Multi-Grained Cross-modal Alignment for Learning Open-vocabulary Semantic Segmentation from Text Supervision

no code implementations • 6 Mar 2024 • Yajie Liu, Pu Ge, Qingjie Liu, Di Huang

Recently, learning open-vocabulary semantic segmentation from text supervision has achieved promising downstream performance.

Contrastive Learning Open Vocabulary Semantic Segmentation +3

Towards Generalizable Referring Image Segmentation via Target Prompt and Visual Coherence

no code implementations • 1 Dec 2023 • Yajie Liu, Pu Ge, Haoxiang Ma, Shichao Fan, Qingjie Liu, Di Huang, Yunhong Wang

Referring image segmentation (RIS) aims to segment objects in an image conditioning on free-from text descriptions.

Image Segmentation Semantic Segmentation

An Empirical Study on Multi-Domain Robust Semantic Segmentation

no code implementations • 8 Dec 2022 • Yajie Liu, Pu Ge, Qingjie Liu, Shichao Fan, Yunhong Wang

How to effectively leverage the plentiful existing datasets to train a robust and high-performance model is of great significance for many practical applications.

Data Augmentation Segmentation +1