notesum.ai

Published at November 21

Unveiling the Hidden: A Comprehensive Evaluation of Underwater Image Enhancement and Its Impact on Object Detection

eess.IV

cs.AI

cs.CV

Released Date: November 21, 2024

Authors: Ali Awad¹, Ashraf Saleem¹, Sidike Paheding¹, Evan Lucas¹, Serein Al-Ratrout¹, Timothy C. Havens¹

Aff.: ¹Unknown

Arxiv: http://arxiv.org/abs/2411.14626v1

Refer to caption

CUPDD [20] Dataset
Models	UIQM ↑		UCIQE ↑		CCF ↑		Entropy ↑
Models	Mean	Std.	Mean	Std.	Mean	Std.	Mean	Std.
Original	1.11	0.35	0.46	0.03	14.52	4.23	7.21	0.28
ACDC [1]	3.07	0.54	0.51	0.02	14.97	2.93	7.52	0.11
TEBCF [2]	4.07	0.69	0.61	0.02	25.03	5.01	7.80	0.09
BayesRet [3]	2.88	0.66	0.55	0.03	13.17	3.86	7.72	0.05
PCDE [4]	1.27	0.31	0.46	0.02	7.55	1.42	6.93	0.28
ICSP [5]	1.17	0.40	0.43	0.04	10.57	3.04	4.56	0.96
AutoEnh. [6]	1.98	0.57	0.54	0.03	10.79	2.53	7.55	0.19
Semi UIR [7]	3.21	0.59	0.55	0.04	13.42	4.12	7.56	0.19
USUIR [8]	1.65	0.42	0.60	0.02	19.13	4.35	7.67	0.15
TUDA [9]	2.58	0.56	0.59	0.02	12.62	2.33	7.77	0.07