Marigold Depth

Free.ai (self-hosted) · image_enhance · ~1000 tokens per image

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~1000 tokens per image

Marigold Depth is an image upscaler built by ETH Zurich. Strongest at ControlNet depth conditioning, parallax / 2.5D effects, AR/VR scene reconstruction, displacement maps.. Self-hosted on Free.ai GPUs — runs free against your daily token pool (1,000 tokens per image). Released under OpenRAIL++-M — commercial use permitted on Free.ai.

Use via API

OpenAI-compatible REST API. Generate a key and call this model in seconds.

curl -X POST https://api.free.ai/v1/image/enhance/ \
  -H "Authorization: Bearer sk-free-..." \
  -H "Content-Type: application/json" \
  -d '{"model":"marigold-depth","prompt":"your prompt here"}'
API Documentation Get API Key

Frequently Asked Questions

Marigold Depth upscales and sharpens low-resolution images while preserving detail. Upload a small or blurry photo and Marigold Depth returns a higher-resolution version suitable for print, large displays, or further editing.

2× and 4× are the standard targets; some configurations support 8×. Final size is capped at 8192×8192 pixels on Free.ai to keep memory bounded.

PNG, JPG, WebP, HEIC, and BMP up to 10 MB. Animated GIFs are processed frame-by-frame.

Yes — modern enhancers include face-aware restoration. For very degraded portraits the dedicated /image/restore-face/ tool gives the cleanest result. Marigold Depth handles general scenes plus faces in one pass.

Marigold Depth runs on our own GPUs against your daily free pool first; then $5 → 200,000 paid tokens. About ~500 tokens per upscale.

Marigold Depth hallucinates plausible detail at the upscale step — it is not a forensic tool. For most consumer uses (web → print, mobile → desktop wallpaper, archive scan → display) the result is convincing.

Crisp on large text + simple logos; small fine print can warp on aggressive (4×+) settings. Use 2× when text fidelity matters most.

Yes — /batch/ accepts a folder. Outputs land in /account/?tab=history with the original filename suffixed `-upscaled`. For folder-tree preservation use the API.

Yes — POST to /v1/image/enhance/ with model="Marigold Depth" and your image. /api/ has the full reference + auth.

Same policy as the rest of Free.ai — self-hosted models stay on our GPUs; premium pass through with a DPA; uploads expire on the share-window schedule (24h anon, 7d signed-in). We do not train on your images.

Yes. Free.ai grants commercial use of upscaled images. You must own the source you uploaded.

5–20 seconds at 2×, 15–60 seconds at 4× depending on source resolution and GPU load. Premium models tend to finish on the lower end of those ranges.

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