The Traffic-Net dataset, released in the version 1.0, contains 4,400 images of sparse traffic, dense traffic, accident, and fire. This dataset can be used for various computer vision tasks, including object detection, image classification, and segmentation.
The images in the dataset are of varying sizes and resolutions, and were collected from different sources, including Google Images, Bing Images, and Flickr. The dataset is divided into four classes, each with a distinct set of images and labels:
Sparse traffic: This class contains images of traffic signs and signals in low-traffic areas, such as rural roads and small towns.
Dense traffic: This class contains images of traffic signs and signals in high-traffic areas, such as urban roads and highways.
Accident: This class contains images of traffic accidents and related objects, such as damaged cars and emergency services.
Fire: This class contains images of fire-related objects, such as burning vehicles and buildings.
Researchers and developers can use the Traffic-Net dataset to train and evaluate their own models for traffic sign recognition and related tasks. The dataset can also be used to benchmark existing models and compare their performance on this specific dataset.
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Yemen Sea Ports Traffic: Net Registered Tonnage data was reported at 17,304.000 Ton th in 2013. This records an increase from the previous number of 15,786.000 Ton th for 2012. Yemen Sea Ports Traffic: Net Registered Tonnage data is updated yearly, averaging 16,113.500 Ton th from Dec 2000 (Median) to 2013, with 14 observations. The data reached an all-time high of 21,674.000 Ton th in 2010 and a record low of 9,743.000 Ton th in 2003. Yemen Sea Ports Traffic: Net Registered Tonnage data remains active status in CEIC and is reported by Maritime Affairs Authority. The data is categorized under Global Database’s Yemen – Table YE.TA001: Sea Ports Traffic.
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India Freight Traffic: Net Tonne Kilometres: Fertilizers data was reported at 4,377.000 km mn in Nov 2018. This records an increase from the previous number of 4,056.000 km mn for Oct 2018. India Freight Traffic: Net Tonne Kilometres: Fertilizers data is updated monthly, averaging 3,558.000 km mn from Apr 2009 (Median) to Nov 2018, with 115 observations. The data reached an all-time high of 5,152.000 km mn in Dec 2011 and a record low of 1,584.000 km mn in Apr 2013. India Freight Traffic: Net Tonne Kilometres: Fertilizers data remains active status in CEIC and is reported by Ministry of Railways. The data is categorized under India Premium Database’s Transportation, Post and Telecom Sector – Table IN.TB001: Railway Statistics: Passenger and Freight Traffic: Monthly.
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India Freight Traffic: Net Tonne Kilometres: Others data was reported at 4,940.000 km mn in Nov 2018. This records a decrease from the previous number of 5,103.000 km mn for Oct 2018. India Freight Traffic: Net Tonne Kilometres: Others data is updated monthly, averaging 4,481.000 km mn from Apr 2009 (Median) to Nov 2018, with 115 observations. The data reached an all-time high of 6,054.000 km mn in Mar 2015 and a record low of 3,576.000 km mn in Nov 2009. India Freight Traffic: Net Tonne Kilometres: Others data remains active status in CEIC and is reported by Ministry of Railways. The data is categorized under India Premium Database’s Transportation, Post and Telecom Sector – Table IN.TB001: Railway Statistics: Passenger and Freight Traffic: Monthly.
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India Freight Traffic: Net Tonne Kilometres: Coal data was reported at 24,905.000 km mn in Nov 2018. This records an increase from the previous number of 24,339.000 km mn for Oct 2018. India Freight Traffic: Net Tonne Kilometres: Coal data is updated monthly, averaging 22,203.000 km mn from Apr 2009 (Median) to Nov 2018, with 115 observations. The data reached an all-time high of 27,176.000 km mn in Mar 2015 and a record low of 17,334.000 km mn in Sep 2009. India Freight Traffic: Net Tonne Kilometres: Coal data remains active status in CEIC and is reported by Ministry of Railways. The data is categorized under India Premium Database’s Transportation, Post and Telecom Sector – Table IN.TB001: Railway Statistics: Passenger and Freight Traffic: Monthly.
