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Published at November 29

Explaining the Impact of Training on Vision Models via Activation Clustering

cs.CV

cs.LG

Released Date: November 29, 2024

Authors: Ahcène Boubekki, Samuel G. Fadel¹, Sebastian Mair²

Aff.: ¹Linkoping University, Sweden; ²Linkoping University & Uppsala University, Sweden

Arxiv: http://arxiv.org/pdf/2411.19700v1

Refer to caption

Training Dataset	VOC07	VOC12	COCO20k
ImageNet1K	68.7	69.5	64.1
Random Initialization	45.2	46.9	48.0
STL-10	44.2	44.7	51.3
Chest-X-RAY	42.8	45.1	42.7
DINO	62.7	62.3	61.0
SLIC	43.1	46.0	38.5