notesum.ai

Published at December 3

Active Learning via Classifier Impact and Greedy Selection for Interactive Image Retrieval

cs.CV

cs.IR

Released Date: December 3, 2024

Authors: Leah Bar¹, Boaz Lerner², Nir Darshan², Rami Ben-Ari²

Aff.: ¹Department of Applied Mathematics, Tel-Aviv University, Israel; ²OriginAI, Ramat-Gan, Israel

Arxiv: http://arxiv.org/pdf/2412.02310v1

	Uncertainty	Diversity	$\\|\theta-\theta_{all}\\|\downarrow$
Random	0.82	0.54	1.22
Kmeans++	0.86	0.78	0.98
Entropy	0.99	0.24	0.71
SVM-GAL (ours)	0.96	0.52	0.29