ARDA VACE Advanced Research and Development Activity (ARDA) Video Analysis and Content Extraction...
-
Upload
aron-harper -
Category
Documents
-
view
221 -
download
6
Transcript of ARDA VACE Advanced Research and Development Activity (ARDA) Video Analysis and Content Extraction...
![Page 1: ARDA VACE Advanced Research and Development Activity (ARDA) Video Analysis and Content Extraction (VACE)](https://reader036.fdocuments.in/reader036/viewer/2022082820/56649e605503460f94b5b0c1/html5/thumbnails/1.jpg)
ARDA VACEARDA VACE
Advanced Research and Development Advanced Research and Development Activity (ARDA) Video Analysis and Activity (ARDA) Video Analysis and
Content Extraction (VACE)Content Extraction (VACE)
![Page 2: ARDA VACE Advanced Research and Development Activity (ARDA) Video Analysis and Content Extraction (VACE)](https://reader036.fdocuments.in/reader036/viewer/2022082820/56649e605503460f94b5b0c1/html5/thumbnails/2.jpg)
Video Analysis and Content Extraction Video Analysis and Content Extraction (VACE)(VACE)Project DescriptionProject Description
• Goal: Develop revolutionary Goal: Develop revolutionary advances in automatic video advances in automatic video extraction, understanding, and multi-extraction, understanding, and multi-modal-fusion. modal-fusion.
• Funded in 3, 2-year phases. (we are currently in the middle of phase 2.
• Multi-domain: meetings, Broadcast Multi-domain: meetings, Broadcast News, UAV (Unmanned Air Vehicle), News, UAV (Unmanned Air Vehicle), Surveillance/Ground reconSurveillance/Ground recon
• NIST is supporting VACE meeting NIST is supporting VACE meeting video needs and evaluation oversightvideo needs and evaluation oversight
SponsorSponsor• ARDAARDAParticipantsParticipants
ProgressProgress//InsightsInsights• Building corpus and evaluation Building corpus and evaluation
infrastructure for video extraction infrastructure for video extraction community by applying knowledge community by applying knowledge from speech from speech recognition/understanding evaluationrecognition/understanding evaluation..
• Developing diagnostic metrics with Developing diagnostic metrics with the mind of moving toward a single-the mind of moving toward a single-number metric.number metric.
Future PlansFuture Plans• 2005 Core evaluations2005 Core evaluations
– face detect/trackingface detect/tracking– Text detect/track/recognitionText detect/track/recognition– person detect/trackingperson detect/tracking– hand detect/trackinghand detect/tracking
• 2006 2006 – event detectionevent detection
•BAE•BBN•USC •UMD•TASC•USF•UCF
•Virginia Tech•U Illinois Urbana Champaign•Salient Stills•IBM/Columbia•Carnegie Mellon U•Pittsburgh Pattern Recognition•Advanced Interfaces
![Page 3: ARDA VACE Advanced Research and Development Activity (ARDA) Video Analysis and Content Extraction (VACE)](https://reader036.fdocuments.in/reader036/viewer/2022082820/56649e605503460f94b5b0c1/html5/thumbnails/3.jpg)
IssuesIssues
• Having “enough” data of the types being Having “enough” data of the types being evaluated.evaluated.
• Ground Truth (Currently we use ViPER Ground Truth (Currently we use ViPER [developed at Univ. Maryland])[developed at Univ. Maryland])– Temporal/SpatialTemporal/Spatial– bounding box or point referencebounding box or point reference– object definitionobject definition
• MetricsMetrics• FundingFunding• Definition of PurposeDefinition of Purpose
![Page 4: ARDA VACE Advanced Research and Development Activity (ARDA) Video Analysis and Content Extraction (VACE)](https://reader036.fdocuments.in/reader036/viewer/2022082820/56649e605503460f94b5b0c1/html5/thumbnails/4.jpg)
Evaluation Domain Sub-Forums• Broadcast News (in coordination with TRECVID)• Meetings • Surveillance • UAV • Tasks:
– Develop evaluation recommendations for 2006+ event detection tasks
• These include task definitions, metrics, schedule, source data, and necessary annotations
• Chairs work with both research community and interested partners to satisfy Sponsor and Research needs
• Identify existing research sour data to be used or list realistic requirements, ensuring that corpora meet above needs
• produce task list and required data resources– Provide recommendations to Core Evaluation Forum– NIST will create mail lists and can set up conference calls
• Forums should hold biweekly teleconferences as necessary to maintain momentum
– Forum chairs will give report at Fall Workshop
![Page 5: ARDA VACE Advanced Research and Development Activity (ARDA) Video Analysis and Content Extraction (VACE)](https://reader036.fdocuments.in/reader036/viewer/2022082820/56649e605503460f94b5b0c1/html5/thumbnails/5.jpg)
DomainTask
Meetings Broadcast News UAV Surveillance
Text Detection (English) - Y - -
Text Tracking (English) - Y - -
Text Recognition (English) - Y - -
Text Detection (Chinese) - - - -
Text Tracking (Chinese) - - - -
Text Detection (Arabic) - Y - -
Text Tracking (Arabic) - Y - -
Face Detection Y Y - Y
Face Tracking Y Y - Y
Hand Detection Y Y - Y
Hand Tracking Y Y - Y
People Detection Y - Y Y
People Tracking Y - Y Y
Vehicle Detection - - Y Y
Vehicle Tracking - - Y Y
Planned Core Eval Tasks/Domains (34 evaluations)Planned Core Eval Tasks/Domains (34 evaluations)
![Page 6: ARDA VACE Advanced Research and Development Activity (ARDA) Video Analysis and Content Extraction (VACE)](https://reader036.fdocuments.in/reader036/viewer/2022082820/56649e605503460f94b5b0c1/html5/thumbnails/6.jpg)
http://www.nist.govhttp://www.nist.gov
Information Technology LaboratoryInformation Technology Laboratoryhttp://www.itl.nist.govhttp://www.itl.nist.gov
[email protected]@nist.gov
Information Access DivisionInformation Access Divisionhttp://www.itl.nist.gov/iaui/http://www.itl.nist.gov/iaui/
[email protected]@nist.gov
ARDAARDAhttp://www.ic-arda.orghttp://www.ic-arda.org