Depix : Recovers Passwords From Pixelized Screenshots

Depix is a tool for recovering passwords from pixelized screenshots. This implementation works on pixelized images that were created with a linear box filter.

In this article I cover background information on pixelization and similar research.

Example

python depix.py -p images/testimages/testimage3_pixels.png -s images/searchimages/debruinseq_notepad_Windows10_closeAndSpaced.png -o output.png

Usage

  • Cut out the pixelated blocks from the screenshot as a single rectangle.
  • Paste a De Bruijn sequence with expected characters in an editor with the same font settings (text size, font, color, hsl).
  • Make a screenshot of the sequence. If possible, use the same screenshot tool that was used to create the pixelized image.
  • Run python depix.py -p [pixelated rectangle image] -s [search sequence image] -o output.png

Algorithm

The algorithm uses the fact that the linear box filter processes every block separately. For every block it pixelizes all blocks in the search image to check for direct matches.

For most pixelized images Depix manages to find single-match results. It assumes these are correct. The matches of surrounding multi-match blocks are then compared to be geometrically at the same distance as in the pixelized image. Matches are also treated as correct. This process is repeated a couple of times.

After correct blocks have no more geometrical matches, it will output all correct blocks directly. For multi-match blocks, it outputs the average of all matches.

R K

Recent Posts

Install PHP on Ubuntu 26.04: Apache, Nginx, and Multiple Versions

PHP 8.5 is included in Ubuntu 26.04's default repositories and is the recommended version for…

15 hours ago

Upgrade to Ubuntu 26.04 from 25.10 and 24.04 LTS: Complete Guide

Ubuntu 26.04 LTS "Resolute Raccoon" arrived on April 23, 2026 with Linux kernel 7.0, GNOME 50,…

15 hours ago

Install Kubernetes on Ubuntu 26.04 with kubeadm and containerd

Kubernetes is the standard platform for running containerized workloads across multiple servers with self-healing, rolling…

15 hours ago

Install Ubuntu 26.04: Bootable USB, Partitioning, and First Steps

Ubuntu 26.04 LTS "Resolute Raccoon" was released on April 23, 2026 with Linux kernel 7.0, GNOME desktop, and standard security support until April 2031. A clean install gives you a known-good starting point on new hardware, when replacing another operating system, or when an upgrade path is not practical. This guide walks through how to install Ubuntu 26.04: downloading and verifying the ISO, writing a bootable USB drive, completing the installer, and doing the initial setup after the first boot. Before you start: You need a USB drive with at least 12 GB of free space. Back up any existing data on the target machine — the installer can erase the entire disk. Install Ubuntu 26.04: Download the ISO…

15 hours ago

Change Timezone on Ubuntu: timedatectl and Desktop GUI Guide

The correct timezone affects more than the clock on your screen. It drives cron job scheduling, systemd timer execution, log file timestamps, database record timing, and SSL certificate validity checks. A mismatched timezone can cause scheduled jobs to fire at the wrong hour and make log timestamps impossible to match with real-world events. This guide shows how to change timezone on Ubuntu using the timedatectl command (the recommended approach for servers and remote machines) and through the graphical Date & Time settings on desktop systems. The steps apply to all current Ubuntu releases including 24.04 and 26.04. <strong>Prerequisite:</strong>&nbsp;Only&nbsp;the&nbsp;root&nbsp;user&nbsp;or&nbsp;a&nbsp;user&nbsp;with&nbsp;sudo&nbsp;access&nbsp;can&nbsp;change&nbsp;the&nbsp;system&nbsp;timezone. Check the Current Timezone Before You Change It Run timedatectl with no arguments to see the active timezone and clock status: bashtimedatectl Sample output: Local…

15 hours ago

Install Atom on Ubuntu 18.04: GitHub’s Code Editor APT Setup

Atom is a free, open-source, cross-platform code editor developed by GitHub. Built on Electron, it uses…

1 day ago