{
  "id": 130643,
  "title": "Some ideas to try",
  "url": "/competitions/deepfake-detection-challenge/discussion/130643",
  "author_name": "Yassine Alouini",
  "post_date": "2020-02-15T13:48:55.450000",
  "votes": 1,
  "comment_count": 0,
  "views": 0,
  "content": "<p>I am just getting started, so I thought it might be interesting to share some early ideas I have:</p>\n\n<ul>\n<li>Distill videos to few images where the pose and/or face change a lot. Haven't yet checked the dataset but it seems that some videos contain unrealistic faces and/or body movements. </li>\n<li>Extract the audio files and detect weird wave patterns. I need to check some audio files to see if this pattern is easily recognizable. </li>\n</ul>\n\n<p>Some blog posts and articles to read:</p>\n\n<ul>\n<li>Audio deepfakes blog post: <a href=\"https://medium.com/dessa-news/detecting-audio-deepfakes-f2edfd8e2b35\">https://medium.com/dessa-news/detecting-audio-deepfakes-f2edfd8e2b35</a></li>\n<li>Video deepfakes blog post: <a href=\"https://medium.com/&lt;a href=\">@jonathan</a>_hui/how-deep-learning-fakes-videos-deepfakes-and-how-to-detect-it-c0b50fbf7cb9\"&gt;https://medium.com/<a href=\"/jonathan\">@jonathan</a>_hui/how-deep-learning-fakes-videos-deepfakes-and-how-to-detect-it-c0b50fbf7cb9 </li>\n<li>First place solution from a recent Youtube challenge: <a href=\"https://www.kaggle.com/c/youtube8m-2019/discussion/112869\">https://www.kaggle.com/c/youtube8m-2019/discussion/112869</a></li>\n</ul>\n\n<p>I will update this thread with more ideas and links the further I make progress.  Cheers!</p>",
  "messages": [
    {
      "id": 746747,
      "postDate": "2020-02-15T13:48:55.450Z",
      "content": "<p>I am just getting started, so I thought it might be interesting to share some early ideas I have:</p>\n\n<ul>\n<li>Distill videos to few images where the pose and/or face change a lot. Haven't yet checked the dataset but it seems that some videos contain unrealistic faces and/or body movements. </li>\n<li>Extract the audio files and detect weird wave patterns. I need to check some audio files to see if this pattern is easily recognizable. </li>\n</ul>\n\n<p>Some blog posts and articles to read:</p>\n\n<ul>\n<li>Audio deepfakes blog post: <a href=\"https://medium.com/dessa-news/detecting-audio-deepfakes-f2edfd8e2b35\">https://medium.com/dessa-news/detecting-audio-deepfakes-f2edfd8e2b35</a></li>\n<li>Video deepfakes blog post: <a href=\"https://medium.com/&lt;a href=\">@jonathan</a>_hui/how-deep-learning-fakes-videos-deepfakes-and-how-to-detect-it-c0b50fbf7cb9\"&gt;https://medium.com/<a href=\"/jonathan\">@jonathan</a>_hui/how-deep-learning-fakes-videos-deepfakes-and-how-to-detect-it-c0b50fbf7cb9 </li>\n<li>First place solution from a recent Youtube challenge: <a href=\"https://www.kaggle.com/c/youtube8m-2019/discussion/112869\">https://www.kaggle.com/c/youtube8m-2019/discussion/112869</a></li>\n</ul>\n\n<p>I will update this thread with more ideas and links the further I make progress.  Cheers!</p>",
      "rawMarkdown": "I am just getting started, so I thought it might be interesting to share some early ideas I have:\n\n- Distill videos to few images where the pose and/or face change a lot. Haven't yet checked the dataset but it seems that some videos contain unrealistic faces and/or body movements. \n- Extract the audio files and detect weird wave patterns. I need to check some audio files to see if this pattern is easily recognizable. \n\nSome blog posts and articles to read:\n\n- Audio deepfakes blog post: https://medium.com/dessa-news/detecting-audio-deepfakes-f2edfd8e2b35\n- Video deepfakes blog post: https://medium.com/@jonathan_hui/how-deep-learning-fakes-videos-deepfakes-and-how-to-detect-it-c0b50fbf7cb9 \n- First place solution from a recent Youtube challenge: https://www.kaggle.com/c/youtube8m-2019/discussion/112869\n\nI will update this thread with more ideas and links the further I make progress.  Cheers!\n",
      "votes": 1
    }
  ],
  "comments": [],
  "raw_markdown_by_id": {
    "746747": "I am just getting started, so I thought it might be interesting to share some early ideas I have:\n\n- Distill videos to few images where the pose and/or face change a lot. Haven't yet checked the dataset but it seems that some videos contain unrealistic faces and/or body movements. \n- Extract the audio files and detect weird wave patterns. I need to check some audio files to see if this pattern is easily recognizable. \n\nSome blog posts and articles to read:\n\n- Audio deepfakes blog post: https://medium.com/dessa-news/detecting-audio-deepfakes-f2edfd8e2b35\n- Video deepfakes blog post: https://medium.com/@jonathan_hui/how-deep-learning-fakes-videos-deepfakes-and-how-to-detect-it-c0b50fbf7cb9 \n- First place solution from a recent Youtube challenge: https://www.kaggle.com/c/youtube8m-2019/discussion/112869\n\nI will update this thread with more ideas and links the further I make progress.  Cheers!\n"
  }
}