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India Freight Traffic: Net Tonne Kilometres: Pig Iron and Finished Steel data was reported at 3,585.000 km mn in Nov 2018. This records a decrease from the previous number of 3,839.000 km mn for Oct 2018. India Freight Traffic: Net Tonne Kilometres: Pig Iron and Finished Steel data is updated monthly, averaging 2,940.000 km mn from Apr 2009 (Median) to Nov 2018, with 115 observations. The data reached an all-time high of 4,228.000 km mn in Mar 2016 and a record low of 2,176.000 km mn in Apr 2009. India Freight Traffic: Net Tonne Kilometres: Pig Iron and Finished Steel data remains active status in CEIC and is reported by Ministry of Railways. The data is categorized under India Premium Database’s Transportation, Post and Telecom Sector – Table IN.TB001: Railway Statistics: Passenger and Freight Traffic: Monthly.
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India Freight Traffic: Net Tonne Kilometres: Raw Material for Steel Plants except Iron Ore data was reported at 1,193.000 km mn in Nov 2018. This records a decrease from the previous number of 1,291.000 km mn for Oct 2018. India Freight Traffic: Net Tonne Kilometres: Raw Material for Steel Plants except Iron Ore data is updated monthly, averaging 889.000 km mn from Apr 2009 (Median) to Nov 2018, with 115 observations. The data reached an all-time high of 1,366.000 km mn in Aug 2018 and a record low of 593.000 km mn in Oct 2012. India Freight Traffic: Net Tonne Kilometres: Raw Material for Steel Plants except Iron Ore data remains active status in CEIC and is reported by Ministry of Railways. The data is categorized under India Premium Database’s Transportation, Post and Telecom Sector – Table IN.TB001: Railway Statistics: Passenger and Freight Traffic: Monthly.
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Vessel Traffic: Net Registered Tonnage: Arrivals: Peninsular Malaysia Port: Tanjung Pelepas data was reported at 8,803.000 Ton th in Mar 2018. This records a decrease from the previous number of 9,132.000 Ton th for Feb 2018. Vessel Traffic: Net Registered Tonnage: Arrivals: Peninsular Malaysia Port: Tanjung Pelepas data is updated monthly, averaging 5,524.000 Ton th from Jan 2001 (Median) to Mar 2018, with 207 observations. The data reached an all-time high of 9,132.000 Ton th in Feb 2018 and a record low of 922.000 Ton th in Feb 2001. Vessel Traffic: Net Registered Tonnage: Arrivals: Peninsular Malaysia Port: Tanjung Pelepas data remains active status in CEIC and is reported by Department of Statistics. The data is categorized under Global Database’s Malaysia – Table MY.TA024: Port Statistics: Ocean Vessels Traffic: Number of Vessels & NRT Capacity.
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Vessel Traffic: Net Registered Tonnage: Departures: Peninsular Malaysia Port: Other data was reported at 1,728.000 Ton th in Apr 2018. This records a decrease from the previous number of 1,898.000 Ton th for Mar 2018. Vessel Traffic: Net Registered Tonnage: Departures: Peninsular Malaysia Port: Other data is updated monthly, averaging 5,624.000 Ton th from Jan 1997 (Median) to Apr 2018, with 256 observations. The data reached an all-time high of 15,918.000 Ton th in Jun 2013 and a record low of 535.000 Ton th in Feb 2018. Vessel Traffic: Net Registered Tonnage: Departures: Peninsular Malaysia Port: Other data remains active status in CEIC and is reported by Department of Statistics. The data is categorized under Global Database’s Malaysia – Table MY.TA024: Port Statistics: Ocean Vessels Traffic: Number of Vessels & NRT Capacity.
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India Freight Traffic: Net Tonne Kilometres: Petroleum, Oil and Lubricant data was reported at 2,301.000 km mn in Nov 2018. This records a decrease from the previous number of 2,511.000 km mn for Oct 2018. India Freight Traffic: Net Tonne Kilometres: Petroleum, Oil and Lubricant data is updated monthly, averaging 2,294.000 km mn from Apr 2009 (Median) to Nov 2018, with 115 observations. The data reached an all-time high of 2,677.000 km mn in Mar 2016 and a record low of 1,909.000 km mn in Sep 2009. India Freight Traffic: Net Tonne Kilometres: Petroleum, Oil and Lubricant data remains active status in CEIC and is reported by Ministry of Railways. The data is categorized under India Premium Database’s Transportation, Post and Telecom Sector – Table IN.TB001: Railway Statistics: Passenger and Freight Traffic: Monthly.
