Unsupervised modality adaptation with text-to-Image diffusion models for semantic segmentation

• المؤلفون الرئيسيون: XIA, Ruihao, LIANG, Yu, JIANG, Peng-Tao, ZHANG, Hao, LI, Bo, TANG, Yang, ZHOU, Pan
• التنسيق: text
• اللغة: English
• منشور في: Institutional Knowledge at Singapore Management University 2024
• الموضوعات: Semantic Segmentation; Modality adaptation; Text-to-Image diffusion models; Domain adaptation; Computer Sciences; Graphics and Human Computer Interfaces
• الوصول للمادة أونلاين: https://ink.library.smu.edu.sg/sis_research/9729; https://ink.library.smu.edu.sg/context/sis_research/article/10729/viewcontent/2410.21708v1.pdf
• المؤسسة: Singapore Management University

Despite their success, unsupervised domain adaptation methods for semantic segmentation primarily focus on adaptation between image domains and do not utilize other abundant visual modalities like depth, infrared and event. This limitation hinders their performance and restricts their application in...