Relation preserving triplet mining for stabilising the triplet loss in re-identification systems

• Main Authors: GHOSH, Adhiraj, SHANMUGALINGAM, Kuruparan, LIN, Wen-yan
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2023
• Subjects: Algorithms; Machine learning architectures; and algorithms (including transfer); formulations; Image recognition and understanding (object detection; categorization; segmentation; scene modeling; visual reasoning); Databases and Information Systems; Graphics and Human Computer Interfaces
• Online Access: https://ink.library.smu.edu.sg/sis_research/7806; https://ink.library.smu.edu.sg/context/sis_research/article/8809/viewcontent/TripletMining_2023_av.pdf
• Institution: Singapore Management University

Object appearances change dramatically with pose variations. This creates a challenge for embedding schemes that seek to map instances with the same object ID to locations that are as close as possible. This issue becomes significantly heightened in complex computer vision tasks such as re-identific...