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February 2025
Multi-Grained Contrastive Learning for Text-Supervised Open-Vocabulary Semantic Segmentation
- Yajie Liu,
- Pu Ge,
- Guodong Wang,
- Qingjie Liu,
- Di Huang
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), Volume 21, Issue 3Article No.: 81, Pages 1–21https://doi.org/10.1145/3711868

Learning open-vocabulary semantic segmentation (OVSS) from text supervision has recently received increasing attention for its promising potential in real-world applications. However, only with image-level supervision, it struggles to achieve dense and ...
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research-article
May 2024
An Empirical Study on Multi-domain Robust Semantic Segmentation
International Journal of Computer Vision (IJCV), Volume 132, Issue 10Pages 4289–4304https://doi.org/10.1007/s11263-024-02100-z
Abstract
How to effectively leverage the plentiful existing datasets to train a robust and high-performance model is of great significance for many practical applications. However, a model trained on a naive merge of different datasets tends to obtain poor ...
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