title: Ð¡ÐµÐ³Ð¼ÐµÐ½ÑÐ°ÑÐ¸Ñ Ð¸ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ñ Ð´Ð°Ð½Ð½ÑÑ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ñ Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ Ð³Ð»ÑÐ±Ð¾ÐºÐ¾Ð³Ð¾ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ Ð² Ð¿ÑÐ¾ÑÐµÑÑÐµ Ð»Ð¸ÑÑÑ Ð² Ð¾Ð¿Ð¾ÐºÐ¸
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¼Ð°Ð³Ð¸ÑÑÑÐ° Ð¿Ð¾ Ð½Ð°Ð¿ÑÐ°Ð²Ð»ÐµÐ½Ð¸Ñ 09.04.01 - ÐÐ½ÑÐ¾ÑÐ¼Ð°ÑÐ¸ÐºÐ° Ð¸ Ð²ÑÑÐ¸ÑÐ»Ð¸ÑÐµÐ»ÑÐ½Ð°Ñ ÑÐµÑ Ð½Ð¸ÐºÐ° ; 09.04.01_17 - ÐÐ½ÑÐµÐ»Ð»ÐµÐºÑÑÐ°Ð»ÑÐ½ÑÐµ ÑÐ¸ÑÑÐµÐ¼Ñ (Ð¼ÐµÐ¶Ð´ÑÐ½Ð°ÑÐ¾Ð´Ð½Ð°Ñ Ð¾Ð±ÑÐ°Ð·Ð¾Ð²Ð°ÑÐµÐ»ÑÐ½Ð°Ñ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð°)
titleType: Subtitle
Creators: name: ÐÐµÐºÐºÐµÑ, ÐÐ¾Ð½Ð°Ñ
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2019
Subjects: ÐÐ¸ÑÐµÐ¹Ð½ÑÐµ ÑÐ¾ÑÐ¼Ñ Ð¿ÐµÑÑÐ°Ð½ÑÐµ
ÐÑÑÐ¸ÑÐ»Ð¸ÑÐµÐ»ÑÐ½ÑÐµ ÑÐµÑÐ¸
ÑÐµÐ³Ð¼ÐµÐ½ÑÐ°ÑÐ¸Ñ
ÑÐ²ÑÑÑÐ¾ÑÐ½Ð°Ñ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½Ð°Ñ ÑÐµÑÑ
single shot detector
Ð´ÐµÑÐµÐºÑÐ¾Ñ Ð¾Ð±ÑÐµÐºÑÐ°

description: ÐÑÐ¾ÐµÐºÑ Ð½Ð° Ð»Ð¸ÑÐµÐ¹Ð½Ð¾Ð¼ Ð·Ð°Ð²Ð¾Ð´Ðµ ÑÐµÐ¹ÑÐ°Ñ Ð½Ð°ÑÐ¾Ð´Ð¸ÑÑÑ Ð² Ð¿ÑÐ¾ÑÐµÑÑÐµ Ð¼Ð¾Ð½Ð¸ÑÐ¾ÑÐ¸Ð½Ð³Ð°. ÐÐ´Ð¸Ð½ Ð¸Ð· Ð¿Ð¾Ð´Ð¿ÑÐ¾ÑÐµÑÑÐ¾Ð² Ð»Ð¸ÑÑÑ - ÑÑÐ¾ Ð¿ÑÐ¾Ð¸Ð·Ð²Ð¾Ð´ÑÑÐ²Ð¾ Ð¿ÐµÑÑÐ°Ð½ÑÑ ÑÐ¾ÑÐ¼. ÐÐµÑÑÐ°Ð½Ð°Ñ ÑÐ¾ÑÐ¼Ð° ÑÐ¾Ð´ÐµÑÐ¶Ð¸Ñ Ð½ÐµÑÐºÐ¾Ð»ÑÐºÐ¾ Ð¼Ð°ÐºÐµÑÐ¾Ð² (ÑÐ¾ÑÐ¼Ñ Ð´Ð»Ñ Ð»Ð¸ÑÑÑ). Ð¡Ð¿ÐµÑÐ¸Ð°Ð»ÑÐ½Ð°Ñ ÐºÐ°Ð¼ÐµÑÐ° Ð´ÐµÐ»Ð°ÐµÑ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ðµ ÐºÐ°Ð¶Ð´Ð¾Ð¹ Ð¿ÑÐ¾Ð¸Ð·Ð²ÐµÐ´ÑÐ½Ð½Ð¾Ð¹ Ð¿ÐµÑÑÐ°Ð½Ð¾Ð¹ ÑÐ¾ÑÐ¼Ñ. Ð Ð´Ð°Ð½Ð½Ð¾Ð¹ Ð¼Ð°Ð³Ð¸ÑÑÐµÑÑÐºÐ¾Ð¹ Ð´Ð¸ÑÑÐµÑÑÐ°ÑÐ¸Ð¸ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½ Ð´ÐµÑÐµÐºÑÐ¾Ñ Ð¾Ð±ÑÐµÐºÑÐ¾Ð² Single Shot, ÐºÐ¾ÑÐ¾ÑÑÐ¹ Ð¼Ð¾Ð¶ÐµÑ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°ÑÑ Ð¼Ð°ÐºÐµÑÑ Ð½Ð° Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸ÑÑ. ÐÐµÑÐµÐºÑÐ¾Ñ Ð¾Ð±ÑÐµÐºÑÐ¾Ð² Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÐµÑ Ð³Ð»ÑÐ±Ð¾ÐºÐ¸Ðµ ÑÐ²ÐµÑÑÑÐ¾ÑÐ½ÑÐµ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÐµ ÑÐµÑÐ¸. Ð Ð´Ð¸ÑÑÐµÑÑÐ°ÑÐ¸Ð¸ Ð±ÑÐ» ÑÐ´ÐµÐ»Ð°Ð½ Ð»Ð¸ÑÐµÑÐ°ÑÑÑÐ½ÑÐ¹ Ð¾Ð±Ð·Ð¾Ñ Ð¾ ÑÐ¾Ð²ÑÐµÐ¼ÐµÐ½Ð½Ð¾Ð¼ ÑÑÐ¾Ð²Ð½Ðµ ÑÐ°Ð·Ð²Ð¸ÑÐ¸Ñ Ð´ÐµÑÐµÐºÑÐ¾ÑÐ¾Ð² Ð¾Ð±ÑÐµÐºÑÐ¾Ð². Ð ÑÐ¾Ð´Ðµ Ð²ÑÐ¿Ð¾Ð»Ð½ÐµÐ½Ð¸Ñ ÑÐ°Ð±Ð¾ÑÑ Ð±ÑÐ»Ð¸ ÑÑÐ°Ð²Ð½ÐµÐ½Ñ ÑÐ°Ð·Ð»Ð¸ÑÐ½ÑÐµ ÑÐµÑÐµÐ²ÑÐµ Ð°ÑÑÐ¸ÑÐµÐºÑÑÑÑ Ð¸ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ñ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÑ ÑÐµÑÐµÐ¹. Ð¦ÐµÐ»ÑÑ Ð¾Ð¿ÑÐµÐ´ÐµÐ»ÐµÐ½Ð¸Ñ Ð¸ Ð¸Ð·ÑÑÐµÐ½Ð¸Ñ Ð¼Ð°ÐºÐµÑÐ° ÑÐ²Ð»ÑÐµÑÑÑ ÐºÐ¾Ð½ÑÑÐ¾Ð»Ñ ÐºÐ°ÑÐµÑÑÐ²Ð°. Ð ÐµÐ·ÑÐ»ÑÑÐ°Ñ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ñ Ð´ÐµÑÐµÐºÑÐ¾ÑÐ¾Ð¼ Ð¾Ð±ÑÐµÐºÑÐ¾Ð² Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÐµÑÑÑ Ð´Ð»Ñ Ð¿ÑÐ¾Ð²ÐµÑÐºÐ¸, Ð½Ð° ÑÐºÐ¾Ð»ÑÐºÐ¾ Ð¿ÑÐ°Ð²Ð¸Ð»ÑÐ½Ð¾ Ð¾Ð¿ÑÐµÐ´ÐµÐ»ÐµÐ½Ñ Ð¿Ð¾Ð·Ð¸ÑÐ¸Ñ, ÐºÐ»Ð°ÑÑ Ð¸ ÑÐ°Ð·Ð¼ÐµÑ Ð¼Ð°ÐºÐµÑÐ°.
description: A project in a casting plant is currently dealing with process monitoring. A
sub-precess of casting is the sand mould production. A sand mould contains multiple
layouts (form for a casting part). A vision system takes an image of every produced
sand mould. In the thesis a Single Shot object Detector is developed that can detect
the layouts in an image. The object detector uses Deep Convolutional Neural Networks.
A literature review about the state of the Art of Object Detectors is done. Different network architectures and training algorithms are compared. The aim of the layout detection is quality control. It is checked weather the position, class and size
of the layout are correctly produced.