notesum.ai

Published at November 7

Personalized Federated Learning for Cross-view Geo-localization

cs.CV

cs.AI

Released Date: November 7, 2024

Authors: Christos Anagnostopoulos¹, Alexandros Gkillas¹, Nikos Piperigkos¹, Aris S. Lalos²

Aff.: ¹Industrial Systems Institute, Athena Research Center, Patras Science Park, Greece; AviSense.AI, Patras Science Park, Greece; ²Industrial Systems Institute, Athena Research Center, Patras Science Park, Greece

Arxiv: http://arxiv.org/abs/2411.04692v1

Scenario	Lat 1m & Angle 1°	Lat 3m & Angle 3°	Lat 5m & Angle 5°
Single Client	5.01	26.66	45.8
FL (Classical)	9.93	42.46	61.24
FL (Only Encoders)	9.94	43.86	62.76
Centralized	11.34	46.83	63.95