Load media
Open a video (e.g. MP4, MKV, AVI) or an image (PNG, JPG, WebP, BMP). FFmpeg and OpenCV prepare frames and metadata.
WatermarkRemoverLiteVideo
For Windows · Your media stays on your PC
WatermarkRemoverLiteVideo clears logos, stamps, and burned-in captions from video and still images with natural, convincing fills powered by LaMa. Edit on a full timeline, refine masks by hand or with smart assist, then export your clip—processing stays local, so your files are not sent to the cloud for this workflow.
demo.mp4 file in the assets/ folder to show your own demo here, or check the browser console if the file fails to load.
Demo video showing what WatermarkRemoverLiteVideo can do — before/after results, mask refinement, and clean exports.
Workflow
The core is an inpainting pipeline: a mask is generated over the watermark region and the LaMa model fills that area by predicting texture and color consistent with the surroundings. For video, processing runs frame by frame (with quality options and temporal smoothing to reduce flicker).
Open a video (e.g. MP4, MKV, AVI) or an image (PNG, JPG, WebP, BMP). FFmpeg and OpenCV prepare frames and metadata.
Manual: draw an ROI rectangle over the watermark; choose a solid mask, adaptive text detection, or soft alpha. Auto: corner heuristics (top-hat, Canny, Otsu) for typical edge watermarks.
The inpainting engine reconstructs the patch. You can set the maximum patch side (512–1024 px or unlimited) and passes for opaque logos.
The output video is encoded with FFmpeg (CRF, preset, copied or AAC audio). By default output goes to output/videos next to the executable or project root.
Product
Real capabilities from the app: single LaMa engine, video and image workflows, and fine-grained quality controls.
Temporal editor: multiple watermark clips, drag ranges, resize edges, double-click to jump to clip start. Ideal when the mark appears only in segments or moves.
Load an image, process, and compare before/after previews. Export to PNG or JPG when you are happy with the result.
Fixed ROI: one region for the whole video. Multi + time: different rectangles per segment; the mask can be re-estimated if the ROI changes (motion or scene variation).
Heuristic detection aimed at corner watermarks: fine text, high contrast, or semi-transparent overlay, using classical vision (no extra ML for the mask).
Maximum patch size to the model (512 px fast, 768 balanced for 1080p, 1024 for fine logos/4K, or unlimited for best quality with more VRAM). Optional multiple passes for opaque logos. Temporal patch smoothing to reduce flicker between frames.
Progress messages, device (CPU/GPU), PyTorch backend, resolution and FPS of the loaded video, and export paths for troubleshooting.
Built-in translations for toolbars, dialogs, and tooltips in both languages.
Project ready for build_exe.bat (PyInstaller). Models and FFmpeg can be bundled; rebuild the .exe after changes to models or paths.
Models and processing run locally. You do not need to upload your videos to a server to use LaMa in this app.
Use cases
LaMa is strong at filling regions, but results depend on background complexity and whether the mask fully covers the mark. Automatic detection targets corners; for central or moving marks, manual mode or time-based clips usually work better.
Before you install
These notes are for end users of the Windows build from WRLV.rar. You normally do not install Python, pip, or FFmpeg yourself.
output/videos near the app.More from AmericaPixelGames
If you want to explore more tools from the same studio, here are two additional projects published by AmericaPixelGames.
FFStudio is a desktop video editor created for creators who need a clear workflow for clip selection, crop editing, reframing, and export.
Another AmericaPixelGames software project with its own dedicated website and documentation.
Games by AmericaPixelGames
These titles come from the public metadata of AmericaPixelGames game pages and show another side of the studio's work.
A retro-inspired arcade space shooter where elite pilots battle hostile forces, collect cosmic stars, and push humanity one step closer to recovery.
View game detailsA rhythm-charged runner built around music, reflexes, and flow, where every collected element enriches the soundtrack as the pace rises.
View game detailsA music-learning racing game that mixes theory, memory, and agility, helping players identify notes, degrees, and emotions while they play.
View game detailsWant the Windows program ready to run? Get WRLV.rar from the download page.