This work presents a novel framework for retrieving similar imagesīased on color and texture features. A CBIR system measures the similaritiesīetween a query and the image contents in a dataset and ranks the dataset The obfuscation algorithm covers a minimum explicitly nude area of 0.68 on average.Ĭontent-based image retrieval (CBIR) retrieves visually similar images from aĭataset based on a specified query. The classification network achieves a top-1 accuracy of 0.903 and a top-2 accuracy of 0.986. This obfuscation algorithm presents a novel-use case of class-specific activation mappings for censoring regional explicit nudity in images. Our automatic obfuscation algorithm uses the information obtained from the classification network and does not require additional annotation or supplementary training. Our classification network is trained with automatically labelled data using noise-robust techniques.

Our proposed solution is a cost-efficient in terms of human labour and practical for deploying the real-time systems. Our solution consists of two main parts: the first part classifies a given image into granular content classes and a second part obfuscates the part of a given image that might be inappropriate for the target audience. In this research work, we propose an automatic content moderation pipeline based on deep neural networks. Automating content moderation is a scalable solution for social media platforms. Therefore, human-reviewed content moderation is not achievable in such volume.

People have been jailed for their comments and videos online.Millions of users produce and consume billions of content on social media. The UAE, while liberal in many regards compared to its Middle Eastern neighbours, has strict laws governing expression and social media. “Such unacceptable behaviours do not reflect the values and ethics of Emirati society,” said police in a statement. The pictures came as a shock in the federation of seven Arab sheikhdoms, where tamer behaviour - like kissing in public or drinking alcohol without a licence - has landed people in jail.Īny person who lives in or visits the UAE is subject to its laws and there are no exceptions for tourists.Ģ017, a British woman was sentenced to one year in prison for having consensual sex with a man she wasn't married to. The sharing of pornographic material is also punishable with prison time and a fine of up to 500,000 dirhams under the country's laws, which are based on Islamic law, or Shariah. The UAE's public decency laws, which cover nudity and other 'lewd behaviour', carry penalties of up to six months in prison and a 5,000 dirham (£983) fine.

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