[1] LeCun Y, Bengio Y, Hinton G. Deep learning[J]. Nature, 521, 436-444(2015).

[2] LeCun Y, Bottou L, Bengio Y et al. Gradient-based learning applied to document recognition[J]. Proceedings of the IEEE, 86, 2278-2324(1998).

[3] Deng J, Dong W, Socher R et al. ImageNet: a large-scale hierarchical image database[C], 248-255(2009).

[4] Srivastava N, Hinton G E, Krizhevsky A et al. Dropout: a simple way to prevent neural networks from overfitting[J]. Journal of Machine Learning Research, 15, 1929-1958(2014).

[5] He K M, Zhang X Y, Ren S Q et al. Deep residual learning for image recognition[C], 770-778(2016).

[6] Chang L, Deng X M, Zhou M Q et al. Convolutional neural networks in image understanding[J]. Acta Automatica Sinica, 42, 1300-1312(2016).

[7] Wang K J, Zhao Y D, Xing X L. Deep learning in driverless vehicles[J]. CAAI Transactions on Intelligent Systems, 13, 55-69(2018).

[8] Zhou J, Xin Y H. Infrared dim small target detection based on saliency and scale-space[J]. Laser & Infrared, 45, 452-456(2015).

[9] Jiang Z C, Li Z W, Chen C et al. Multiscale feedforward structure-based single image rain removal algorithm[J]. Laser & Optoelectronics Progress, 59, 1215001(2022).

[10] Ban M B, Cai R J, Zhang R et al. An automatic classification model of Tibetan La case example sentences with fusion dual-channel syllable features[J]. Acta Scientiarum Naturalium Universitatis Pekinensis, 58, 91-98(2022).

[11] Goodfellow I J, Pouget-Abadie J, Mirza M et al. Generative adversarial networks[EB/OL]. https://arxiv.org/abs/1406.2661

[12] Cinbis R G, Verbeek J, Schmid C. Weakly supervised object localization with multi-fold multiple instance learning[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 39, 189-203(2017).

[13] Zhang S D, He F Z, Ren W Q. NLDN: Non-local dehazing network for dense haze removal[J]. Neurocomputing, 410, 363-373(2020).

[14] Park J, Brady D J, Zheng G A et al. Review of bio-optical imaging systems with a high space-bandwidth product[J]. Advanced Photonics, 3, 044001(2021).

[15] Ding P P, Yao Y H, Qi D L et al. Single-shot spectral-volumetric compressed ultrafast photography[J]. Advanced Photonics, 3, 045001(2021).

[16] Zeng X K, Zheng S Q, Cai Y et al. High-spatial-resolution ultrafast framing imaging at 15 trillion frames per second by optical parametric amplification[J]. Advanced Photonics, 2, 056002(2020).

[17] Scarselli F, Gori M, Tsoi A C et al. The graph neural network model[J]. IEEE Transactions on Neural Networks, 20, 61-80(2009).

[18] Valsesia D, Fracastoro G, Magli E. Deep graph-convolutional image denoising[J]. IEEE Transactions on Image Processing, 29, 8226-8237(2020).

[19] Zhou S C, Zhang J W, Zuo W M et al. Cross-scale internal graph neural network for image super-resolution[EB/OL]. https://arxiv.org/abs/2006.16673

[20] Kipf T N, Welling M. Semi-supervised classification with graph convolutional networks[EB/OL]. https://arxiv.org/abs/1609.02907

[21] Defferrard M, Bresson X, Vandergheynst P. Convolutional neural networks on graphs with fast localized spectral filtering[C], 3844-3852(2016).

[22] Ren D W, Shang W, Zhu P F et al. Single image deraining using bilateral recurrent network[J]. IEEE Transactions on Image Processing, 29, 6852-6863(2020).

[23] Cai B L, Xu X M, Jia K et al. DehazeNet: an end-to-end system for single image haze removal[J]. IEEE Transactions on Image Processing, 25, 5187-5198(2016).

[24] Yang W H, Tan R T, Feng J S et al. Deep joint rain detection and removal from a single image[C], 1685-1694(2017).

[25] Yang W H, Tan R T, Feng J S et al. Joint rain detection and removal from a single image with contextualized deep networks[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 42, 1377-1393(2020).

[26] Hong T, Li Z P. Peak-to-average power ratio reduction for an artificial noise aided secure communication system[C], 1370-1374(2016).

[27] Huynh T Q, Ghanbari M. The accuracy of PSNR in predicting video quality for different video scenes and frame rates[J]. Telecommunication Systems, 49, 35-48(2012).

[28] Wang Z, Bovik A C, Sheikh H R et al. Image quality assessment: from error visibility to structural similarity[J]. IEEE Transactions on Image Processing, 13, 600-612(2004).

[29] Hide R. Optics of the atmosphere: scattering by molecules and particles[J]. Physics Bulletin, 28, 521(1977).

[30] Li B Y, Peng X L, Wang Z Y et al. AOD-net: all-in-one dehazing network[C], 4780-4788(2017).