{
  "id": 109316,
  "title": "Some Research References",
  "url": "/competitions/rsna-intracranial-hemorrhage-detection/discussion/109316",
  "author_name": "PaulG",
  "post_date": "2019-09-18T12:32:30.264000",
  "votes": 18,
  "comment_count": 5,
  "views": 0,
  "content": "<p>Here are some non-paywalled research papers that look potentially useful:</p>\n\n<p><a href=\"http://www.ajnr.org/content/early/2018/07/26/ajnr.A5742\">Hybrid 3D/2D Convolutional Neural Network for Hemorrhage Evaluation on Head CT</a></p>\n\n<p><a href=\"https://link.springer.com/article/10.1007/s00330-019-06163-2\">Precise diagnosis of intracranial hemorrhage and subtypes using a three-dimensional joint convolutional and recurrent neural network</a></p>\n\n<p>[Development and Validation of Deep Learning Algorithms for Detection of Critical Findings in Head CT Scans] (<a href=\"https://arxiv.org/abs/1803.05854\">https://arxiv.org/abs/1803.05854</a>)</p>\n\n<p><a href=\"https://www.researchgate.net/publication/315853163_Brain_Hemorrhage_Diagnosis_by_Using_Deep_Learning\">Brain Hemorrhage Diagnosis by Using Deep Learning</a></p>\n\n<p><a href=\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6539746/\">Image Thresholding Improves 3-Dimensional CNN Diagnosis of Different Acute Brain Hemorrhages on Computed Tomography Scans</a></p>\n\n<p><a href=\"https://www.researchgate.net/publication/309328039_Classification_of_CT_brain_images_based_on_deep_learning_networks\">Classification of CT brain images based on deep learning networks</a></p>\n\n<p><a href=\"https://arxiv.org/abs/1710.04934\">RADNET: Radiologist Level Accuracy using Deep Learning for Hemorrhage detection in CT Scans</a></p>\n\n<p><a href=\"https://www.hindawi.com/journals/cin/2019/4629859/\">Application of Deep Learning in Neuroradiology: Brain Haemorrhage Classification Using Transfer Learning</a></p>\n\n<p><a href=\"https://arxiv.org/abs/1907.00148\">Improved ICH classification using task-dependent learning</a></p>",
  "messages": [
    {
      "id": 629154,
      "postDate": "2019-09-18T12:32:30.263Z",
      "content": "<p>Here are some non-paywalled research papers that look potentially useful:</p>\n\n<p><a href=\"http://www.ajnr.org/content/early/2018/07/26/ajnr.A5742\">Hybrid 3D/2D Convolutional Neural Network for Hemorrhage Evaluation on Head CT</a></p>\n\n<p><a href=\"https://link.springer.com/article/10.1007/s00330-019-06163-2\">Precise diagnosis of intracranial hemorrhage and subtypes using a three-dimensional joint convolutional and recurrent neural network</a></p>\n\n<p>[Development and Validation of Deep Learning Algorithms for Detection of Critical Findings in Head CT Scans] (<a href=\"https://arxiv.org/abs/1803.05854\">https://arxiv.org/abs/1803.05854</a>)</p>\n\n<p><a href=\"https://www.researchgate.net/publication/315853163_Brain_Hemorrhage_Diagnosis_by_Using_Deep_Learning\">Brain Hemorrhage Diagnosis by Using Deep Learning</a></p>\n\n<p><a href=\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6539746/\">Image Thresholding Improves 3-Dimensional CNN Diagnosis of Different Acute Brain Hemorrhages on Computed Tomography Scans</a></p>\n\n<p><a href=\"https://www.researchgate.net/publication/309328039_Classification_of_CT_brain_images_based_on_deep_learning_networks\">Classification of CT brain images based on deep learning networks</a></p>\n\n<p><a href=\"https://arxiv.org/abs/1710.04934\">RADNET: Radiologist Level Accuracy using Deep Learning for Hemorrhage detection in CT Scans</a></p>\n\n<p><a href=\"https://www.hindawi.com/journals/cin/2019/4629859/\">Application of Deep Learning in Neuroradiology: Brain Haemorrhage Classification Using Transfer Learning</a></p>\n\n<p><a href=\"https://arxiv.org/abs/1907.00148\">Improved ICH classification using task-dependent learning</a></p>",
      "rawMarkdown": "Here are some non-paywalled research papers that look potentially useful:\n\n[Hybrid 3D/2D Convolutional Neural Network for Hemorrhage Evaluation on Head CT](http://www.ajnr.org/content/early/2018/07/26/ajnr.A5742)\n\n[Precise diagnosis of intracranial hemorrhage and subtypes using a three-dimensional joint convolutional and recurrent neural network](https://link.springer.com/article/10.1007/s00330-019-06163-2)\n\n[Development and Validation of Deep Learning Algorithms for Detection of Critical Findings in Head CT Scans] (https://arxiv.org/abs/1803.05854)\n\n[Brain Hemorrhage Diagnosis by Using Deep Learning](https://www.researchgate.net/publication/315853163_Brain_Hemorrhage_Diagnosis_by_Using_Deep_Learning)\n\n[Image Thresholding Improves 3-Dimensional CNN Diagnosis of Different Acute Brain Hemorrhages on Computed Tomography Scans](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6539746/)\n\n[Classification of CT brain images based on deep learning networks](https://www.researchgate.net/publication/309328039_Classification_of_CT_brain_images_based_on_deep_learning_networks)\n\n[RADNET: Radiologist Level Accuracy using Deep Learning for Hemorrhage detection in CT Scans](https://arxiv.org/abs/1710.04934)\n\n[Application of Deep Learning in Neuroradiology: Brain Haemorrhage Classification Using Transfer Learning](https://www.hindawi.com/journals/cin/2019/4629859/)\n\n[Improved ICH classification using task-dependent learning](https://arxiv.org/abs/1907.00148)",
      "votes": 18
    },
    {
      "id": 655597,
      "postDate": "2019-10-23T08:31:36.777Z",
      "content": "<p>Thanks for sharing,\nto save other kagglers' time.\nI have cheched these papers,no code provided.</p>",
      "rawMarkdown": "Thanks for sharing,\nto save other kagglers' time.\nI have cheched these papers,no code provided."
