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Papers Fine-Grained Urban Flow Inference

“Fine-Grained Urban Flow Inference” 태그가 달린 논문 6편 · 필터 해제

Boosting Fine-Grained Urban Flow Inference via Lightweight Architecture and Focalized Optimization

2025-11-10 · Yuanshao Zhu, Xiangyu Zhao, Zijian Zhang, Xuetao Wei 외 arxiv

Fine-grained urban flow inference is crucial for urban planning and intelligent transportation systems, enabling precise traffic management and resource allocation. However, the practical deployment of existing methods i…

Fine-Grained Urban Flow Inference

Fine-Grained Urban Flow Inference with Multi-scale Representation Learning

2024-06-14 · Shilu Yuan, Dongfeng Li, Wei Liu, Xinxin Zhang 외

Fine-grained urban flow inference (FUFI) is a crucial transportation service aimed at improving traffic efficiency and safety. FUFI can infer fine-grained urban traffic flows based solely on observed coarse-grained data.…

Contrastive LearningFine-Grained Urban Flow InferenceRepresentation Learning

Spatial-Temporal Contrasting for Fine-Grained Urban Flow Inference

2023-12-01 · IEEE Transactions on Big Data 2023 12 · Xovee Xu, Zhiyuan Wang, Qiang Gao, Ting Zhong 외

Fine-grained urban flow inference (FUFI) problem aims to infer the fine-grained flow maps from coarse-grained ones, benefiting various smart-city applications by reducing electricity, maintenance, and operation costs. Ex…

Fine-Grained Urban Flow InferenceImage Super-ResolutionSuper-Resolution

Fine-grained Urban Flow Inference with Incomplete Data

2022-03-01 · IEEE Transactions on Knowledge and Data Engineering 2022 3 · Jiyue Li; Senzhang Wang; Jiaqiang Zhang; Hao Miao; Junbo Zhang; Philip Yu

Fine-grained urban flow inference, which aims to infer the fine-grained urban flows of a city given the coarse-grained urban flow observations, is critically important to various smart city related applications such as u…

Fine-Grained Urban Flow InferenceMulti-Task LearningSuper-Resolution

Fine-Grained Urban Flow Inference

2020-02-05 · Kun Ouyang, Yuxuan Liang, Ye Liu, Zekun Tong 외

The ubiquitous deployment of monitoring devices in urban flow monitoring systems induces a significant cost for maintenance and operation. A technique is required to reduce the number of deployed devices, while preventin…

Fine-Grained Urban Flow Inference

UrbanFM: Inferring Fine-Grained Urban Flows

2019-02-06 · Yuxuan Liang, Kun Ouyang, Lin Jing, Sijie Ruan 외

Urban flow monitoring systems play important roles in smart city efforts around the world. However, the ubiquitous deployment of monitoring devices, such as CCTVs, induces a long-lasting and enormous cost for maintenance…

Fine-Grained Urban Flow Inference
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