{
  "id": 135735,
  "title": "Useful links for research! (Papers, Solutions, Dataset)",
  "url": "/competitions/rsna-intracranial-hemorrhage-detection/discussion/135735",
  "author_name": "Abu Noman Md. Sakib",
  "post_date": "2020-03-15T16:15:19.981000",
  "votes": 5,
  "comment_count": 0,
  "views": 0,
  "content": "<h2>Papers:</h2>\n\n<ul>\n<li><p>Hybrid 3D/2D Convolutional Neural Network for Hemorrhage Evaluation on Head CT - <a href=\"https://doi.org/10.3174/ajnr.A5742\">https://doi.org/10.3174/ajnr.A5742</a></p></li>\n<li><p>Precise diagnosis of intracranial hemorrhage and subtypes using a three-dimensional joint convolutional and recurrent neural network - <a href=\"https://link.springer.com/article/10.1007/s00330-019-06163-2\">https://link.springer.com/article/10.1007/s00330-019-06163-2</a></p></li>\n<li><p>Deep 3D convolution neural network for CT brain hemorrhage classification - <a href=\"https://doi.org/10.1117/12.2293725\">https://doi.org/10.1117/12.2293725</a></p></li>\n<li><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></li>\n<li><p>Brain Hemorrhage Diagnosis by Using Deep Learning - <a href=\"https://dl.acm.org/doi/10.1145/3036290.3036326\">https://dl.acm.org/doi/10.1145/3036290.3036326</a></p></li>\n<li><p>Image Thresholding Improves 3-Dimensional Convolutional Neural Network Diagnosis of Different Acute Brain Hemorrhages on Computed Tomography Scans - <a href=\"https://www.mdpi.com/1424-8220/19/9/2167\">https://www.mdpi.com/1424-8220/19/9/2167</a></p></li>\n<li><p>Classification of CT brain images based on deep learning networks - <a href=\"https://doi.org/10.1016/j.cmpb.2016.10.007\">https://doi.org/10.1016/j.cmpb.2016.10.007</a></p></li>\n<li><p>RADNET: Radiologist Level Accuracy using Deep Learning for HEMORRHAGE detection in CT Scans - <a href=\"https://arxiv.org/abs/1710.04934\">https://arxiv.org/abs/1710.04934</a></p></li>\n<li><p>Application of Deep Learning in Neuroradiology: Brain Haemorrhage Classification Using Transfer Learning - <a href=\"https://doi.org/10.1155/2019/4629859\">https://doi.org/10.1155/2019/4629859</a></p></li>\n<li><p>Improved ICH classification using task-dependent learning - <a href=\"https://arxiv.org/abs/1907.00148\">https://arxiv.org/abs/1907.00148</a></p></li>\n<li><p>Extracting 2D weak labels from volume labels using multiple instance learning in CT hemorrhage detection - <a href=\"https://arxiv.org/pdf/1911.05650.pdf\">https://arxiv.org/pdf/1911.05650.pdf</a></p></li>\n</ul>\n\n<h2>Top 5 Solutions:</h2>\n\n<ul>\n<li><p><strong>1st solution</strong> - <a href=\"https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117210\">https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117210</a></p></li>\n<li><p><strong>2nd solution</strong> - <a href=\"https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117228\">https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117228</a></p></li>\n<li><p><strong>3rd solution</strong> - <a href=\"https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117223\">https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117223</a></p></li>\n<li><p><strong>4th solution</strong> - <a href=\"https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/118249\">https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/118249</a></p></li>\n<li><p><strong>5th solution</strong> - <a href=\"https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117232\">https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117232</a></p></li>\n</ul>\n\n<h2>Datasets:</h2>\n\n<p><a href=\"https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/data\">https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/data</a>\n<a href=\"http://headctstudy.qure.ai/dataset\">http://headctstudy.qure.ai/dataset</a></p>\n\n<h3><em>Upvote if it was useful. Comment if you find useful resources. I will update the list.</em></h3>\n\n<h1>Thank you!</h1>",
  "messages": [
    {
      "id": 772561,
      "postDate": "2020-03-15T16:15:19.983Z",
      "content": "<h2>Papers:</h2>\n\n<ul>\n<li><p>Hybrid 3D/2D Convolutional Neural Network for Hemorrhage Evaluation on Head CT - <a href=\"https://doi.org/10.3174/ajnr.A5742\">https://doi.org/10.3174/ajnr.A5742</a></p></li>\n<li><p>Precise diagnosis of intracranial hemorrhage and subtypes using a three-dimensional joint convolutional and recurrent neural network - <a href=\"https://link.springer.com/article/10.1007/s00330-019-06163-2\">https://link.springer.com/article/10.1007/s00330-019-06163-2</a></p></li>\n<li><p>Deep 3D convolution neural network for CT brain hemorrhage classification - <a href=\"https://doi.org/10.1117/12.2293725\">https://doi.org/10.1117/12.2293725</a></p></li>\n<li><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></li>\n<li><p>Brain Hemorrhage Diagnosis by Using Deep Learning - <a href=\"https://dl.acm.org/doi/10.1145/3036290.3036326\">https://dl.acm.org/doi/10.1145/3036290.3036326</a></p></li>\n<li><p>Image Thresholding Improves 3-Dimensional Convolutional Neural Network Diagnosis of Different Acute Brain