2014 · 181 citations · 17 references
ComputingComputer ScienceComputer VisionMachine VisionVisual AnalyticsMotion AnalysisMotion CaptureObject DetectionObject RecognitionVideo AnalysisVisual TrackingEvaluation ProtocolsMulti-object TrackingMultiple Object TrackingScenariosSingle-object TrackingThermal ImagingThermal Infrared ImagingTracking Evaluation Metrics
The benchmark captures real‑world thermal infrared scenes such as bat colonies, marathon crowds, and classroom atria. The authors introduce the TIV benchmark to support tasks like single‑ and multi‑object tracking, group motion analysis, and wildlife census in thermal infrared video. Baseline methods and evaluation protocols are provided for these tasks. TIV expands the available thermal infrared video datasets and presents new, challenging analysis problems for the community.
We hereby publish a new thermal infrared video benchmark, called TIV, for various visual analysis tasks, which include single object tracking in clutter, multi-object tracking in single or multiple views, analyzing motion patterns of large groups, and censusing wild animals in flight. Our data describe real world scenarios, such as bats emerging from their caves in large numbers, a crowded street view during a marathon competition, and students walking through an atrium during class break. We also introduce baseline methods and evaluation protocols for these tasks. Our TIV benchmark enriches and diversifies video data sets available to the research community with thermal infrared footage, which poses new and challenging video analysis problems. We hope the TIV benchmark will help the community to better understand these interesting problems, generate new ideas, and value it as a testbed to compare solutions.
17
Online Object Tracking: A Benchmark
Yi Wu, Jongwoo Lim, Ming–Hsuan Yang · 2013 · 4.1K citations
Multi-source Multi-scale Counting in Extremely Dense Crowd Images
Haroon Idrees, Imran Saleemi, Cody Seibert et al. · 2013 · 1.1K citations · Full text
Learning To Count Objects in Images
Victor Lempitsky, Andrew Zisserman · 2010 · 982 citations