notesum.ai

Published at November 5

Correlation of Object Detection Performance with Visual Saliency and Depth Estimation

cs.CV

cs.AI

cs.LG

Released Date: November 5, 2024

Authors: Matthias Bartolo¹, Dylan Seychell¹

Aff.: ¹Dept. of Artificial Intelligence, University of Malta

Arxiv: http://arxiv.org/abs/2411.02844v1

Refer to caption

Technique	Mean Avg. Pearson Corr. (mA $\rho$ )		Avg. Runtime/image (s)		Model Type
Technique	Pascal VOC	COCO	Pascal VOC	COCO	Model Type
Depth Anything	0.273	0.125	0.020	0.029	Depth Prediction
DPT-Large	0.283	0.129	0.046	0.050	Depth Prediction
Itti-Koch Model	0.280	0.130	0.030	0.065	Saliency Prediction
DeepGaze IIE	0.459	0.170	0.042	0.084	Saliency Prediction
Average	0.324	0.139	0.035	0.505	N/A