Compare · alternative tools

Calabi Sanitizer vs NeuralBleach

NeuralBleach is a CLI tool for removing invisible AI watermarks via Stable Diffusion regeneration with ControlNet edge-locking. Images only, GPU required, no metadata injection.

Feature comparison

Feature	Calabi Sanitizer	NeuralBleach
Video support	Yes	No — images only
Invisible-watermark handling	Re-encode disruption (partial) + audio scramble	SDXL diffusion regen with ControlNet
Encoder fingerprint removal	Yes	No (explicit limitation)
Phone identity injection	Yes — Make/Model/GPS/timestamp	No
Forensic proof card	Yes	No
Web UI	Yes	No — CLI
GPU required	No	Yes (RTX 3060+ recommended)

Verdict

NeuralBleach excels at aggressive image watermark destruction via diffusion. Calabi covers the full creator workflow — video + image, identity injection, proof.

About NeuralBleach

NeuralBleach is a CLI + Colab notebook hosted at https://github.com/obaskly/NeuralBleach by obaskly. Open source. Useful for the engineer audience.

When to choose Calabi instead

• You work with video (MP4 / MOV / WEBM), not just images.
• You want the file to look like a real phone capture after cleaning — Make / Model / GPS / timestamp injected.
• You want a forensic proof card showing exactly what was stripped before you download.
• You don't want to install anything or run a GPU.
• You want to batch upload multiple files from a web UI.