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My research mainly focuses on how to construct novel CNN architectures and strategies to improve the detection percentages of steganographic images on the latest generation algorithms both in spatial and frequency (JPEG) domains. On top of that, steganalysis issues in practical application scenarios is studied and explored to meet the need of detection under complex environment. It is also worth paying attention to whether the field characteristics more suitable for steganalysis can be explored in combination with the research hotspots in the field of deep learning.