Uniform person re-identification

Person re-identification (person Re-ID) involves matching individuals across different cameras, a process widely applicable in security settings like shopping center surveillance. Technological advancements have led to improvements in person Re-ID, but challenges arise when individuals wear similar...

وصف كامل

محفوظ في:
التفاصيل البيبلوغرافية
المؤلف الرئيسي: Li, Dichen
مؤلفون آخرون: Alex Chichung Kot
التنسيق: Thesis-Master by Coursework
اللغة:English
منشور في: Nanyang Technological University 2024
الموضوعات:
الوصول للمادة أونلاين:https://hdl.handle.net/10356/177687
الوسوم: إضافة وسم
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المؤسسة: Nanyang Technological University
اللغة: English
الوصف
الملخص:Person re-identification (person Re-ID) involves matching individuals across different cameras, a process widely applicable in security settings like shopping center surveillance. Technological advancements have led to improvements in person Re-ID, but challenges arise when individuals wear similar attire, impacting matching accuracy. This project focuses on uniform person re-identification, exploring existing datasets and cutting-edge methods. Methods are categorized into human parsing (e.g., Self-Correction for Human Parsing – SCHP) and attention-based approaches (e.g., Head-shoulder Attention Network - HAA). We implement various methods and conduct thorough performance evaluations using benchmark datasets such as White Re-ID, Black Re-ID, and NTUOutdoor-Color. Our assessment considers the strengths and weaknesses of these methods, providing insights for future enhancements.