NDLI: Improving active learning by data balance to reduce annotation efforts

Please wait, while we are loading the content...

Biosurface and Biotribology

CAAI Transactions on Intelligence Technology

CIRED - Open Access Proceedings Journal

Chinese Journal of Electronics

Cognitive Computation and Systems

Electronics Letters

Energy Conversion and Economics

Engineering & Technology

Engineering Biology

Healthcare Technology Letters

IET Circuits, Devices & Systems

IET Collaborative Intelligent Manufacturing

IET Communications

IET Computer Vision

IET Computers & Digital Techniques

IET Control Theory & Applications

IET Cyber-Physical Systems: Theory & Applications

IET Cyber-Systems and Robotics

IET Electric Power Applications

IET Electrical Systems in Transportation

IET Energy Systems Integration

IET Generation, Transmission & Distribution

IET Image Processing

IET Information Security

IET Intelligent Transport Systems

IET Microwaves, Antennas & Propagation

IET Nanobiotechnology

IET Nanodielectrics

IET Optoelectronics

IET Power Electronics

IET Quantum Communication

IET Radar, Sonar & Navigation

IET Renewable Power Generation

IET Science, Measurement & Technology

IET Signal Processing

IET Smart Cities

IET Systems Biology

IET Wireless Sensor Systems

Micro & Nano Letters

The Journal of Engineering

Volume 2019 : Issue 23, Dec

Absolute calibration device of the vibration sensor

Analysis and research on quality control method of global radiation observation data

Analysis of dynamic characteristics of five-axis CNC machine tool

Anti-slip control based on optimal slip ratio for heavy-haul locomotives

Application of EMD and 1.5-dimensional spectrum in fault feature extraction of rolling bearing

Application of convolution neural network object detection algorithm in logistics warehouse

Application of improved grey model residual modified fusion algorithm in dissolved gas forecasting

Application of unconstrained BCG extraction in VDT visual fatigue monitoring

Application research of infrared image processing technology in the quality inspection of riveting parts

Applying morphology to improve Canny operator's image segmentation method

Automatic verification and data processing system of indicator based on grating principle

Bilateral texture filtering for spectral-spatial hyperspectral image classification

Calibration and orientation of industrial online photogrammetry systems in situ

Calibration method for attenuator piece used in calibrating a transmittance visibility meter

Calibration technology and application of laser power meter

Cargo pallets real-time 3D positioning method based on computer vision

Characteristic analysis of double excitation sensor based on F-30 multi-dimensional digital magnetic measurement system

Client analysis and interface design of mobile meteorological service in low altitude airspace

Comparative study of motor imagery classification based on BP-NN and SVM

Construction and verification of an integrated test system for underwater vehicle testing

Construction of integrated land-space loss prevention and crime prevention system of prison

Deep learning-based research on the influence of training data size for breast cancer pathology detection

Depth from spectrally-varying blurring detected by a snapshot narrow band multispectral imaging sensor

Design and analysis of gas temperature measurement module in motor vehicle exhaust online measurement system

Design and application of the automatic AC voltage test device for smart electricity meters and data acquire terminal of the special transformer

Design and verification of FBG strain gauge

Design and verification of a radiation detector's electronics system

Design of a beam-steering test bench based on OpenVPX architecture

Design of airborne target tracking accelerator based on KCF

Design of auxiliary robots for distribution network uninterrupted operation

Design of centroid deviated spherical rolling robot

Design of control and hydraulic drive system for high-altitude live working vehicle

Design of electromagnetic sensor for metal wear particle detection in oil

Design of the intelligent energy-saving cardiotachometer based on Mbed

Design of tool-state monitoring system based on current method

Design of torque system for electric bicycle based on fuzzy PID

Detect concrete cracks based on OTSU algorithm with differential image

Detection of mercury ion based on quantum dots using miniaturised optical fibre sensor

Development of a wind turbine simulator

Development of fault diagnosis system for wind power planetary transmission based on labview

Dynamic adaptive streaming over HTTP-based 3D resource allocation algorithm

Dynamic analysis on the whole body with sitting posture for impact loading

Dynamic testing and analysis of turbine generator shafting

Early warning method of the deterioration tendency of wind power transmission system

Eddy current pressure sensor based on planar coil

Effect of measure units on estimating crop LEAF chlorophyll content with remote sensing

Effects of depth of field on eye movement

Efficiency analysis of coupled resonant radio energy transmissions

Efficient dynamical system resource management method in cloud computing

Electrode channel optimisation method for steady-state visual evoked potentials

Energy calibration and performance testing of LEGe detector

Establishment of 350–450 kV wide spectrum and high air-kerma rate X-ray radiation mass

Establishment of ISO 4037-1 X-ray narrow-spectrum series

Evaluation method of spindle performance degradation based on VMD and random forests

Experimental research on coil turns to double coil multi-parameter impedance sensor

Fast ranging method in cooperative positioning

Fault analysis of industrial robots based on self-organised critical theory

Fault diagnosis for space utilisation

Fault diagnosis of rolling bearing based on kurtosis criterion VMD and modulo square threshold

