Taxibj dataset

Author: ketz

August undefined, 2024

Web一、 TaxiBJ ，北京出租车数据集，郑宇，"BJ15_M32x32_T30_InOut.h5"，原始数据shape= (5596,2, 32,32 )，"2"代表出 In/Out 两种流量。备注：数据应用在 ST-ResNet （AAAI17，郑宇的经典，该领域的里程碑）中。二、 METR-LA ，洛杉矶高速路数据集，"metr-la.h5"，原始数据shape= (12,6850, 207 )——间隔5分钟，预测未来1小时 (12,207,2)-> (12,207,1) … WebDec 7, 2024 · TaxiBJ : The public dataset TaxiBJ was collected in Beijing from November 1, 2015 to January 21, 2016. It contains passenger demand, passenger inflow, time meta, meteorological data, and each time step is 30 min. Consistent with Hefei, after processing, we obtained two datasets with time intervals of 30 min and 1 h in the \(15\times 15 ...

ACFM: A Dynamic Spatial-Temporal Network for Traffic Prediction

WebWe provide benchmark results on the popular Moving MNISTdataset using $10\rightarrow 10$ frames prediction setting. Metrics (MSE, MAE, SSIM, pSNR) of the final models are reported in three trials. Parameters (M), FLOPs (G), and V100 inference FPS (s) are also reported for all methods. WebVisual comparison of predicted flow maps of different variants on TaxiBJ dataset. The first two columns are inflow maps and the other two columns are outflow maps. The first row is the ground... how to deal with watching your mother die

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WebApr 1, 2024 · As an alternative choice, TaxiBJ21 is proposed in this letter for future crowd flow prediction studies. This new open dataset contains the taxi inflow and outflow … WebApr 26, 2024 · As an alternative choice, TaxiBJ21 is proposed in this letter for future crowd flow prediction studies. This new open dataset contains the taxi inflow and outflow … WebThis is a sample of T-Drive trajectory dataset that contains a one-week trajectories of 10,357 taxis. The total number of points in this dataset is about 15 million and the total distance … how to deal with waterfowl dance

TaxiBJ21: An open crowd flow dataset based on Beijing …

WebHowever, some well-known datasets, for example, TaxiBJ, become unavailable when the original sharing links are deleted as the data providers move to new jobs. As an … WebFeb 6, 2024 · It achieves state-of-the-art results on Moving MNIST and TaxiBJ datasets in numbers of metrics comparing with previous models. Numerous detailed qualitative and quantitative experiments have demonstrated the importance of context interactions and multi-scale spatiotemporal flows in video prediction. how to deal with waspsWebSep 2, 2024 · Fig. 1: Visualization of two crowd flow maps in Beijing and New York City. Following previous work [], we partition a city into a grid map based on the longitude and latitude and generate the historical crowd flow maps by measuring the number of crowd in each region with mobility data.The weight of a specific grid indicates the flow density of … how to deal with wasp in house

"Web一、 TaxiBJ ，北京出租车数据集，郑宇，"BJ15_M32x32_T30_InOut.h5"，原始数据shape= (5596,2, 32,32 )，"2"代表出 In/Out 两种流量。备注：数据应用在 ST-ResNet … " - Taxibj dataset

Taxibj dataset

TaxiBJ21: An open crowd flow dataset based on Beijing taxi GPS

WebNov 7, 2024 · Inflow prediction on TaxiBJ dataset. Full size image. 5 Conclusion and Future Work. In this paper, we propose a regional epitaxial traffic flow prediction method based on generating an adversarial network, which is mainly used to solve the problem of traffic prediction in the surrounding area and additional external information, as well as huge ... WebJan 1, 2024 · The Q-traffic dataset is a similar trace to the TaxiBJ, collected from 01/04/2024 to 31/05/2024, but the interval time is 15 min rather than 6 min Hou et al. (2024). We also used XiAn Road Traffic dataset that has been recently collected (24-08-2024 to 24-10-2024) at 2 min time interval.

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WebJun 30, 2024 · NYC Dataset The traffic dataset of New York City is a commonly used dataset in traffic prediction problems, mainly including taxi traffic data and bicycle traffic … WebComparison among different methods on TaxiBJ ... This paper outlines comprehensive datasets, including the surface measurements, remote sensing and aircraft …

WebSep 13, 2024 · Finally, this paper experimented with the FASTNN on two large-scale real datasets, including Taxi trip data in Beijing and bike-sharing data in New York, and the performance results with the baseline show the effectiveness of the FASTNN. The contributions of this paper can be summarized as follows: (1) WebSep 13, 2024 · In this paper, two traffic flow datasets, TaxiBJ and BikeNYC, were used to verify the performance of the FASTNN, and the details of the two datasets were shown …

WebFeb 25, 2024 · Datasets. Two datasets were used in our experiments, including TaxiBJ and HappyValley. The former is the fine-grained version of the ones used by and the … WebAug 1, 2024 · TaxiBJ [12]: The public TaxiBJ dataset contains taxi demand in Beijing from 1 Mar 2015 to 30th Jun 2015. Similar to the DidiSY dataset, TaxiBJ contains passenger …

WebAug 17, 2024 · TaxiBJ Dataset. The dataset includes more than 34,000 taxis and 22,459 time intervals, generated from the Beijing taxis GPS trajectory data. The time interval is half an hour, and the grid size is 32 × 32. The auxiliary information contains temperature, wind velocity, 41 kinds of the festival, and 16 types of weather conditions. The dataset is ...

Webgrid-based and graph-based datasets and pick up some open and widely used ones as our benchmark data including TaxiBJ, BikeNYC, TaxiNYC, METR-LA, PeMS-BAY, and PeMSD7M. Next, in Section 4, we decompose the models into spatial and temporal units and give the roadmap that how the models evolve along the spatial and tem-poral axis. the moat tamworthWebVLUC (Video-Like Urban Computing) is a benchmark for video-like computing on citywide traffic density and crowd prediction. It consists of two new datasets BousaiTYO and … how to deal with weaknessWebAug 1, 2024 · TaxiBJ [12]: The public TaxiBJ dataset contains taxi demand in Beijing from 1 Mar 2015 to 30th Jun 2015. Similar to the DidiSY dataset, TaxiBJ contains passenger demand, time meta, and meteorological data. Each time step is 30 min in this dataset. Last ten days data are chosen as testing data. 5.2. Experiment settings how to deal with water in basementWebFeb 22, 2024 · We evaluate the performance of our proposed network on traffic flow datasets, and the experimental results show that the parameters of the model are significantly reduced under the condition of similar prediction accuracy compared with the traditional convolutional recurrent network. 1. Introduction how to deal with weak peopleWeb(3) We conducted numerous experiments on two publicly available datasets (TaxiBJ and BikeNYC). The results of the experiments demonstrate the effectiveness of our proposed model. The outline of the remaining sections is as follows. Section 2 … the moat theatreWebFeb 10, 2024 · The evaluations of extensive experiments on two real-world datasets demonstrate the superiority of our framework. Especially when dealing with a sparse dataset, our method reduces error by 15.02% to the state-of-the-art baselines. Keywords Urban computing Super resolution Deep learning Attention mechanism Download … how to deal with wavy frizzy hairWebThis is a sample of T-Drive trajectory dataset that contains a one-week trajectories of 10,357 taxis. The total number of points in this dataset is about 15 million and the total distance of the trajectories reaches 9 million kilometers. Please … the moat tea rooms