Domain Prompt Learning with Quaternion Networks (Extended Abstract)

Cao, Qinglong; Xu, Zhengqin; Chen, Yuntian; Ma, Chao; Yang, Xiaokang

doi:10.24963/ijcai.2025/1209

Domain Prompt Learning with Quaternion Networks (Extended Abstract)

Qinglong Cao, Zhengqin Xu, Yuntian Chen, Chao Ma, Xiaokang Yang

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Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence. Sister Conferences Best Papers. Pages 10881-10884.

https://doi.org/10.24963/ijcai.2025/1209

Keywords

Sister Conferences Best Papers: Computer Vision
Sister Conferences Best Papers: Multidisciplinary Topics and Applications
Sister Conferences Best Papers: Machine Learning

Abstract

Foundational vision-language models (VLMs) like CLIP have revolutionized image recognition, but adapting them to specialized domains with limited data remains challenging. We propose Domain Prompt Learning with Quaternion Networks (DPLQ), which leverages domain-specific foundation models and quaternion-based prompt tuning to effectively transfer recognition capabilities. Our method achieves state-of-the-art results in remote sensing and medical imaging tasks. This extended abstract highlights the key contributions and performance of DPLQ.

Qinglong Cao, Zhengqin Xu, Yuntian Chen, Chao Ma, and Xiaokang Yang. 2025. Domain Prompt Learning with Quaternion Networks (Extended Abstract). In Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence, IJCAI-25. IJCAI, 10881–10884. https://doi.org/10.24963/ijcai.2025/1209

@inproceedings{ijcai2025p1209,
  title     = {Domain Prompt Learning with Quaternion Networks (Extended Abstract)},
  author    = {Cao, Qinglong and Xu, Zhengqin and Chen, Yuntian and Ma, Chao and Yang, Xiaokang},
  booktitle = {Proceedings of the Thirty-Fourth International Joint Conference on
               Artificial Intelligence, {IJCAI-25}},
  publisher = {International Joint Conferences on Artificial Intelligence Organization},
  editor    = {James Kwok},
  pages     = {10881--10884},
  year      = {2025},
  month     = {8},
  note      = {Sister Conferences Best Papers},
  doi       = {10.24963/ijcai.2025/1209},
  url       = {https://doi.org/10.24963/ijcai.2025/1209},
}

TY  - CPAPER
TI  - Domain Prompt Learning with Quaternion Networks (Extended Abstract)
AU  - Cao, Qinglong
AU  - Xu, Zhengqin
AU  - Chen, Yuntian
AU  - Ma, Chao
AU  - Yang, Xiaokang
T2  - Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence, IJCAI-25
PB  - International Joint Conferences on Artificial Intelligence Organization
PY  - 2025
SP  - 10881
EP  - 10884
DO  - 10.24963/ijcai.2025/1209
UR  - https://doi.org/10.24963/ijcai.2025/1209
ER  -