Tool to detect if pixels are fully or not completely filled with randomness in an image from statistical measurements of color variations inside the whole picture.
Image with Random Pixels - dCode
Tag(s) : Image Processing
dCode is free and its tools are a valuable help in games, maths, geocaching, puzzles and problems to solve every day!
A suggestion ? a feedback ? a bug ? an idea ? Write to dCode!
Image with Random Pixels
Randomness Detector
Answers to Questions (FAQ)
What is a random pixels image?
A random image is an image in which the pixels are chosen at random, so they can take any color from the desired palette (generally 16 million colors). The resulting images look like multi-colored noise background.
Example: 
is an image of 256x256 pixels with fully randomized colors (in appearance... see below)
How to detect randomness in a randomized image?
A perfectly random image will have ideally distributed colors (about as much green hue as blue or red, and about as many bright colors as grayish colors), any variation in the average values over a given area tends to indicate non-random values.
The human eye and brain cannot detect small variations in random noise, only computer image analysis can.
Example: By analyzing the image above, dCode can detect that red pixels are abnormally present in the center of the image. In reality it is because the image hides the message: 
Source code
dCode retains ownership of the "Image with Random Pixels" source code. Except explicit open source licence (indicated Creative Commons / free), the "Image with Random Pixels" algorithm, the applet or snippet (converter, solver, encryption / decryption, encoding / decoding, ciphering / deciphering, breaker, translator), or the "Image with Random Pixels" functions (calculate, convert, solve, decrypt / encrypt, decipher / cipher, decode / encode, translate) written in any informatic language (Python, Java, PHP, C#, Javascript, Matlab, etc.) and all data download, script, or API access for "Image with Random Pixels" are not public, same for offline use on PC, mobile, tablet, iPhone or Android app!
Reminder : dCode is free to use.
Cite dCode
The copy-paste of the page "Image with Random Pixels" or any of its results, is allowed (even for commercial purposes) as long as you cite dCode!
Exporting results as a .csv or .txt file is free by clicking on the export icon
Cite as source (bibliography):
Image with Random Pixels on dCode.fr [online website], retrieved on 2023-09-27,
