Fine-Grained Urban Flow Inference
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Benchmarks
Most implemented
Spatial-Temporal Contrasting for Fine-Grained Urban Flow Inference
Fine-grained Urban Flow Inference with Incomplete Data
Fine-Grained Urban Flow Inference
UrbanFM: Inferring Fine-Grained Urban Flows
Papers
Boosting Fine-Grained Urban Flow Inference via Lightweight Architecture and Focalized Optimization
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 InferenceFine-Grained Urban Flow Inference with Multi-scale Representation Learning
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 LearningSpatial-Temporal Contrasting for Fine-Grained Urban Flow Inference
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-ResolutionFine-grained Urban Flow Inference with Incomplete Data
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-ResolutionFine-Grained Urban Flow Inference
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 InferenceUrbanFM: Inferring Fine-Grained Urban Flows
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