[1] Mu G, Zhang Z H, Shi Y J. Photoacoustic imaging technology in biomedical imaging[J]. Chinese Journal of Lasers, 49, 2007208(2022).

[2] Jacob J E, Saritha S, Hemanth J, Bestak R, Chen J L Z. Video enhancement and low-resolution facial image reconstruction for crime investigation[M]. Intelligent data communication technologies and internet of things. Lecture notes on data engineering and communications technologies, 57, 773-788(2021).

[3] Ai D, Zhang X Y, Xu C et al. Advances in semantic segmentation methods for large-scale point clouds based on deep learning[J]. Laser & Optoelectronics Progress, 61, 1200003(2024).

[4] Lü F, Liu T. A deep learning algorithm for image recognition with self-enhancement of learning rate[J]. Computer Applications and Software, 38, 268-273(2021).

[5] Chen S X, He Y F. Weighted joint sparse representation hyperspectral image classification based on spatial-spectral dictionary[J]. Acta Optica Sinica, 43, 0110002(2023).

[6] Kalamkar S, Mary A G. Multimodal image fusion: a systematic review[J]. Decision Analytics Journal, 9, 100327(2023).

[7] Chen W M, Hong R, Gai S Y et al. Three-dimensional multi-object tracking based on feature fusion and similarity estimation network[J]. Acta Optica Sinica, 42, 1615001(2022).

[8] Yun S H, Kim J H, Kim S. Image enhancement using a fusion framework of histogram equalization and Laplacian pyramid[J]. IEEE Transactions on Consumer Electronics, 56, 2763-2771(2010).

[9] Senthilkumaran N, Thimmiaraja J. Histogram equalization for image enhancement using MRI brain images[C], 80-83(2014).

[10] Suresha M, Raghukumar D S, Kuppa S. Kumaraswamy distribution based Bi-histogram equalization for enhancement of microscopic images[J]. International Journal of Image and Graphics, 22, 2250003(2022).

[11] Dong X, Wang G, Pang Y et al. Fast efficient algorithm for enhancement of low lighting video[C](2011).

[12] Jobson D J, Rahman Z, Woodell G A. Properties and performance of a center/surround Retinex[J]. IEEE Transactions on Image Processing, 6, 451-462(1997).

[13] Jobson D J, Rahman Z, Woodell G A. A multiscale retinex for bridging the gap between color images and the human observation of scenes[J]. IEEE Transactions on Image Processing, 6, 965-976(1997).

[14] Zhang S W, Zeng P, Luo X M et al. Multi-scale Retinex with color restoration and detail compensation[J]. Journal of Xi’an Jiaotong University, 46, 32-37(2012).

[15] Kimmel R, Elad M, Shaked D et al. A variational framework for Retinex[J]. International Journal of Computer Vision, 52, 7-23(2003).

[16] Fu X Y, Zeng D L, Huang Y et al. A weighted variational model for simultaneous reflectance and illumination estimation[C], 2782-2790(2016).

[17] Feng W, Wu G M, Zhao D X et al. Multi images fusion Retinex for low light image enhancement[J]. Optics and Precision Engineering, 28, 736-744(2020).

[18] Guo X J, Li Y, Ling H B. LIME: low-light image enhancement via illumination map estimation[J]. IEEE Transactions on Image Processing, 26, 982-993(2017).

[19] Wang C M, He C, Xu M F. Fast exposure fusion of detail enhancement for brightest and darkest regions[J]. The Visual Computer, 37, 1233-1243(2021).

[20] Drago F, Myszkowski K, Annen T et al. Adaptive logarithmic mapping for displaying high contrast scenes[J]. Computer Graphics Forum, 22, 419-426(2003).

[21] Ying Z Q, Li G, Ren Y R et al. A new low-light image enhancement algorithm using camera response model[C], 3015-3022(2017).

[22] Zhu X K, Wang K, Yun L J et al. Research on image enhancement technology under the low-light condition based on multi-scale fusion[J]. Journal of Yunnan Normal University (Natural Science Edition), 43, 30-35(2023).

[23] Shi W L, Liao Y P, Xu Z M et al. A low-light image enhancement method combined with generative adversarial networks in nonsubsampled shearlet transform domain[J]. Laser & Optoelectronics Progress, 60, 2410007(2023).

[24] Han Y C, Zhang W W, He W J et al. Low-light true color image enhancement algorithm based on adaptive truncation simulation exposure and unsupervised fusion[J]. Acta Photonica Sinica, 52, 0910002(2023).

[25] Liu W Q, Zhao P, Wei X et al. Low-light image enhancement algorithm based on multi-scale concat convolutional neural network[C], 709-714(2022).

[26] Chen Q J, Gu Y. Low-light image enhancement algorithm based on multi-channel fusion attention network[J]. Optics and Precision Engineering, 31, 2111-2122(2023).

[27] Guo H D, Dong X C, Zheng Y K et al. Low-light image enhancement algorithm based on multi-scale depth curve estimation[J]. Laser & Optoelectronics Progress, 61, 1010005(2024).

[28] Chen S K, Yang X. An enhanced adaptive sobel edge detector based on improved genetic algorithm and non-maximum suppression[C], 8029-8034(2021).

[29] Achanta R, Hemami S, Estrada F et al. Frequency-tuned salient region detection[C], 1597-1604(2009).

[30] Wei C, Wang W J, Yang W H et al. Deep retinex decomposition for low-light enhancement[EB/OL]. http://arxiv.org/abs/1808.04560