Fault localization on transformer winding by frequency response analysis and evidential reasoning

Fault-tolerant method for anti-SEU of embedded system based on dual-core processor

Finite element analysis of single pair gear tooth root crack

GPU computing performance analysis on matrix multiplication

High-resolution SSVEP-based brain–computer interface

Hydrogen atomic clock difference prediction based on the LSSVM

Implementation of NRF in the Docker-based NFV platform

Improved RANSAC features image-matching method based on SURF

Improved method for extracting resistive leakage current of surge protectors

Improving active learning by data balance to reduce annotation efforts

In-situ calibration technology of liquid level with precise laser ranging

Indoor positioning and navigation based on two-dimensional code and database

Integrated cooperative braking algorithm of non-linear electric multiple units with external disturbance

Intelligent charge scheduling of electric vehicles in residential areas

Intelligent classification on images of Dongba ancient books

Intelligent fault diagnosis system based on big data

Joint angle measurement of manipulator and error compensation based on an IMU sensor

Local solid particle velocity measurement based on spatial filter effect of differential capacitance sensor array

Machine learning–based robust trajectory tracking control for FSGR

Machine tool chatter test and analysis

Maintenance robot motion control based on Kinect gesture recognition

Measurement of the dielectric constant in a microwave near field

Mechanical arm teleoperation control system by dynamic hand gesture recognition based on kinect device

Mechanical–electrical–pneumatic systematic design exploration of hexapod robot experimental prototype

Method of extracting gear fault feature based on stacked autoencoder

Metrological performance of diaphragm gas meters with different use age

Misjudgement probability estimation of product inspection based on uncertainty

Modal simulation and experiment analysis of coriolis mass flowmeter

Modulation scheme recognition using convolutional neural network

Monte Carlo simulation of HPGe gamma-spectrometry systems

Monte–Carlo simulation of wall correction factor of graphite cavity ionisation chamber

Multi-features fusion classification method for texture image

NURBS interpolation for tangential point tracing grinding of eccentric shaft

New line-loss management technology of distribution area based on electricity information collection system

New method of bearing fault diagnosis based on mmemd and DE_ELM

Novel traction control of electric vehicle based on single wheel dynamics

Numerical simulation of turbulence model based on building energy enthalpy

On-board multi-lane parallel MLVDS bus design for in-orbit embedded satellite test device

Optimisation estimation of uncertainty integrated with production information based on Bayesian fusion method

Parallel wideband digital up-conversion architecture with efficiency

Paralleling voltage oscillation forecast method of energy device based on hysteresis curve equation

Parameter selection algorithm of DBSCAN based on K-means two classification algorithm

Photoelectric detection of crop fungi resistance based on microfluidic

Precision testing method of five-axis NC machine tool based on ‘S’ specimen cutting

Programmable power supply design based on biological factor interference mechanism

Quantity traceability of falling weight deflectometer

Realisation and measurement of (6–15) keV single-energy X-rays

Remote parameters tuning system based on simplex-search-based model-free optimisation for motor speed control

Research of acquisition and prediction method in early weak information of locomotive traction system

Research on a diagnostic method of gear wear fault degree based on ultra-complete independent component analysis

Research on acquisition and recognition of Naxi speaker's speech information

Research on airflow uniformity of marine selective catalytic reduction reverse blow system

Research on broadband dither technique in signal acquisition

Research on dual-mode switching fuzzy PID servo algorithm based on micro-linear motor

Research on environmental monitoring and control technology based on intelligent Internet of Things perception

Research on feature point matching algorithm improvement using depth prediction

Research on fibre Bragg grating monitoring in the gravel soil landslide experiment

Research on gear crack diagnosis of the planet gear transmission

Research on key technologies of bearing preload of spindle based on piezoelectric actuators

Research on optimisation processing of spatiotemporal correlation temperature and humidity data based on wireless sensor networks in cigarette factory

Research on reliability comprehensive evaluation method of five-axis CNC machine tools based on AHP and extension theory

Research on remote state monitoring and intelligent maintenance system of CNC machine tools

Research on safety information terminal of household gas

Research on sub-micron measurement methods of M55J carbon fibre/cyanate ester composites

Research on the excitation method of symmetrical spiral online detecting sensor of metal debris

Research on the network of rotating rate of spinning frame

Research on the segmentation method of surface defects of galvanised sheet under complex texture background

Review on numerical analysis of electromagnetic characteristics for ferromagnetic wear debris

Review on online inductive wear debris monitoring technology

Rolling bearing fault diagnosis based on EEMD sample entropy and PNN

Rotating machinery fault diagnosis based on improver resonance sparse decomposition

Shock tube-based calibration installation for dynamic pressure transducers and performance testing

Signal timing model of urban intersection based on double restraint gravitational model

Simulation and measurement of spectra of reference filtered X radiation

Simulation and optimisation design of the solenoid valve

Simulation for rubber friction on self-affine surface based on energy method

Simulation modelling and feature extraction to voltage compound disturbances by modified generalised S-transform

