The BRIAR Dataset: A Comprehensive Whole-Body Biometric Recognition Benchmark at Extreme Distances and Altitudes (Collections 1-6)

Published: 09 Apr 2026, Last Modified: 09 Apr 2026CVPR 2026 Biometrics Workshop OralEveryoneRevisionsCC BY 4.0
Keywords: BRIAR (Biometric Recognition and Identification at Altitude and Range); Long-range biometrics; Elevated/altitude viewpoints; Atmospheric turbulence; Whole-body recognition; Face recognition; Gait recognition; Multimodal biometrics; Dataset curation and evaluation; Privacy-preserving data; Benchmarking and performance assessment
Abstract: The Biometric Recognition and Identification at Altitude and Range (BRIAR) program aims to extend biometric capabilities into severe operational environments characterized by long ranges, atmospheric turbulence, and elevated viewpoints. This paper introduces the program’s two final government collections expanding activities, environments, viewpoints, distances, and modalities, and adding appearance and environmental stressors. We refine curation/ evaluation and include sequestered subsets to support controlled assessments. These updates strengthen BRIAR as a comprehensive resource for whole-body, face, and gait recognition at altitude and range, while maintaining privacy-first practices.
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Submission Number: 15
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