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Malaysia Vessel Traffic: Net Registered Tonnage: Departures: Sabah & Labuan Port: Kota Kinabalu data was reported at 311.000 Ton th in Sep 2018. This records a decrease from the previous number of 433.000 Ton th for Aug 2018. Malaysia Vessel Traffic: Net Registered Tonnage: Departures: Sabah & Labuan Port: Kota Kinabalu data is updated monthly, averaging 145.000 Ton th from Jan 1997 (Median) to Sep 2018, with 261 observations. The data reached an all-time high of 857.000 Ton th in Sep 2016 and a record low of 22.000 Ton th in Jan 2013. Malaysia Vessel Traffic: Net Registered Tonnage: Departures: Sabah & Labuan Port: Kota Kinabalu data remains active status in CEIC and is reported by Department of Statistics. The data is categorized under Global Database’s Malaysia – Table MY.TA024: Port Statistics: Ocean Vessels Traffic: Number of Vessels & NRT Capacity.
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India Freight Traffic: Net Tonne Kilometres: Cement data was reported at 4,772.000 km mn in Nov 2018. This records a decrease from the previous number of 5,162.000 km mn for Oct 2018. India Freight Traffic: Net Tonne Kilometres: Cement data is updated monthly, averaging 4,866.000 km mn from Apr 2009 (Median) to Nov 2018, with 115 observations. The data reached an all-time high of 6,520.000 km mn in Mar 2017 and a record low of 3,658.000 km mn in Nov 2016. India Freight Traffic: Net Tonne Kilometres: Cement data remains active status in CEIC and is reported by Ministry of Railways. The data is categorized under India Premium Database’s Transportation, Post and Telecom Sector – Table IN.TB001: Railway Statistics: Passenger and Freight Traffic: Monthly.
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Malaysia Vessel Traffic: Net Registered Tonnage: Departures: Sarawak Port: Bintulu data was reported at 2,067.000 Ton th in Apr 2018. This records an increase from the previous number of 2,023.000 Ton th for Mar 2018. Malaysia Vessel Traffic: Net Registered Tonnage: Departures: Sarawak Port: Bintulu data is updated monthly, averaging 1,441.000 Ton th from Jan 1997 (Median) to Apr 2018, with 256 observations. The data reached an all-time high of 2,604.000 Ton th in Dec 2004 and a record low of 561.000 Ton th in Jun 2007. Malaysia Vessel Traffic: Net Registered Tonnage: Departures: Sarawak Port: Bintulu data remains active status in CEIC and is reported by Department of Statistics. The data is categorized under Global Database’s Malaysia – Table MY.TA024: Port Statistics: Ocean Vessels Traffic: Number of Vessels & NRT Capacity.
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India Freight Traffic: Net Tonne Kilometres: Container Service data was reported at 3,957.000 km mn in Nov 2018. This records a decrease from the previous number of 4,260.000 km mn for Oct 2018. India Freight Traffic: Net Tonne Kilometres: Container Service data is updated monthly, averaging 3,926.000 km mn from Apr 2009 (Median) to Nov 2018, with 115 observations. The data reached an all-time high of 4,745.000 km mn in Aug 2018 and a record low of 2,990.000 km mn in Nov 2009. India Freight Traffic: Net Tonne Kilometres: Container Service data remains active status in CEIC and is reported by Ministry of Railways. The data is categorized under India Premium Database’s Transportation, Post and Telecom Sector – Table IN.TB001: Railway Statistics: Passenger and Freight Traffic: Monthly.
