AGIM-net based subject-sensitive hashing algorithm for integrity authentication of HRRS images

References

• Adiga VS, Sivaswamy J. 2019. FPD-M-net: fingerprint image denoising and inpainting using M-Net based convolutional neural networks. arXiv preprint arXiv:1812.10191.
   Google Scholar
• Alom MZ, Yakopcic C, Hasan M, Taha TM, Asari VK. 2019. Recurrent residual U-Net for medical image segmentation. J Med Imaging (Bellingham). 6(1):014006.
   PubMedGoogle Scholar
• Aqeel-Ur-Rehman LX, Kulsoom A, Ullah S. 2016. A modified (dual) fusion technique for image encryption using SHA-256 hash and multiple chaotic maps. Multimed Tools Appl. 75:11241–11266.
   Web of Science ®Google Scholar
• Ding KM, Chen SP, Wang Y, Liu YM, Zeng Y, Tian J. 2021. AAU-Net: attention-based asymmetric U-Net for subject-sensitive hashing of remote sensing images. Remote Sensing. 13:5109.
   Web of Science ®Google Scholar
• Ding KM, Liu YM, Xu Q, Lu FQ. 2020. A subject-sensitive perceptual hash based on MUM-Net for the integrity authentication of high resolution remote sensing images. ISPRS Int J Geo-Inf. 9(8):485.
   Web of Science ®Google Scholar
• Ding KM, Yang ZD, Wang YY, et al. 2019. An improved perceptual hash algorithm based on U-Net for the authentication of high-resolution remote sensing image. Appl Sci. 9:2972.
   Google Scholar
• Du L, Ho ATS, Cong R. 2020. Perceptual hashing for image authentication: a survey. Signal Process Image Commun. 81:115713.
   Web of Science ®Google Scholar
• Fu H, Cheng J, Xu Y, Wong DWK, Liu J, Cao X. 2018. Joint optic disc and cup segmentation based on multi-label deep network and polar transformation. IEEE Trans Med Imaging. 37(7):1597–1605.
   PubMed Web of Science ®Google Scholar
• Gu ZW, Cheng J, Fu HZ, Zhou K, Hao HY, Zhao YT, Zhang TY, Gao SH, Liu J. 2019. CE-Net: context encoder net-work for 2D medical image segmentation. IEEE Trans Med Imaging. 38(10):2281–2292.
   PubMed Web of Science ®Google Scholar
• Hosny KM, Khedr YM, Khedr WI, Mohamed ER. 2018. Robust color image hashing using quaternion polar complex exponential transform for image authentication. Circuits Syst Signal Process. 37:5441–5462.
   Web of Science ®Google Scholar
• Huang L, Tang Z, Yang F. 2014. Robust image hashing via colour vector angles and discrete wavelet transform. IET Image Proc. 8(3):142–149.
   Web of Science ®Google Scholar
• Ibtehaz N, Rahman MS. 2020. MultiResUNet: rethinking the U-Net architecture for multimodal biomedical image segmentation. Neural Netw. 121:74–87.
   PubMed Web of Science ®Google Scholar
• Jiang Y, Zhao CH, Ding W, Hong L, Shen Q. 2020. Attention M-net for Automatic Pixel-Level Micro-crack Detection of Photovoltaic Module Cells in Electroluminescence Images. Proceeding of 9rd IEEE Data Driven Control and Learning Systems Conference, Liuzhou, China.
   Google Scholar
• Jiang L, Zheng H, Zhao C. 2021. A Fragile Watermarking in Ciphertext Domain Based on Multi-Permutation Superposition Coding for Remote Sensing Image. In Proceedings of the IEEE International Geoscience and Remote Sensing Symposium IGARSS, Brussels, Belgium, 11–16 p. 5664–5667.
   Google Scholar
• Ji Z, Li S. 2020. Multimodal alignment and attention-based person search via natural language description. IEEE Internet Things J. 7:11147–11156.
   Web of Science ®Google Scholar
• Ji SP, Wei SY. 2019. Building extraction via convolutional neural networks from an open remote sensing building dataset. Acta Geod Cartographica Sin. 48:448–459.
   Google Scholar
• Karsh RK, Laskar RH. 2017. Aditi robust image hashing through DWT-SVD and spectral residual method. J Image Video Proc. 2017:31.
   Google Scholar
• Karsh RK, Laskar RH, Richhariya BB. 2016. Robust image hashing using ring partition-PGNMF and local features. Springerplus. 5(1):1995.
   PubMedGoogle Scholar
• Karsh RK, Saikia A, Laskar RH. 2018. Image authentication based on robust image hashing with geometric correction. Multimed Tools Appl. 77:25409–25429.
   Web of Science ®Google Scholar
• Lin TY, Goyal P, Girshick R, He KM, Dollár P. 2017. Focal loss for dense object detection. IEEE Trans Pattern Anal Mach Intell. 42:2999–3007.
   Google Scholar
• Lin H, Ren S, Yang Y, Zhang YY. 2021. Unsupervised image-to-image translation with self-attention and relativistic discriminator adversarial networks. Acta Autom Sin. 47(9):2226–2237.
   Google Scholar
• Li S, Song W, Fang L, Chen Y, Ghamisi P, Benediktsson JA. 2019. Deep learning for hyperspectral image classification: an overview. IEEE Trans Geosci Remote Sens. 57(9):6690–6709.
   Web of Science ®Google Scholar
• Li X, Yuan A, Lu X. 2021. Vision-to-language tasks based on attributes and attention mechanism. IEEE Trans Cybern. 51(2):913–926.
