notesum.ai
Published at November 21Unveiling 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

| CUPDD [20] Dataset | ||||||||
|---|---|---|---|---|---|---|---|---|
| Models | UIQM ↑ | UCIQE ↑ | CCF ↑ | Entropy ↑ | ||||
| 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 |