2C bus
// Keep trying to connect until succeed
while (SENTRY_OK != sengo.begin(&Wire)) {
yield(); // Allow other tasks to run while waiting
}
#endif // SENGO_I2C
#ifdef SENGO_UART
mySerial.begin(9600); // Initialize the soft serial port with a baud rate of 9600
// Keep trying to connect until succeed
while (SENTRY_OK != sengo.begin(&mySerial)) {
yield(); // Allow other tasks to run while waiting
}
#endif // SENGO_UART
Serial.println("Sengo begin Success."); // Print the successful initialization information of the sensor
// Activate the machine card recognition function
err = sengo.VisionBegin(VISION_TYPE);
// Print the initialization result of c recognition
Serial.print("sengo.VisionBegin(kVisionCard) ");
if (err) {
Serial.print("Error: 0x"); // If an error occurs, print the error prefix
} else {
Serial.print("Success: 0x"); // If successful, print the success prefix
}
Serial.println(err, HEX); // Print the error code in hexadecimal format
}
void loop() {
// Obtain the detected cards
int obj_num = sengo.GetValue(VISION_TYPE, kStatus);
// If at least one card is detected
if (obj_num > 0) {
// Print the total number of detected cards
Serial.print("Totally ");
Serial.print(obj_num);
Serial.println(" cards detected");
// Traverse all the detected cards
for (int i = 1; i <= obj_num; ++i) {
// Obtain the coordinate and size of the card in the image
int x = sengo.GetValue(VISION_TYPE, kXValue, i); // Card central coordinate x
int y = sengo.GetValue(VISION_TYPE, kYValue, i); // Card central coordinate y
int w = sengo.GetValue(VISION_TYPE, kWidthValue, i); // Card width
int h = sengo.GetValue(VISION_TYPE, kHeightValue, i); // Card height
// Card label value (Corresponding to the card_classes array index)
int card_type = sengo.GetValue(VISION_TYPE, kLabel, i);
// Ensure that the card type is within a valid range (to prevent array out-of-bounds)
if (card_type < 0) card_type = 0;
if (card_type >= sizeof(card_classes)/sizeof(card_classes[0]))
card_type = 0;
// Print the detailed information of the card
Serial.print(" Card #");
Serial.print(i);
Serial.print(": ");
Serial.print("Position=(");
Serial.print(x);
Serial.print(",");
Serial.print(y);
Serial.print("), Size=");
Serial.print(w);
Serial.print("x");
Serial.print(h);
Serial.print(", Type=");
Serial.println(card_classes[card_type]); // Use the mapping table to obtain the type name
}
}
delay(200);
}
4.5.5 Test Result
After uploading the code, the AI vision module will scan the area captured by the camera. If there is a card, it will recognize the card and print its type (forward, turn around, turn left, turn right, and stop) in the serial monitor.