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Malaysia Vessel Traffic: Net Registered Tonnage: Departures: Sarawak Port: Rajang data was reported at 34.000 Ton th in Apr 2018. This records a decrease from the previous number of 74.000 Ton th for Mar 2018. Malaysia Vessel Traffic: Net Registered Tonnage: Departures: Sarawak Port: Rajang data is updated monthly, averaging 167.000 Ton th from Jan 1997 (Median) to Apr 2018, with 256 observations. The data reached an all-time high of 404.000 Ton th in May 1997 and a record low of 34.000 Ton th in Apr 2018. Malaysia Vessel Traffic: Net Registered Tonnage: Departures: Sarawak Port: Rajang data remains active status in CEIC and is reported by Department of Statistics. The data is categorized under Global Database’s Malaysia – Table MY.TA024: Port Statistics: Ocean Vessels Traffic: Number of Vessels & NRT Capacity.
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Vessel Traffic: Net Registered Tonnage: Departures: Peninsular Malaysia Port: Klang data was reported at 17,065.000 Ton th in Apr 2018. This records a decrease from the previous number of 17,139.000 Ton th for Mar 2018. Vessel Traffic: Net Registered Tonnage: Departures: Peninsular Malaysia Port: Klang data is updated monthly, averaging 8,171.500 Ton th from Jan 1997 (Median) to Apr 2018, with 256 observations. The data reached an all-time high of 20,989.000 Ton th in Jun 2015 and a record low of 2,592.000 Ton th in Dec 2006. Vessel Traffic: Net Registered Tonnage: Departures: Peninsular Malaysia Port: Klang data remains active status in CEIC and is reported by Department of Statistics. The data is categorized under Global Database’s Malaysia – Table MY.TA024: Port Statistics: Ocean Vessels Traffic: Number of Vessels & NRT Capacity.
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India Freight Traffic: Net Tonne Kilometres data was reported at 74,275.390 km mn in Oct 2023. This records an increase from the previous number of 72,948.840 km mn for Sep 2023. India Freight Traffic: Net Tonne Kilometres data is updated monthly, averaging 49,790.000 km mn from Apr 1998 (Median) to Oct 2023, with 307 observations. The data reached an all-time high of 83,093.290 km mn in Mar 2023 and a record low of 21,217.000 km mn in Apr 1998. India Freight Traffic: Net Tonne Kilometres data remains active status in CEIC and is reported by Indian Railways. The data is categorized under Global Database’s India – Table IN.TB011: Railway Passenger and Freight Traffic: Monthly. [COVID-19-IMPACT]
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India Freight Traffic: Net Tonne Kilometres: Iron Ore and Steel data was reported at 3,611.000 km mn in Nov 2018. This records a decrease from the previous number of 3,880.000 km mn for Oct 2018. India Freight Traffic: Net Tonne Kilometres: Iron Ore and Steel data is updated monthly, averaging 3,478.000 km mn from Apr 2009 (Median) to Nov 2018, with 115 observations. The data reached an all-time high of 5,228.000 km mn in Aug 2009 and a record low of 2,408.000 km mn in Nov 2015. India Freight Traffic: Net Tonne Kilometres: Iron Ore and Steel data remains active status in CEIC and is reported by Ministry of Railways. The data is categorized under India Premium Database’s Transportation, Post and Telecom Sector – Table IN.TB001: Railway Statistics: Passenger and Freight Traffic: Monthly.
The Traffic-Net dataset, released in the version 1.0, contains 4,400 images of sparse traffic, dense traffic, accident, and fire. This dataset can be used for various computer vision tasks, including object detection, image classification, and segmentation.
The images in the dataset are of varying sizes and resolutions, and were collected from different sources, including Google Images, Bing Images, and Flickr. The dataset is divided into four classes, each with a distinct set of images and labels:
Sparse traffic: This class contains images of traffic signs and signals in low-traffic areas, such as rural roads and small towns.
Dense traffic: This class contains images of traffic signs and signals in high-traffic areas, such as urban roads and highways.
Accident: This class contains images of traffic accidents and related objects, such as damaged cars and emergency services.
Fire: This class contains images of fire-related objects, such as burning vehicles and buildings.
Researchers and developers can use the Traffic-Net dataset to train and evaluate their own models for traffic sign recognition and related tasks. The dataset can also be used to benchmark existing models and compare their performance on this specific dataset.