Zero-shot urban function inference with street view images through prompting a pretrained vision-language model

Author:

Huang Weiming1ORCID,Wang Jing2ORCID,Cong Gao1ORCID

Affiliation:

1. School of Computer Science and Engineering, Nanyang Technological University, Singapore

2. Future Cities Laboratory, Singapore-ETH Centre, Singapore

Funder

the Knut and Alice Wallenberg Foundation

the National Research Foundation

Singapore MOE AcRF Tier-2

Singapore MOE AcRF Tier-1

Publisher

Informa UK Limited

Reference52 articles.

1. Allingham J.U. et al. 2023. A simple zero-shot prompt weighting technique to improve prompt ensembling in text-image models. In: International Conference on Machine Learning. PMLR 547–568.

2. Geographic mapping with unsupervised multi-modal representation learning from VHR images and POIs

3. Mining Geospatial Relationships from Text

4. Vlmo: Unified vision-language pre-training with mixture-of-modality-experts;Bao H.;Advances in Neural Information Processing Systems,2022

5. Interpreting clip with sparse linear concept embeddings (splice);Bhalla U.;arXiv Preprint arXiv:2402.10376,2024

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