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nielsr/locateanything-demo

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App README

LocateAnything 3B — Interactive Visual Grounding Space

This Space hosts [nvidia/LocateAnything-3B](https://huggingface.co/nvidia/LocateAnything-3B), the generalist vision-language grounding model from *LocateAnything: Fast and High-Quality Vision-Language Grounding with Parallel Box Decoding*.

LocateAnything predicts whole bounding boxes (or points) as atomic blocks in a single forward pass via Parallel Box Decoding (PBD / "fast" mode), while still supporting token-by-token autoregressive decoding ("slow" mode) and an adaptive "hybrid" mode that falls back to slow decoding when the fast output looks ambiguous.

What you can do here

Upload an image and pick a task:

TaskOutputExample query
Detect (multi-category)boxesperson, car, bus
Ground single1 boxa red umbrella
Ground multiboxespeople wearing red shirts
Text detectionboxes(no query — all scene text)
Pointpointsthe traffic light
GUI groundingbox or pointthe search button

Pick a decoding mode — fast (MTP), slow (NTP), or hybrid — and the predicted boxes/points are drawn directly on the image, with raw model output and timing stats shown below.

Requires a GPU Space. The 3B model runs in bf16 on a single A10G (22 GB).