   PubMed Web of Science ®Google Scholar
• Lu X, Song L, Xie R, Yang XK, Zhang WJ. 2017. Deep hash learning for efficient image retrieval. IEEE International Conference on Multimedia & Expo Workshops (ICMEW). p. 579–584.
   Google Scholar
• Niu XM, Jiao YH. 2008. An overview of perceptual hashing. Acta Electronica Sinica. 36(7):1405–1411.
   Google Scholar
• Oktay O, Schlemper J, Folgoc LL, Lee M, Heinrich M, Misawa K, Mori K, McDonagh S, Hammerla NY, Kainz B, et al. 2018. Attention u-net: learning where to look for the pancreas. arXiv preprint arXiv:1804.03999.
   Google Scholar
• Pun CM, Yan CP, Yuan XC. 2018. Robust image hashing using progressive feature selection for tampering detection. Multimed Tools Appl. 77(10):11609–11633.
   Web of Science ®Google Scholar
• Qin C, Chang CC, Tsou PL. 2013. Robust image hashing using non-uniform sampling in discrete Fourier domain. Digital Signal Process. 23(2):578–585.
   Web of Science ®Google Scholar
• Ronneberger O, Fischer P, Brox T. 2015. U-net: convolutional networks for biomedical image segmentation. Proceedings of the 18th International Conference on Medical Image Computing and Computer-Assisted Intervention, Oct p. 234–241.
   Google Scholar
• Sinha A, Singh K. 2003. A technique for image encryption using digital signature. Opt Commun. 218(4–6):229–234.
   Web of Science ®Google Scholar
• Song W, Gao Z, Dian R, Ghamisi P, Zhang Y, Benediktsson JA. 2022. Asymmetric hash code learning for remote sensing image retrieval. IEEE Trans Geosci Remote Sens. 60:1–14.
   Google Scholar
• Strecha C, Bronstein AM, Bronstein MM, Fua P. 2012. LDAHash: improved matching with smaller descriptors. IEEE Trans Pattern Anal Mach Intell. 34(1):66–78.
   PubMed Web of Science ®Google Scholar
• Sun Y, Feng S, Ye Y, Li X, Kang J, Huang Z, Luo C. 2022b. Multisensor fusion and explicit semantic preserving-based deep hashing for cross-modal remote sensing image retrieval. IEEE Trans Geosci Remote Sens. 60:5219614.
   Web of Science ®Google Scholar
• Sun Y, Ye Y, Li X, Feng S, Zhang B, Kang J, Dai K. 2022a. Unsupervised deep hashing through learning soft pseudo label for remote sensing image retrieval. Knowledge-Based Systems. 239:107807.
   Web of Science ®Google Scholar
• Sun R, Zeng W. 2014. Secure and robust image hashing via compressive sensing. Multimedia Tools and Applications. 70(3):1651–1665.
   Web of Science ®Google Scholar
• Tang Z, Zhang X, Huang L, Dai Y., 2013. Robust image hashing using ring-based entropies. Signal Process. 93(7):2061–2069.
   Web of Science ®Google Scholar
• Wang J, Kumar S, Chang SF. 2012a. Semi-supervised hashing for large-scale search. IEEE Trans Pattern Anal Mach Intell. 34(12):2393–2406.
   PubMed Web of Science ®Google Scholar
• Wang X, Xue J, Zheng Z. 2012b. Image forensic signature for content authenticity analysis. Journal of Visual Communication & Image Representation. 23(5):782–797.
   Web of Science ®Google Scholar
• Xia GS, Bai X, Ding J, Zhu Z, Belongie S, Luo J, Zhang L. 2018. DOTA: a large-scale dataset for object detection in aerial images. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Salt Lake City, UT, USA, 18–22 p. 3974–3983.
   Google Scholar
• Xing XH, Yuan YX, Meng MQH. 2020. Zoom in lesions for better diagnosis: attention guided deformation network for WCE image classification. IEEE Trans Med Imag. 39:4047–4059.
   PubMed Web of Science ®Google Scholar
• Zhang B, Xiong D, Xie J, Su J. 2020a. Neural machine translation with GRU-gated attention model. IEEE Trans Neural Netw Learn Syst. 31(11):4688–4698.
   PubMed Web of Science ®Google Scholar
• Zhang XG, Yan HW, Zhang LM, Wang H. 2020b. High-resolution remote sensing image integrity authentication method considering both global and local features. ISPRS Int J Geo-Inf. 9:254.
   Web of Science ®Google Scholar
• Zhao ZP, Bao ZT, Zhang ZX, Deng J, Cummins N, Wang H, Tao, J, Schuller. 2020a. Automatic assessment of depression from speech via a hiserarchical attention transfer network and attention autoencoders. IEEE J Sel Topics Signal Process. 14:423–434.
   Web of Science ®Google Scholar
• Zhao S, Liu T, Liu BW, Ruan K. 2020b. Attention residual convolution neural network based on U-net (AttentionResU-Net) for retina vessel segmentation. IOP Conf Ser: Earth Environ Sci. 440:032138.
   Google Scholar
• Zhou XM, Li CP, Tang DJ, Song YC, Hu Z, Zhang JS., 2019. Design of Remote Sensing Image Sharing Service System Based on Block Chain Technology. In Procceedings of the IEEE International Conference on Signal, Information and Data Processing (ICSIDP),Chongqing, China, 11-13 December 2019. p. 1–4.
   Google Scholar
• Zhu MH, Jiao LC, Liu F. 2021. Residual spectral–spatial attention network for hyperspectral image classification. IEEE Trans Geosci Remote Sens. 59:449–462.
   Web of Science ®Google Scholar