A multi-classifier system for pulmonary nodule classification

被引：2

作者：

Antonelli, Michela ^{[1
]}

Cococcioni, Marco ^{[1
]}

Lazzerini, Beatrice ^{[1
]}

Marcelloni, Francesco ^{[1
]}

Stefanescu, Dan ^{[2
]}

机构：

[1] Univ Pisa, Dept Informat Engn, Via Diotisalvi 2, I-56122 Pisa, Italy

[2] Suffolk Univ, Dept Math & Comp Sci, Boston, MA 02114 USA

来源：

PROCEEDINGS OF THE 21ST IEEE INTERNATIONAL SYMPOSIUM ON COMPUTER-BASED MEDICAL SYSTEMS | 2008年

关键词：

D O I：

10.1109/CBMS.2008.70

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

We have developed a multi-classifier system for automatic classification of pulmonary nodules in lung CT (Computed Tomography) images. The system consists of a set of independent modules, each emulating a radiologist of a team, and a further module aimed at appropriately combining the radiologists' opinions. In the experiments we obtained a sensitivity of 95% against a specificity of 91.33% adopting a combiner based on the decision templates technique.

引用

页码：587 / +

页数：2

共 50 条

[11] MultiNNProm: A multi-classifier system for finding genes
Ranawana, Romesh
Palade, Vasile
APPLIED SOFT COMPUTING TECHNOLOGIES: THE CHALLENGE OF COMPLEXITY, 2006, 34 : 451 - 463
[12] Multi-Classifier Speech Emotion Recognition System
Partila, Pavol
Tovarek, Jaromir
Voznak, Miroslav
Rozhon, Jan
Sevcik, Lukas
Baran, Remigiusz
2018 26TH TELECOMMUNICATIONS FORUM (TELFOR), 2018, : 416 - 419
[13] Speaker identification system based on multi-classifier
Wang, Bo
Xu, Yiqiong
Li, Bicheng
WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 10384 - 10387
[14] Homogeneous multi-classifier system for moving vehicles noise classification based on multilayer perceptron
Rahim, Norasmadi Abdul
Paulraj, M. P.
Adom, Abdul Hamid
Shukor, Shazmin Aniza Abdul
Masnan, Maz Jamilah
JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2015, 29 (01) : 149 - 157
[15] A multi-classifier system for automatic fingerprint classification using transfer learning and majority voting
Hajer Walhazi
Ahmed Maalej
Najoua Essoukri Ben Amara
Multimedia Tools and Applications, 2024, 83 : 6113 - 6136
[16] A multi-resolution multi-classifier system for speaker verification
Impedovo, Donato
Pirlo, Giuseppe
Petrone, Mario
EXPERT SYSTEMS, 2012, 29 (05) : 442 - 455
[17] MICROBLOGGING EMOTION CLASSIFICATION BASED ON MULTI-CLASSIFIER INTEGRATION STRATEGY
Wang, Zhao-Yu
Xu, Rui-Feng
Zhou, Yu
PROCEEDINGS OF 2015 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOL. 2, 2015, : 890 - 896
[18] A Multi-Classifier Approach to MUAP Classification for Diagnosis of Neuromuscular Disorders
Kamali, Tahereh
Boostani, Reza
Parsaei, Hossein
IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2014, 22 (01) : 191 - 200
[19] Network Traffic Classification Based on Multi-Classifier Selective Ensemble
Tao, Xiaoling
Wang, Yong
Wei, Yi
Long, Ye
RECENT ADVANCES IN ELECTRICAL & ELECTRONIC ENGINEERING, 2015, 8 (02) : 88 - 94
[20] A multi-classifier system for automatic fingerprint classification using transfer learning and majority voting
Walhazi, Hajer
Maalej, Ahmed
Ben Amara, Najoua Essoukri
MULTIMEDIA TOOLS AND APPLICATIONS, 2023, 83 (2) : 6113 - 6136

← 1 2 3 4 5 →