APA (7th ed.) Citation

Li, J., Lu, Y., Zhang, Y., Wang, F., Xie, Y., & Qu, Y. (2026). Direct Segmentation without Logits Optimization for Training-Free Open-Vocabulary Semantic Segmentation.

Chicago Style (17th ed.) Citation

Li, Jiahao, Yang Lu, Yachao Zhang, Fangyong Wang, Yuan Xie, and Yanyun Qu. Direct Segmentation Without Logits Optimization for Training-Free Open-Vocabulary Semantic Segmentation. 2026.

MLA (9th ed.) Citation

Li, Jiahao, et al. Direct Segmentation Without Logits Optimization for Training-Free Open-Vocabulary Semantic Segmentation. 2026.