    },
    {
      "id": 644807,
      "postDate": "2019-10-09T11:25:48.683Z",
      "content": "<p>Thanks for sharing the wonderful resources!! </p>",
      "rawMarkdown": "Thanks for sharing the wonderful resources!! "
    },
    {
      "id": 629724,
      "postDate": "2019-09-19T05:17:56.150Z",
      "rawMarkdown": "",
      "isDeleted": true
    },
    {
      "id": 930261,
      "postDate": "2020-07-15T10:01:26.507Z",
      "content": "<p>Thanks for sharing!</p>",
      "rawMarkdown": "Thanks for sharing!",
      "votes": 1
    },
    {
      "id": 641264,
      "postDate": "2019-10-04T14:42:19.350Z",
      "content": "<p>That's a nice collection. Thanks!</p>",
      "rawMarkdown": "That's a nice collection. Thanks!",
      "votes": 1
    }
  ],
  "comments": [
    {
      "id": 655597,
      "author_name": "Tian Bingyang",
      "author_url": "",
      "post_date": "2019-10-23T08:31:36.777000",
      "content": "<p>Thanks for sharing,\nto save other kagglers' time.\nI have cheched these papers,no code provided.</p>",
      "votes": 0,
      "replies": []
    },
    {
      "id": 644807,
      "author_name": "Nandita Bhattacharya",
      "author_url": "",
      "post_date": "2019-10-09T11:25:48.683000",
      "content": "<p>Thanks for sharing the wonderful resources!! </p>",
      "votes": 0,
      "replies": []
    },
    {
      "id": 629724,
      "author_name": "",
      "author_url": "",
      "post_date": "2019-09-19T05:17:56.150000",
      "content": "",
      "votes": 0,
      "replies": []
    },
    {
      "id": 930261,
      "author_name": "Nipa Anjum",
      "author_url": "",
      "post_date": "2020-07-15T10:01:26.507000",
      "content": "<p>Thanks for sharing!</p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 641264,
      "author_name": "Oleg Yaroshevskiy",
      "author_url": "",
      "post_date": "2019-10-04T14:42:19.350000",
      "content": "<p>That's a nice collection. Thanks!</p>",
      "votes": 1,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "629154": "Here are some non-paywalled research papers that look potentially useful:\n\n[Hybrid 3D/2D Convolutional Neural Network for Hemorrhage Evaluation on Head CT](http://www.ajnr.org/content/early/2018/07/26/ajnr.A5742)\n\n[Precise diagnosis of intracranial hemorrhage and subtypes using a three-dimensional joint convolutional and recurrent neural network](https://link.springer.com/article/10.1007/s00330-019-06163-2)\n\n[Development and Validation of Deep Learning Algorithms for Detection of Critical Findings in Head CT Scans] (https://arxiv.org/abs/1803.05854)\n\n[Brain Hemorrhage Diagnosis by Using Deep Learning](https://www.researchgate.net/publication/315853163_Brain_Hemorrhage_Diagnosis_by_Using_Deep_Learning)\n\n[Image Thresholding Improves 3-Dimensional CNN Diagnosis of Different Acute Brain Hemorrhages on Computed Tomography Scans](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6539746/)\n\n[Classification of CT brain images based on deep learning networks](https://www.researchgate.net/publication/309328039_Classification_of_CT_brain_images_based_on_deep_learning_networks)\n\n[RADNET: Radiologist Level Accuracy using Deep Learning for Hemorrhage detection in CT Scans](https://arxiv.org/abs/1710.04934)\n\n[Application of Deep Learning in Neuroradiology: Brain Haemorrhage Classification Using Transfer Learning](https://www.hindawi.com/journals/cin/2019/4629859/)\n\n[Improved ICH classification using task-dependent learning](https://arxiv.org/abs/1907.00148)",
    "655597": "Thanks for sharing,\nto save other kagglers' time.\nI have cheched these papers,no code provided.",
    "644807": "Thanks for sharing the wonderful resources!! ",
    "629724": "",
    "930261": "Thanks for sharing!",
    "641264": "That's a nice collection. Thanks!"
  }
}