WebCityFlow can support flexible definitions for road network and traffic flow based on synthetic and real-world data. It also provides user-friendly interface for reinforcement learning. Most impor-tantly, CityFlow is more than twenty times faster than SUMO and is capable of supporting city-wide traffic simulation with an interac- WebApr 13, 2024 · gym_cityflow can be installed by running the following at the root directory of the repository: pip install -e . gym_cityflow can then be used as a python library as follows: NOTE: configPath must be a valid cityflow config.json file, episodeSteps is how many steps the environment will take before it is done
[1903.09254] CityFlow: A City-Scale Benchmark for Multi-Target …
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WebMar 21, 2024 · This work introduces CityFlow, a city-scale traffic camera dataset consisting of more than 3 hours of synchronized HD videos from 40 cameras across 10 intersections, with the longest distance between two simultaneous cameras being 2.5 km. To the best of our knowledge, CityFlow is the largest-scale dataset in terms of spatial coverage and the ... WebApr 14, 2024 · The experimental results yielded based on the CityFlow simulator verify the effectiveness of the proposed approach. Keywords. Traffic assignment; ... Presently, drivers prefer choosing routes with shortest distance or lowest cost according to the recommendation from some online map tools like Amap or Google Maps. It may lead to … Webdataset CityFlow-V2 [22] and a synthetic dataset VehicleX [27] for model training. However, CityFlow-V2 only con-tains 52,712 images, which is not enough to train a robust model. Therefore, the first challenge is how to overcome the lack of real data. For the real data, inaccurate bounding (a) Real-world data (CityFlow) (b) Synthetic data ... etsy southern seed exchange