Real outputs. A few lines of code.
Ideas for turning a folder of files into something useful.
Remove the background, then upscale the real cutout. A complete two-stage recipe with downloadable photos, code, and costs.
Read the guideBeta access required. Request access to run this workflow.
A real before-and-after with Real-ESRGAN, the batch API, and the cost of upscaling a catalog.
Use BiRefNet for transparent cutouts, inspect the edges, and batch the work at a published fare.
Request SRT from Whisper large-v3, review a real transcription, and understand the two billing minimums.
Compare one collection with separate submissions, including the minimum charge and the audio file floor.
Try a different term or explore all the guides.
Examples use real cached worker outputs. The archive samples use public-domain sources; the product samples start with AI-generated photos. Each guide includes its settings and limitations. Exploring them runs no GPU jobs.
01 / On the workbench
Original photo → transparent cutout → larger transparent image. Inspect the actual files from the local workers.
A rounded handle and speckled ceramic surface show where the mask and fine texture need review.
AI-generated input. Real worker outputs. BiRefNet general → Real-ESRGAN x4plus, run locally on CPU. These files are cached; viewing them starts no jobs.
The handle opening is transparent in both outputs. Upscaling smooths the original speckles and can leave edge halos. Inspect against light and dark backgrounds before publishing. The generated source is an illustrative product photo, not evidence of performance across real customer catalogs.
Reflective glass and a narrow pump outline make useful edge and transparency checks.
AI-generated input. Real worker outputs. BiRefNet general → Real-ESRGAN x4plus, run locally on CPU. These files are cached; viewing them starts no jobs.
The model isolates the bottle outline; it does not reconstruct physically accurate transparent glass. Source-colored reflections remain in the bottle, and halos can appear around the pump after upscaling. Review on the intended background. The generated source is an illustrative product photo, not a real skincare brand or customer photograph.
02 / Before you build
Change the model, file count, and input size. See how sharing a submission minimum changes the cost.
See the full fare table$0.0075 minimum per submission. At that minimum, a lone job here costs more than on Replicate. Expect a 10 to 30 s cold start, occasionally minutes.
List-fare estimate / USD
03 / Keep building
Use the first-run guide for upload, dry run, submission, polling, and download.