Simulation of correction factor about electronic loss and fluorescence and scattering for W/MO X-rays

Simulation study on direct-drive wind power system

Sitting posture recognition by body pressure distribution and airbag regulation strategy based on seat comfort evaluation

Sliding mode-based velocity and torque controllers for permanent magnet synchronous motor drives system

Solder joint image adaptive block compressive sensing with convex optimisation and Gini index

Spectral influence analysis on sunshine duration measurement

State assessment of protective devices based on data of information processing system

State of charge prediction for UAVs based on support vector machine

Structure design and finite element analysis of box type cargo picking robot clamp type end effector

Study on decoupling control method of vehicle wheel bridge simulation loading system

Study on defect type in eddy-current testing based on phase spectrum analysis

Study on degraded image sharpening method

Study on online monitoring wear debris sensor of wind turbine gearbox

Study on silicon drift detector efficiency using Monte–Carlo simulation and experimental methods

Study on the effect of different electrode channel combinations of motor imagery EEG signals on classification accuracy

Study on the performance of X-ray machines used in K-fluorescent devices

Study on uncertainty reasoning of running reliability testing face to CNC machine

Subpixel corner point detecting method based on greyscale constraint used for calibrating industrial microscopic systems

System design of gyro north-seeker calibration system

Time domain synchronisation estimation algorithm for FBMC vector signal analysis in 5G system

Tool wear status recognition based on Mahalanobis distance

VDT visual fatigue monitoring based on feature extraction from unconstrained BCG

Variational Bayesian inference of linear state space models

X-parameter modelling of GaN HEMT based on neural network

Volume 2019 : Issue 22, Nov

Volume 2019 : Issue 21, Nov

Volume 2019 : Issue 20, Oct

Volume 2019 : Issue 19, Oct

Volume 2019 : Issue 18, Jul

Volume 2019 : Issue 17, Jun

Volume 2019 : Issue 16, Mar

Volume 2019 : Issue 15, Mar

Volume 2019 : Issue 14, Feb

Volume 2019 : Issue 13, Jan

Volume 2019 : Issue 12, Dec

Volume 2019 : Issue 11, Nov

Volume 2019 : Issue 10, Oct

Volume 2019 : Issue 9, Sep

Volume 2019 : Issue 8, Aug

Volume 2019 : Issue 7, Jul

Volume 2019 : Issue 6, Jun

Volume 2019 : Issue 5, May

Volume 2019 : Issue 4, Apr

Volume 2019 : Issue 3, Mar

Volume 2019 : Issue 2, Feb

Volume 2019 : Issue 1, Jan

Improving active learning by data balance to reduce annotation efforts

Content Provider	IET Digital Library
Author	Lei, Han Wang, Shuai Zheng, Dezhi Qu, Xiaolei Fan, Shangchun Cui, Chongyang
Abstract	Image classification is a fundamental task in image analysis. Recent advances in deep learning have achieved promising results on many image classification benchmarks. However, in some particular tasks, especially in biomedical image analysis, preparing a large number of labelled images for the model's training is costly and unpractical. In this study, the authors aim to address the following questions: With limited effort (e.g. time, cost and manpower) for labelling, what instances should be chosen to annotate and how to train to model using limited annotated data. For that, they present an active learning algorithm combining with data balancing, making the model (e.g. convolutional neural network) fine-tuned continuously and incrementally to reduce the effort of labelling and making model's training process more robust and efficient in both binary and multi-class classification with high-performance. They have evaluated the authors’ method of both binary natural dataset and three classes biomedical dataset, demonstrating that active learning with data balancing could help models’ training more robust and broaden active learning's field to multi classification and more application scenarios. More significantly, their experiments showed that at least a half of effort in labelling could be saved for satisfied performance by their method.
Starting Page	8650
Ending Page	8653
Page Count	4
Volume Number	2019
e-ISSN	20513305
Issue Number	Issue 23, Dec (2019)
Alternate Webpage(s)	https://digital-library.theiet.org/content/journals/joe/2019/23
Alternate Webpage(s)	https://digital-library.theiet.org/content/journals/10.1049/joe.2018.9076
Journal	The Journal of Engineering
Publisher	The Institution of Engineering and Technology
Publisher Date	2019-03-25
Access Restriction	Open
Rights License	Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/)
Subject Keyword	Annotated Data Binary Natural Dataset Biomedical Dataset Biomedical Image Analysis Convolutional Neural Network Data Balancing Data Handling Technique Deep Learning Image Classification Benchmarks Improved Active Learning Knowledge Engineering Technique Labelled Image Learning in AI Multiclass Classification Neural Computing Technique Neural Nets Pattern Classification
Content Type	Text
Resource Type	Article

Central Library (ISO-9001:2015 Certified)
Indian Institute of Technology Kharagpur
Kharagpur, West Bengal, India | PIN - 721302

See location in the Map
03222 282435
Mail: support@ndl.gov.in

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in