0xFF 在 cv2.waitKey (1)中表示什么?

在下面的代码片段中,我试图理解0xFF 在引擎盖下做了什么:

if cv2.waitKey(0) & 0xFF == ord('q'):
break

有什么想法吗?

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0xFF is a hexadecimal constant which is 11111111 in binary. By using bitwise AND (&) with this constant, it leaves only the last 8 bits of the original (in this case, whatever cv2.waitKey(0) is).

ord(c) returns an integer representing the Unicode code point of the character(c) when the argument is a unicode object, or value of the byte when argument is an 8-bit string.

In case of 64-bit systems the value of cv2.waitKey(0) is bitwise AND(&) with the 0xFF hexadecimal constant (which is representation of binary string 11111111) that results in the last 8 bits of it. Thus checking eqality with ord(c).

It is also important to note that ord('q') can return different numbers if you have NumLock activated (maybe it is also happening with other keys). For example, when pressing c, the code:

key = cv2.waitKey(10)
print(key)

returns

 1048675 when NumLock is activated
99 otherwise

Converting these 2 numbers to binary we can see:

1048675 = 100000000000001100011
99 = 1100011

As we can see, the last byte is identical. Then it is necessary to take just this last byte as the rest is caused because of the state of NumLock. Thus, we perform:

key = cv2.waitKey(33) & 0b11111111
# 0b11111111 is equivalent to 0xFF

and the value of key will remain the same and now we can compare it with any key we would like such as your question

if key == ord('q'):

cv2.waitKey() returns a 32 Bit integer value (might be dependent on the platform). The key input is in ASCII which is an 8 Bit integer value. So you only care about these 8 bits and want all other bits to be 0. This you can achieve with:

cv2.waitKey(0) & 0xFF

Truthfully in this case you don't need 0xFF. If you did cv2.waitkey(0) == ord(q) it would work all the same. 0xFF is just used to mask off the last 8bits of the sequence and the ord() of any english keyboard character will not be greater than 255. You can reference this ASCII Table to find the numerical values of any keyboard character.

In this code,

if cv2.waitKey(0) & 0xFF == ord('q'):
break

The waitKey(0) function returns -1 when no input is made whatsoever. As soon the event occurs i.e. a Button is pressed it returns a 32-bit integer.

The 0xFF in this scenario is representing binary 11111111 a 8 bit binary, since we only require 8 bits to represent a character we AND waitKey(0) to 0xFF. As a result, an integer is obtained below 255.

ord(char) returns the ASCII value of the character which would be again maximum 255.

Hence by comparing the integer to the ord(char) value, we can check for a key pressed event and break the loop.

cv2.waitKey() is the function which bind your code with keyboard and any thing you type will be returned by this function. output from waitKey is then logically AND with 0xFF so that last 8 bits can be accessed. Therefore last 8 bit represent input from keyboard and this is compared using == with the character you want.

**READ THIS IT WILL SAVE YOUR TIME **

Note 1: cv2.waitKey() will return the keyword that you press in case if u just click on the close button when the window is opened then it will return -1

Note 2: let us assume that you have pressed 'q' then cv2.waitkey() will return that 'q' but the format it returns will be in string data type in order to change it to binary we are performing bitwise AND operation with help of & symbol with 0xFF . 0xFF is in hexadecimal format also know as hexadecimal constant which is 255 in decimal format or 11111111 in binary format.


Decimal=255
Binary=11111111
Hexadecimal=0xff


**Note it is the same value in different formats **

Note 3: we all know that '&' in python is used to perform bitwise 'And' operation, Bitwise in the sense we perform the And operation at binary level AND operation logic: **

        0&0=0
0&1=0
1&0=0
1&1=1

**

Below represents the small table of asci value and binary value of letter 'q'

**Letter    ASCII Code  Binary  **
q           113      01110001

Note 4: since we have given the hexadecimal constant 0xFF whose value in binary is 11111111 let's perform the bit AND OPERATION with the binary value of letter 'q' which is 01110001.

        q= 01110001
0xFF=11111111
----------
01110001   ----->q so when do bitwise and operation we get the same value of q
----------

Note 5:

Since we are performing bitwise And operation with 0xFF which is a hexadecimal constant, once the bitwise operation is completed or performed, the result will change to the decimal format, so since we are using ord('q') function which will return the decimal value or ASCII value of 'q' so both will be equal the condition if condition becomes true and the loop will break

  1. cv2.waitKey(0) -- 0 means that what ever is your output will stay on screen for 0ms i.e infinite time period
  2. 0xFF == ord('q') -- means taking keyboard input. here its 'q'

in normal term i say this is trying to say keep output open until user press 'q' in its keyboard.

cv2.waitKey() returns the value -1 if no key is pressed. When you press a key, it returns the ASCII value of that key. So if you do

 k = cv2.waitKey(0)
if k == ord('b'):
break

when the b key is pressed, the value of k will be 98 which is equal to the value of ord('b'), ie 98 and this conditional will be true resulting in break. However, depending on the platform or a keyboard modifier, a 32bit integer value will be returned. In this case, it is better to use cv2.waitKey() & 0xFF, which, in a binary AND operation, will result in the value of the key pressed, and can be compared with ord('key')

The behavior of waitKey has changed in v3.2 (December 2016).

The current behavior is this:

  • waitKey returns -1 or the lowest 8 bits of the keycode
  • waitKeyEx returns -1 or the full keycode, which can contain additional flags for special keys (e.g. arrow keys, modifiers, ...)

You do not need the & 0xFF stuff with waitKey. Just use

if cv2.waitKey(...) == ord('q'):
...

This checks if the key q was pressed. ord() converts the string/character q into its ASCII integer code. That is needed because waitKey returns an integer.

The historical behavior was that there was only waitKey, no waitKeyEx. waitKey returned the full keycode.

If the keycode contained additional flags, it wouldn't be exactly ord('q') anymore. The & 0xFF is a bitwise operation that amounts to a mask. Only the bottom eight bits of the keycode remain, hence discarding any flags in higher bits. The comparison would succeed if you pressed the q key, even if any flags were set.

It's like if you waited for 0 milliseconds and press 'Q' on the key bord then the loop will break.

# If we've waited at least 1 ms And we've pressed the Esc
while True:
if cv2.waitKey(1) & 0xFF == 27:
break
cv2.destroyAllWindows()