Popular GitHub Repositories for Referring

[CVPR'23] Universal Instance Perception as Object Discovery and Retrieval

[CVPR2024 Highlight]GLEE: General Object Foundation Model for Images and Videos at Scale

:books: A collection of papers about Referring Image Segmentation.

[CVPR 2024] Aligning and Prompting Everything All at Once for Universal Visual Perception

This repository collects some codes that encapsulates commonly used algorithms in the field of machine learning. Most of them are based on Numpy, Pandas or Torch. You can deepen your understanding to related model and algorithm or revise it to get the customized code belongs yourself by referring to this repository.

[ICCV2021 & TPAMI2023] Vision-Language Transformer and Query Generation for Referring Segmentation

An official PyTorch implementation of the CRIS paper

[CVPR 2023] Referring Image Matting

Referring any person or objects given a natural language description. Code base for RexSeek and HumanRef Benchmark

[ICCV-2023] The official code of Bridging Vision and Language Encoders: Parameter-Efficient Tuning for Referring Image Segmentation

A detection/segmentation dataset with labels characterized by intricate and flexible expressions. "Described Object Detection: Liberating Object Detection with Flexible Expressions" (NeurIPS 2023).

Official implementation of "RoboRefer: Towards Spatial Referring with Reasoning in Vision-Language Models for Robotics"

[SIGGRAPH Asia 2019] Language-based Colorization of Scene Sketches

Rex-Thinker: Grounded Object Refering via Chain-of-Thought Reasoning

CVPR 2025录用论文：GLUS的官方PyTorch实现，该模型将全局局部推理统一到单个大型语言模型中，用于视频分割。

Official PyTorch implementation of “MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation”

Related papers about Referring Image Segmentation (RIS)

[ICASSP 2024] VGDiffZero: Text-to-image Diffusion Models Can Be Zero-shot Visual Grounders

[ICCV 2025] Official Implementation of RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model for Referring Expression

Official Repository of "Transcrib3D: 3D Referring Expression Resolution through Large Language Models" accepted at IROS 2024