Acta Photonica Sinica, Volume. 52, Issue 4, 0410003(2023)

Visible-to-infrared Image Translation Based on an Improved Conditional Generative Adversarial Nets

Decao MA1... Yong XIAN1,*, Juan SU2, Shaopeng LI1 and Bing LI1 |Show fewer author(s)
Author Affiliations
  • 1College of War Support, Rocket Force University of Engineering, Xi'an 710025, China
  • 2College of Nuclear Engineering, Rocket Force University of Engineering, Xi'an 710025, China
  • show less
    References(25)

    [1] I GOODFELLOW, J POUGET-ABADIE, M MIRZA et al. Generative adversarial networks. Communications of the ACM, 63, 139-144(2020).

    [2] P ISOLA, Junyan ZHU, Tinghui ZHOU et al. Image-to-image translation with conditional adversarial networks, 5967-5976(2017).

    [3] Junyan ZHU, T PARK, P ISOLA et al. Unpaired image-to-image translation using cycle-consistent adversarial networks, 2223-2232(2017).

    [4] V V KNIAZ, V A KNYAZ, J HLADUVKA et al. Thermalgan: multimodal color-to-thermal image translation for person re-identification in multispectral dataset, 606-624(2018).

    [5] V A MIZGINOV, V V KNIAZ, N A FOMIN. A method for synthesizing thermal images using gan multi-layered approach. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 4421, 155-162(2021).

    [6] Bing LI, Yong XIAN, Daqiao ZHANG. Infrared image generation algorithm based on conditional generation adversarial networks. Acta Photonica Sinica, 50, 1110004(2021).

    [7] Yangyang MA, Yanling HUA, Zhengrong ZUO. Infrared image generation by pix2pix based on multi-receptive field feature fusion, 1029-1036(2021).

    [8] M A ÖZKANOĞLU, S OZER. InfraGAN: A GAN architecture to transfer visible images to infrared domain. Pattern Recognition Letters, 155, 69-76(2022).

    [9] E SCHONFELD, B SCHIELE, A KHOREVA. A u-net based discriminator for generative adversarial networks, 8207-8216(2020).

    [10] Zhuang LIU, Hanzi MAO, Chaoyuan WU et al. A convnet for the 2020s, 11976-11986(2022).

    [13] Chuan LI, M WAND. Precomputed real-time texture synthesis with markovian generative adversarial networks, 702-716(2016).

    [14] S RAZAKARIVONY, F JURIE. Vehicle detection in aerial imagery: a benchmark. Journal of Visual Communication and Image Representation, 34, 187-203(2015).

    [15] J W DAVIS, V SHAARMA. Background-subtraction using contour-based fusion of thermal and visible imagery. Computer Vision and Image Understanding, 106, 162-182(2007).

    [16] S HWANG, J PARK, N KIM et al. Multispectral pedestrian detection: benchmark dataset and baseline, 1037-1045(2015).

    [17] A HORE, D ZIOU. Image quality metrics: PSNR vs. SSIM, 2366-2369(2010).

    [18] Z WANG, E P SIMONCELLI, A C BOVIK. Multiscale structural similarity for image quality assessment, 2, 1398-1402(2003).

    [19] R ZHANG, P ISOLA, A A EFROS et al. The unreasonable effectiveness of deep features as a perceptual metric, 586-595(2018).

    [20] M HEUSEL, H RAMSAUER, T UNTERTHINER et al. GANs trained by a two time-scale update rule converge to a local nash equilibrium, 6629-6640(2017).

    [21] Jiamin GONG, Tao GUO, Yi CAO et al. Correlativity analysis between image gray value and temperature based on infrared target. Infrared and Laser Engineering, 45, 0304006(2016).

    [22] Yabin ZHANG, Minghan LI, Ruihuang LI et al. Exact feature distribution matching for arbitrary style transfer and domain generalization, 8035-8045(2022).

    [23] M DUSMANU, I ROCCO, T PAJDLA et al. D2-net: a trainable CNN for joint description and detection of local features, 8092-8101(2019).

    [24] P E SARLIN, D DETONE, T MALISIEWICZ et al. Superglue: learning feature matching with graph neural networks, 4938-4947(2020).

    [25] J SUN, Z SHEN, Y WANG et al. LoFTR: detector-free local feature matching with transformers, 8922-8931(2021).

    Tools

    Get Citation

    Copy Citation Text

    Decao MA, Yong XIAN, Juan SU, Shaopeng LI, Bing LI. Visible-to-infrared Image Translation Based on an Improved Conditional Generative Adversarial Nets[J]. Acta Photonica Sinica, 2023, 52(4): 0410003

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category:

    Received: Nov. 8, 2022

    Accepted: Dec. 24, 2022

    Published Online: Jun. 21, 2023

    The Author Email: XIAN Yong (xy603xy@163.com)

    DOI:10.3788/gzxb20235204.0410003

    Topics