Neural Networks Based Automatic Content Moderation on Social Media
| dc.contributor.advisor | Ozcinar, Cagri | |
| dc.contributor.advisor | Anbarjafari, Gholamreza | |
| dc.contributor.author | Karabulut, Dogus | |
| dc.contributor.other | Tartu Ülikool. Loodus- ja täppisteaduste valdkond | et |
| dc.contributor.other | Tartu Ülikool. Tehnoloogiainstituut | et |
| dc.date.accessioned | 2021-05-31T07:26:13Z | |
| dc.date.available | 2021-05-31T07:26:13Z | |
| dc.date.issued | 2020 | |
| dc.description.abstract | Millions of users produce and consume billions of content on social media. Therefore, humanreviewed content moderation is not achievable in such volume. Automating content moderation is a scalable solution for social media platforms. In this thesis work, we propose a neural networks based automatic content moderation pipeline. Our solution consists of two main parts: the first part that classifies the content into granular content classes and a second part that automatically obfuscates the part of the image that might be inappropriate for the target audience. The proposed solution is cost-efficient in terms of human labour. Our classification network is trained with automatically labelled data using noise-robust techniques. Our automatic obfuscation algorithm uses the information obtained from the classification network and does not require additional annotation or supplementary training. This obfuscation algorithm presents a novel-use case to the state-of-the-art. | en |
| dc.identifier.uri | http://hdl.handle.net/10062/72115 | |
| dc.language.iso | eng | et |
| dc.publisher | Tartu Ülikool | et |
| dc.rights | openAccess | et |
| dc.rights | Attribution-NonCommercial-NoDerivatives 4.0 International | * |
| dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/4.0/ | * |
| dc.subject | Computer vision | en |
| dc.subject | Image recognition | en |
| dc.subject | Pattern recognition | en |
| dc.subject | Convolutional neural networks | en |
| dc.subject | Deep learning | en |
| dc.subject | Automated content moderation | en |
| dc.subject | arvutinägemine | et |
| dc.subject | pildituvastus | et |
| dc.subject | mustrituvastus | et |
| dc.subject | konvolutsioonilised närvivõrgud | et |
| dc.subject | sügav õppimine | et |
| dc.subject | automatiseeritud sisu modereerimine | et |
| dc.subject.other | magistritööd | et |
| dc.title | Neural Networks Based Automatic Content Moderation on Social Media | en |
| dc.title.alternative | Neurovõrgul baseeruv automaatne sisu modereerimise lahendus sosiaalvõrgustikele | et |
| dc.type | info:eu-repo/semantics/masterThesis | et |