NDLI: Long term carefully learning for person detection application to intelligent surveillance system

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

A novel technique for singular point detection based on Poincaré index

On detection of changes in sensor data streams

A generic middleware framework for handling process intensive hybrid cloud services from mobiles

A method to control LED blinking for position detection of devices on conductive clothes

Query-based data aggregation within WSN through Monte Carlo simulation

An efficient audio fingerprint design for MP3 music

Smart books: adding context-awareness and interaction to electronic books

A framework for long-term archiving of pervasive device information

New challenges for universities in the knowledge triangle

On the commonality of iris biometrics

Data gathering using mobile agents in dense mobile wireless sensor networks

Improving travel information access with semantic search application on mobile environment

Online multiple tasks one-shot learning of object categories and vision

A routing strategy for non-cooperation wireless multi-hop ad hoc networks

Model driven development for data-centric sensor network applications

TASKREC: a task-based user interface for smart spaces

Multimedia curriculum for an introductory course for information technologist

Cloud architecture: a preliminary look

Implicit context awareness by face recognition

Efficient in-network aggregation for wireless sensor networks with fine grain location-based cluster

A multimedia quorum-based (MQB) protocol in P2P overlay networks

QoS-aware multipath-TCP extensions for mobile and multimedia applications

Online multiple object tracking by hierarchical association of detection responses

Analysis of ISB watermarking model: block based methods vs embedding repetition methods

Situation semantics for things: everyday artifacts that come with pre-specified behaviours

Advanced images research based on an ontological extension

How the cloud computing paradigm could shape the future of enterprise information processing

Long term carefully learning for person detection application to intelligent surveillance system

Web-enabled smart home using wireless node infrastructure

Performance evaluation for different settings of crossover and mutation rates considering number of covered users: a case study

Robust GME in encoded MPEG video

A pure P2P paradigm for query processing in mobile ad-hoc networks

Issues on information dissemination and routing in wireless sensor networks

Pag cloud: a method to show an image set

Mobile phones security: the spread of malware via MMS and Bluetooth, prevention methods

Data integration in a collaborative decision support system: a three-way collaboration effort between university, industry, and international standard body

Untraceable, anonymous and fair micropayment scheme

Neighborhood discovery in a wireless sensor networks

A method to reduce waiting time for close-range broadcasting

Can Skype be used beyond video calling?

Technique for privacy preserving real-time vehicle tracking using 802.11p technology

Adaptation for enriching services taking into account mobile contextual features

Puebla in the palm of your hands

A simple modeling method for mobile password schemes and its analysis

Automatic player detection, tracking and mapping to field model for broadcast soccer videos

Application development of mobile Transjakarta route map: (case study: Jakarta Indonesia)

Can altruism spare energy in ad hoc networking?

Feature interaction analysis in mobile phones: on the borderline between application functionalities and platform components

A highly flexible and light mobile service oriented architecture

Featured concurrency of mobile ad hoc computing

Material detection based on fractal approach

Designing gestures for hands and feet in daily life

Exploring end-user preferences of 3D mobile interactive navigation design

Policy-based security management in mobile environments

Surrogate object based data mining for distributed mobile systems

Long term carefully learning for person detection application to intelligent surveillance system

Content Provider	ACM Digital Library
Author	Binh, Nguyen Dang
Abstract	In this paper we introduce a framework for unsupervised learning visual object detector in long sequences of continuous video data for intelligent visual surveillance system. The main idea is to (1) minimize the manual effort when learning a classifier and to combine the power of a discriminative classifier with the robustness of a generative model; (2) to exploit a huge amount of unlabeled video data by being long term and careful in selecting training examples; and (3) to start with very simple detection system using motion detection an initial set of positive examples is obtained by analyzing the geometry of the motion blobs. If a blob fulfills the restrictions the corresponding patch is selected. Negative examples are obtained from images where no motion was detected. Starting from these data sets a first discriminative classifier is trained using online boosting for feature selection [1] learning and applying a generative classifier using Principle Component Analysis (PCA) [2] to verify the obtained detections and to decide if a detected patch represents the object-of-interest or not. As we have a huge amount of data (video stream) we can be very long term and careful to use only patches for (positive or negative) updates if we are very confident about our decision. Applying these update rules an incrementally better classifier is obtained without any user interaction needed. We demonstrate the framework on a surveillance task where we learn a person detector by using this approach we avoid hand labeling training data and still achieve a state of the art detection rate.
Starting Page	34
Ending Page	41
Page Count	8
File Format	PDF
ISBN	9781450307857
DOI	10.1145/2095697.2095706
Language	English
Publisher	Association for Computing Machinery (ACM)
Publisher Date	2011-12-05
Publisher Place	New York
Access Restriction	Subscribed
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