Pronalaženje objekata dvoprolaznim konvolucijskim modelima

undergraduate thesis

• Title (english): Object Localization With Two-Stage Convolutional Models
• Author: Filip Bronić
• Mentor: Siniša Šegvić (mentor)
• Committee member: Siniša Šegvić (predsjednik povjerenstva)
• Committee member: Petra Bevandić (član povjerenstva)
• Committee member: Marin Oršić (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2018-09-19, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

U ovom radu se obavlja evaluacija Faster R-CNN arhitekture neuronske mreže za detekciju objekata na slikama. Faster R-CNN je građen od dvije mreže: mreže za predviđanje područja (eng. region proposal network, RPN) i mreže koja koristi ta područja za prepoznavanje objekata (eng. region-based convolutional neural network). Prikazana je arhitektura mreže i značajke koje je odvajaju od prijašnjih mreža za detekciju objekata. Mreža je evaluirana nad skupovima podataka VOC PASCAL 2007, KITTI i raznim osobno prikupljenim slikama.

Abstract (english)

Evaluation of Faster R-CNN object detection network is performed in this paper. Faster R-CNN is made from two networks: region proposal network (RPN) and a network using these proposals to detect objects. Shown within this paper are the architecture of this network and what separates it from previous object detection networks. This network is evaluated on datasets VOC PASCAL 2007, KITTI and various other collected images.

• Keywords: računalni vid; Faster R-CNN; umjetne neuronske mreže; detekcija objekata
• Keywords (english): computer vision; Faster R-CNN; artificial neural network; object detection
• Language: croatian
• URN:NBN: urn:nbn:hr:168:655033
• Study programme: Title: Computing; Study programme type: university; Study level: undergraduate; Academic / professional title: sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva (sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva)
• Type of resource: Text
• File origin: Born digital
• Access conditions: Closed access
• Created on: 2019-03-13 19:22:50