forked from irfankamboh/DeepShip
-
Notifications
You must be signed in to change notification settings - Fork 0
aidanmomo/DeepShip
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
Folders and files
Name | Name | Last commit message | Last commit date | |
---|---|---|---|---|
Repository files navigation
# DeepShip keeping in view the limitation of file size and space on github directory, a part of dataset could be uploaded on this repository. The remaining part can be downloaded by sending the email to [email protected] DeepShip offers an opportunity to train and evaluate the performance of different algorithms, and to identify their strengths and weakness. The advantage of this dataset is that it is recorded in the real world sea environment in different seasons and sea conditions. Along with vessels signals, recorded signals also have natural background noise, marine mammal noise and noise of any other human initiated activity. This dataset consists of 47 hours and 04 minutes of real world underwater recordings of 265 different ships belong to four classes. Data for four commercial ship classes is provided. These classes include oil tanker, tug, passenger ship and cargo ship. Moreover, mechanism of collection of data and its labeling are also discussed. We hope that availability of a good benchmark data set will promote and accelerate the research and development in this field. Data recording is done in duration between 02 May 2016 to 04 October 2018 in strait of Georgia delta node. Figure 2 illustrates the over all setup for recording of vessel audio. Data recording site is situated in one of the busiest shipping routes of the Pacific Northwest coast, and near to the busiest port in Canada, i.e. Vancouver. The background has great influence of river discharge and strong tidal currents with presence of vibrant biological marine environment. The seabed composition in this area is comprised of silt and sand sediment. The central location of strait of Georgia is strongly influenced by semi-diurnal tidal currents, which vary over the spring-neap cycle with speeds ranging between 1 and 3 knots (0.5 - 1.5 m/s). Further, in the summer and early fall, deep dense gravity currents periodically sweep along the bottom. In this area main species include cetaceans (whales and dolphins) and salmon. The southern area is acutely influenced by human activity such as recreational boating, shipping, and industry affecting the acoustic environment of the ocean. Based on above mentioned reasons it is to mention that the recorded signals may contain background noise both from human and marine life activities. The data is acquired by using an ocean sonics icListen AF hydrophone, as shown in Figure 3. Main specifications of the used hydrophone are shown in Table 2. The icListen smart hydrophone is a broadband digital ultra-quit hydrophone, with bandwidth 1 Hz-12 kHz, dynamic range 120 dB, sensitivity -170 dBV re. � Pa, power&input 12-24 Vdc, 0.8 W, case material is engineered plastic and titanium with depth capacity of 200m & 3500m respectively. It is a compact, all-in-one instrument designed and manufactured by replacing separate pre-amplifier, filters, converters and data link units with a compact unit, capable of processing real time acquired data with direct digital output.
About
No description, website, or topics provided.
Resources
Stars
Watchers
Forks
Releases
No releases published
Packages 0
No packages published