title: ÐÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ðµ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð¸ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð¼Ð¾Ð´ÐµÐ»Ð¸ Ð¾Ð±Ð½Ð°ÑÑÐ¶ÐµÐ½Ð¸Ñ ÐºÐ¾ÑÐ°Ð±Ð»ÐµÐ¹ Ð² Ð°ÐºÐ²Ð°ÑÐ¾ÑÐ¸ÑÑ Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸ÐµÐ¼ ÐºÐ¾ÑÐ¼Ð¸ÑÐµÑÐºÐ¸Ñ ÑÐ½Ð¸Ð¼ÐºÐ¾Ð²
title: Research of methods and development of a model for detecting ships in water area using space images
Creators: name: ÐÐ°ÑÐ¾Ð½ÑÐºÐ¾, Ð¯Ð½Ð°
name: ÐÐ°Ð½Ð½Ð¸ÐºÐ¾Ð², ÐÐ¼Ð¸ÑÑÐ¸Ð¹
name: "Ð£Ð¿ÑÐ°Ð²Ð»ÐµÐ½Ð¸Ðµ Ð¸Ð½Ð½Ð¾Ð²Ð°ÑÐ¸ÑÐ¼Ð¸ Ð² ÑÑÐ»Ð¾Ð²Ð¸ÑÑ  ÑÐ¸ÑÑÐ¾Ð²Ð¾Ð¹ ÑÑÐ°Ð½ÑÑÐ¾ÑÐ¼Ð°ÑÐ¸Ð¸", Ð²ÑÐµÑÐ¾ÑÑÐ¸Ð¹ÑÐºÐ°Ñ ÑÑÑÐ´ÐµÐ½ÑÐµÑÐºÐ°Ñ ÑÑÐµÐ±Ð½Ð¾-Ð½Ð°ÑÑÐ½Ð°Ñ ÐºÐ¾Ð½ÑÐµÑÐµÐ½ÑÐ¸Ñ (2023; Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³)
Publisher: name: ÐÐÐÐÐ¢ÐÐ¥-ÐÐ ÐÐ¡Ð¡
Year: 2023
Subjects: ÐÐµÐ¹ÑÐ¾Ð½Ð½ÑÐµ ÑÐµÑÐ¸
ÐÐ°ÑÐ¸Ð½Ð½Ð¾Ðµ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ
Ð¡Ð¿ÑÑÐ½Ð¸ÐºÐ¾Ð²Ð°Ñ Ð½Ð°Ð²Ð¸Ð³Ð°ÑÐ¸Ñ
ÑÐ°Ð·Ð¼ÐµÑÐºÐ°
ÐºÐ¾ÑÐ¼Ð¸ÑÐµÑÐºÐ¸Ðµ ÑÐ½Ð¸Ð¼ÐºÐ¸
Ð´Ð°ÑÐ°ÑÐµÑ
ÐºÐ¾ÑÐ°Ð±Ð»Ð¸
markup
satellite images
dataset
ships

description: ÐÐ¾ÑÐ¼Ð¸ÑÐµÑÐºÐ¸Ðµ ÑÐ½Ð¸Ð¼ÐºÐ¸ Ð¸ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÐµ ÑÐµÑÐ¸ ÐºÑÐ°Ð¹Ð½Ðµ Ð²Ð¾ÑÑÑÐµÐ±Ð¾Ð²Ð°Ð½Ñ Ð² Ð½Ð°ÑÑÐ¾ÑÑÐ¸Ð¹ Ð¼Ð¾Ð¼ÐµÐ½Ñ. ÐÐ°Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¿Ð¾ÑÐ²ÑÑÐµÐ½Ð° ÑÐºÐ¾Ð»Ð¾Ð³Ð¸ÑÐµÑÐºÐ¸Ð¼ Ð¿ÑÐ¾Ð±Ð»ÐµÐ¼Ð°Ð¼, ÐºÐ¾ÑÐ¾ÑÑÐµ Ð¼Ð¾Ð¶Ð½Ð¾ ÑÐ°ÑÑÐ¼Ð¾ÑÑÐµÑÑ Ð¸ Ð¿ÑÐ¾Ð°Ð½Ð°Ð»Ð¸Ð·Ð¸ÑÐ¾Ð²Ð°ÑÑ Ð¿Ð¾ ÐºÐ¾ÑÐ¼Ð¸ÑÐµÑÐºÐ¸Ð¼ ÑÐ½Ð¸Ð¼ÐºÐ°Ð¼, Ð²Ð·ÑÑÑÐµ Ñ ÐÐÐ¡Ð¢-2Ð Ð¸ Ð Ð¾ÑÐºÐ¾ÑÐ¼Ð¾ÑÐ°. ÐÐ°Ð½Ð½Ð°Ñ ÑÐµÑÐ½Ð¾Ð»Ð¾Ð³Ð¸Ñ Ð¾ÑÐµÐ½Ñ Ð²Ð¾ÑÑÑÐµÐ±Ð¾Ð²Ð°Ð½Ð° Ð²Ð¾ Ð¼Ð½Ð¾Ð³Ð¸Ñ ÑÑÐµÑÐ°Ñ Ð´ÐµÑÑÐµÐ»ÑÐ½Ð¾ÑÑÐ¸ ÑÐµÐ»Ð¾Ð²ÐµÐºÐ° ÑÐ°ÐºÐ¸Ñ ÐºÐ°Ðº: ÑÑÐ´Ð¾ÑÑÑÐ¾Ð¸ÑÐµÐ»ÑÑÑÐ²Ð¾, Ð±Ð¸Ð·Ð½ÐµÑ, ÑÐºÐ¾Ð»Ð¾Ð³Ð¸Ñ Ð¸ ÑÐ°Ðº Ð´Ð°Ð»ÐµÐµ. ÐÐµÐ¾Ð±ÑÐ¾Ð´Ð¸Ð¼Ð¾ÑÑÑ Ð¾Ð±ÐµÑÐ¿ÐµÑÐµÐ½Ð¸Ñ Ð¾ÑÐµÐ½ÐºÐ¸ ÑÐ¾ÑÑÐ¾ÑÐ½Ð¸Ñ ÑÑÐ´Ð¾Ð², Ð½Ð°Ð²Ð¸Ð³Ð°ÑÐ¸Ð¸, Ð¿Ð¾Ð¸ÑÐºÐ° ÑÑÐ´Ð¾Ð², Ð²Ð¾Ð·Ð¼Ð¾Ð¶Ð½Ð¾ÑÑÐ¸ ÑÑÑÐ°ÑÐµÐ³Ð¸ÑÐµÑÐºÐ¾Ð³Ð¾ ÑÐ¿ÑÐ°Ð²Ð»ÐµÐ½Ð¸Ñ Ð½ÐµÑÐºÐ¾Ð»ÑÐºÐ¸Ð¼Ð¸ ÑÑÐ´Ð°Ð¼Ð¸ ÑÐ°Ð·Ð»Ð¸ÑÐ½ÑÑ Ð²Ð¸Ð´Ð¾Ð² ÑÐ»Ð¾ÑÐ¾Ð² (ÑÐµÑÐ½Ð¾Ð³Ð¾, Ð¼Ð¾ÑÑÐºÐ¾Ð³Ð¾, Ð¿Ð°ÑÑÐ°Ð¶Ð¸ÑÑÐºÐ¾Ð³Ð¾, ÑÑÐ±Ð¾Ð»Ð¾Ð²ÐµÑÐºÐ¾Ð³Ð¾ Ð¸ Ð´Ñ.) Ð¸Ð¼ÐµÑÑ Ð¾Ð³ÑÐ¾Ð¼Ð½Ð¾Ðµ Ð·Ð½Ð°ÑÐµÐ½Ð¸Ðµ Ð² ÑÐ¾Ð²ÑÐµÐ¼ÐµÐ½Ð½Ð¾Ð¼ Ð¼Ð¸ÑÐµ. ÐÑÐ»Ð¾ Ð¿ÑÐ¾Ð²ÐµÐ´ÐµÐ½Ð¾ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ðµ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð¸ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ð° Ð¼Ð¾Ð´ÐµÐ»Ñ Ð¾Ð±Ð½Ð°ÑÑÐ¶ÐµÐ½Ð¸Ñ Ð¸ Ð»Ð¾ÐºÐ°Ð»Ð¸Ð·Ð°ÑÐ¸Ð¸ ÐºÐ¾ÑÐ°Ð±Ð»ÐµÐ¹ Ð² Ð°ÐºÐ²Ð°ÑÐ¾ÑÐ¸ÑÑ Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸ÐµÐ¼ ÐºÐ¾ÑÐ¼Ð¸ÑÐµÑÐºÐ¸Ñ ÑÐ½Ð¸Ð¼ÐºÐ¾Ð², ÐºÐ¾ÑÐ¾ÑÐ°Ñ Ð¿Ð¾Ð·Ð²Ð¾Ð»Ð¸Ñ Ð¿Ð¾Ð²ÑÑÐ¸ÑÑ ÑÑÐ¾Ð²ÐµÐ½Ñ Ð½Ð°Ð²Ð¸Ð³Ð°ÑÐ¸Ð¾Ð½Ð½ÑÑ Ð²Ð¾Ð·Ð¼Ð¾Ð¶Ð½Ð¾ÑÑÐµÐ¹, Ð¿Ð¾Ð¸ÑÐºÐ° ÑÑÐ´Ð¾Ð², ÑÑÑÐ°ÑÐµÐ³Ð¸ÑÐµÑÐºÐ¾Ð³Ð¾ ÑÐ¿ÑÐ°Ð²Ð»ÐµÐ½Ð¸Ñ Ð³ÑÑÐ¿Ð¿Ð°Ð¼Ð¸ ÑÑÐ´Ð¾Ð².
description: Space images and neural networks are in high demand at the moment. This work is devoted to environmental problems that can be considered and analyzed using satellite images taken from AIST-2D and Roskosmos. This technology is in great demand in many areas of human activity such as shipbuilding, business, post office and so on. The need to ensure the assessment of the state of ships, navigation, search for ships, the possibility of strategic management of several ships of various types of fleets (river, sea, passenger, fishing, etc.) are of great importance in the present. A study of methods and development of a model for the detection and localization of ships in the waters using satellite images was carried out, which will increase the level of navigation capabilities, search for ships, and strategic management of groups of ships.