{
  "id": 239664,
  "title": "How can I solve the problem of randomness color when generating using GAN",
  "url": "/competitions/gan-getting-started/discussion/239664",
  "author_name": "Junhan Ouyang",
  "post_date": "2021-05-17T07:53:07.142000",
  "votes": 0,
  "comment_count": 0,
  "views": 0,
  "content": "<p>So I tried to train a CycleGan to do the competition. However after 30 epochs or so. I found out the generated Monet image can capture the original picture feature and shape. But is terribly capturing the color, sometime from one epochs the generated images can be more yellow while other times is some other color. This is the demo below. Can someone tell me what may happen to my model and how can I improve it?</p>\n<p>![<a href=\"https://drive.google.com/file/d/1p2bbupdbPE9DkLOYnPEK-BOL1Lq6EzLQ/view?usp=sharing\" target=\"_blank\">https://drive.google.com/file/d/1p2bbupdbPE9DkLOYnPEK-BOL1Lq6EzLQ/view?usp=sharing</a>]</p>\n<p>Above is one of the example</p>",
  "messages": [
    {
      "id": 1311179,
      "postDate": "2021-05-17T07:53:07.143Z",
      "content": "<p>So I tried to train a CycleGan to do the competition. However after 30 epochs or so. I found out the generated Monet image can capture the original picture feature and shape. But is terribly capturing the color, sometime from one epochs the generated images can be more yellow while other times is some other color. This is the demo below. Can someone tell me what may happen to my model and how can I improve it?</p>\n<p>![<a href=\"https://drive.google.com/file/d/1p2bbupdbPE9DkLOYnPEK-BOL1Lq6EzLQ/view?usp=sharing\" target=\"_blank\">https://drive.google.com/file/d/1p2bbupdbPE9DkLOYnPEK-BOL1Lq6EzLQ/view?usp=sharing</a>]</p>\n<p>Above is one of the example</p>",
      "rawMarkdown": "So I tried to train a CycleGan to do the competition. However after 30 epochs or so. I found out the generated Monet image can capture the original picture feature and shape. But is terribly capturing the color, sometime from one epochs the generated images can be more yellow while other times is some other color. This is the demo below. Can someone tell me what may happen to my model and how can I improve it?\n\n![https://drive.google.com/file/d/1p2bbupdbPE9DkLOYnPEK-BOL1Lq6EzLQ/view?usp=sharing]\n\nAbove is one of the example"
    }
  ],
  "comments": [],
  "raw_markdown_by_id": {
    "1311179": "So I tried to train a CycleGan to do the competition. However after 30 epochs or so. I found out the generated Monet image can capture the original picture feature and shape. But is terribly capturing the color, sometime from one epochs the generated images can be more yellow while other times is some other color. This is the demo below. Can someone tell me what may happen to my model and how can I improve it?\n\n![https://drive.google.com/file/d/1p2bbupdbPE9DkLOYnPEK-BOL1Lq6EzLQ/view?usp=sharing]\n\nAbove is one of the example"
  }
}