An invisible, robust copyright protection method for DNN-generated content.

Wide deployment of deep neural networks (DNNs) based applications (e.g., style transfer, cartoonish), stimulating the need for copyright protection of such application's production. Though some traditional visible copyright techniques exist, they often introduce undesired artifacts and compromise the aesthetic quality of the images. In this paper, we propose a novel invisible, robust copyright protection method, which is composed of two networks: the copyright encoder and the copyright decoder. The former projects the copyright information to the invisible perturbation with the drive of both the input of images and copyright information, thereby adding it to the image and yielding encoded images. The copyright decoder extracts copyright information from encoded images. Moreover, a robustness module is integrated to enhance the decoder's ability to decipher images against various distortions encountered on social media platforms. Furthermore, the loss function is elaborately designed, taking into account both feature space and color space, to guarantee the quality of encoded and decoded copyright images. Extensively objective and subjective experiments validate the effectiveness of the proposed method. Additionally, the physical test is conducted by posting the encoded images to social media (e.g., Weibo and Twitter) and downloading them to verify the feasibility of the proposed method in practice.

[Treatment and assistance for advanced schistosomiasis patients in Changshu City from 2006 to 2014].

OBJECTIVE: To understand the status of treatment and assistance for advanced schistosomiasis patients in Changshu City from 2006 to 2014. METHODS: According to The Parasitic Disease Prevention Information Management System, the data of treatment and assistance for advanced schistosomiasis patients were collected and analyzed statistically in Changshu City from 2006 to 2014. RESULTS: A total of 269 advanced schistosomiasis patients were assisted. The sex ratio of men: women was 0.56: 1 with an average age of 71.71 years. The ascites-type patients accounted for 78.25%, splenomegaly-type 21.20%, and colon proliferation-type 0.55%. The clinical cure rate was 12.29%, improvement rate 62.81%, and no-change 8.67%, and the total effective rate was 75.10%. CONCLUSION: The treatment and assistance for advanced schistosomiasis patients has achieved the basic target of improving the symptoms, relieving pains and improving the living quality.

[Survey on newly-developed advanced schistosomiasis patients in schistosomiasis transmission-interrupted areas].

OBJECTIVE: To understand the status of newly-developed advanced schistosomiasis patients in schistosome transmission-interrupted areas. METHODS: The newly diagnosed advanced schistosomiasis patients confirmed by professionals at province and county levels according to the available standards were investigated. Their detailed epidemiology history and present signs/ symptoms were surveyed, and the relevant medical examinations were performed. RESULTS: There were 75 patients including 22 males and 53 females. The average age was (70.0 +/- 7.0) years and they were all infected with schistosome previously. They received anti-schistosome therapy (mean 1.85 times) and stool examinations (mean 26.24 times) continuously from 1976 to 1985, and the results of stool examination were all negative. In majority of the patients' resident areas, the last time that Oncomelania hupensis snails were found was 1976, and the latest was 1983. During this period, no patients were up to the diagnostic criteria of advanced schistosomiasis after multiple examinations, and they were diagnosed as advanced cases between 2008 and 2011. The survey indicated that liver fibrosis was found in all the patients with 82.7% showing grad III pathological change, 90.7% of them had splenomegaly, 20.0% had ascites, and 22.7% had portal vein broadening. The mean value of enzyme indexes of liver function was 31.81 U/L (ALT), 53.19 U/L (AST) and 89.28 U/L (gamma-GT), and the positive rate was 21.3%, 49.3% and 57.3%, respectively. As for the fibrosis indexes, the positive rate of HA, LN, C VI and P III P was 73.3%, 13.3%, 17.3% and 9.3%, respectively, and the mean value of HA was 3 times higher than that of the upper limit of normal standard. Conclusions Newly-developed advanced schistosomiasis patients are those who were dignosed and cured parasitologically but progressed pathologically without any chance of re-infection. Anti-fibrosis therapy is necessary as the patients show considerable progressive liver fibrosis.

[Survey on historical Oncomelania snail environments in Changshu City].

The historical Oncomelania snail environments discovered since 1976 were surveyed in Changshu City, Jiangsu Province. There were 425 foci of historical snail environments that were discovered in 16 towns, the snail area was 124 893 m2. The transformation rates of historical snail environments and of the snail area were 76.71% and 86.92%, respectively. The transformation rates of the ditches, the ponds and the land were 98.17%, 97.93%, and 95.04%, respectively, but the transformation rate of river channels was only 28.23%. We still need to strengthen the environmental transformation of historical snail river channels.