notesum.ai

Published at November 15

Evidential Federated Learning for Skin Lesion Image Classification

cs.CV

cs.AI

cs.LG

Released Date: November 15, 2024

Authors: Rutger Hendrix¹, Federica Proietto Salanitri¹, Concetto Spampinato¹, Simone Palazzo¹, Ulas Bagci²

Aff.: ¹Department of Electrical, Electronic and Computer Engineering, University of Catania, Italy; ²Machine & Hybrid Intelligence Lab, Department of Radiology, Northwestern University, USA

Arxiv: http://arxiv.org/abs/2411.10071v1

	C1	C2	C3	C4	C5	C6	Avg
Local $b,t_{prompts}$	$72.56$	$50.00$	$89.91$	$79.94$	$67.61$	$50.00$	68.34 $\pm$ 10.98
Local $g_{prompts}$	$50.00$	$50.48$	$84.79$	$78.91$	$71.59$	$50.00$	64.30 $\pm$ 10.31
FedAvg[3]	$74.74$	$72.79$	$67.74$	$79.89$	$67.61$	$77.09$	73.31 $\pm$ 3.64
FedAvgPers	$77.79$	$68.01$	$84.84$	$78.08$	$67.61$	$82.66$	76.50 $\pm$ 7.25
FedProx[4]	$81.34$	$68.14$	$74.69$	$75.15$	$77.84$	$78.65$	75.97 $\pm$ 4.55
FedProto[5]	$71.88$	$69.04$	$66.34$	$69.71$	$58.52$	$73.57$	68.18 $\pm$ 5.34
FedDistill[6]	$81.08$	$67.42$	$60.96$	$77.13$	$70.45$	$80.33$	72.90 $\pm$ 7.98
FedEvPrompt	$81.02$	$71.83$	$84.15$	$79.02$	$68.18$	$79.35$	77.26 $\pm$ 4.65