---
license: apache-2.0
pipeline_tag: image-to-text
---

# Talking Points: Describing and Localizing Pixels

This repository contains the Point Descriptor and Point Localizer models presented in the paper [Talking Points: Describing and Localizing Pixels](https://huggingface.co/papers/2510.14583).

Talking Points introduces a novel framework for pixel-level grounding. It consists of two complementary components: a Point Descriptor that generates rich, contextual descriptions of individual keypoints, and a Point Localizer that regresses precise pixel coordinates from these descriptions. Unlike prior work, our approach produces free-form, coarse-to-fine descriptions that situate keypoints within their visual context.

<div align="center">
  <img src="https://github.com/matanr/Talking_Points/raw/master/images/teaser.png" alt="Talking Points Teaser Image">
</div>

For detailed information on installation, dataset creation, training, and evaluation scripts, please refer to the official [GitHub repository](https://github.com/matanr/Talking_Points).