Hemorrhages on Computed Tomography Scans - <a href=\"https://www.mdpi.com/1424-8220/19/9/2167\">https://www.mdpi.com/1424-8220/19/9/2167</a></p></li>\n<li><p>Classification of CT brain images based on deep learning networks - <a href=\"https://doi.org/10.1016/j.cmpb.2016.10.007\">https://doi.org/10.1016/j.cmpb.2016.10.007</a></p></li>\n<li><p>RADNET: Radiologist Level Accuracy using Deep Learning for HEMORRHAGE detection in CT Scans - <a href=\"https://arxiv.org/abs/1710.04934\">https://arxiv.org/abs/1710.04934</a></p></li>\n<li><p>Application of Deep Learning in Neuroradiology: Brain Haemorrhage Classification Using Transfer Learning - <a href=\"https://doi.org/10.1155/2019/4629859\">https://doi.org/10.1155/2019/4629859</a></p></li>\n<li><p>Improved ICH classification using task-dependent learning - <a href=\"https://arxiv.org/abs/1907.00148\">https://arxiv.org/abs/1907.00148</a></p></li>\n<li><p>Extracting 2D weak labels from volume labels using multiple instance learning in CT hemorrhage detection - <a href=\"https://arxiv.org/pdf/1911.05650.pdf\">https://arxiv.org/pdf/1911.05650.pdf</a></p></li>\n</ul>\n\n<h2>Top 5 Solutions:</h2>\n\n<ul>\n<li><p><strong>1st solution</strong> - <a href=\"https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117210\">https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117210</a></p></li>\n<li><p><strong>2nd solution</strong> - <a href=\"https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117228\">https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117228</a></p></li>\n<li><p><strong>3rd solution</strong> - <a href=\"https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117223\">https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117223</a></p></li>\n<li><p><strong>4th solution</strong> - <a href=\"https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/118249\">https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/118249</a></p></li>\n<li><p><strong>5th solution</strong> - <a href=\"https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117232\">https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117232</a></p></li>\n</ul>\n\n<h2>Datasets:</h2>\n\n<p><a href=\"https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/data\">https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/data</a>\n<a href=\"http://headctstudy.qure.ai/dataset\">http://headctstudy.qure.ai/dataset</a></p>\n\n<h3><em>Upvote if it was useful. Comment if you find useful resources. I will update the list.</em></h3>\n\n<h1>Thank you!</h1>",
      "rawMarkdown": "## Papers:\n\n\n* Hybrid 3D/2D Convolutional Neural Network for Hemorrhage Evaluation on Head CT - https://doi.org/10.3174/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* Deep 3D convolution neural network for CT brain hemorrhage classification - https://doi.org/10.1117/12.2293725\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://dl.acm.org/doi/10.1145/3036290.3036326\n\n* Image Thresholding Improves 3-Dimensional Convolutional Neural Network Diagnosis of Different Acute Brain Hemorrhages on Computed Tomography Scans - https://www.mdpi.com/1424-8220/19/9/2167\n\n* Classification of CT brain images based on deep learning networks - https://doi.org/10.1016/j.cmpb.2016.10.007\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://doi.org/10.1155/2019/4629859\n\n* Improved ICH classification using task-dependent learning - https://arxiv.org/abs/1907.00148\n\n* Extracting 2D weak labels from volume labels using multiple instance learning in CT hemorrhage detection - https://arxiv.org/pdf/1911.05650.pdf\n\n## Top 5 Solutions:\n\n- **1st solution** - https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117210\n\n- **2nd solution** - https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117228\n\n- **3rd solution** - https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117223\n\n- **4th solution** - https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/118249\n\n- **5th solution** - https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117232\n\n## Datasets:\nhttps://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/data\nhttp://headctstudy.qure.ai/dataset\n\n### *Upvote if it was useful. Comment if you find useful resources. I will update the list.*\n\n# Thank you!",
      "votes": 5
    }
  ],
  "comments": [],
  "raw_markdown_by_id": {
    "772561": "## Papers:\n\n\n* Hybrid 3D/2D Convolutional Neural Network for Hemorrhage Evaluation on Head CT - https://doi.org/10.3174/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* Deep 3D convolution neural network for CT brain hemorrhage classification - https://doi.org/10.1117/12.2293725\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://dl.acm.org/doi/10.1145/3036290.3036326\n\n* Image Thresholding Improves 3-Dimensional Convolutional Neural Network Diagnosis of Different Acute Brain Hemorrhages on Computed Tomography Scans - https://www.mdpi.com/1424-8220/19/9/2167\n\n* Classification of CT brain images based on deep learning networks - https://doi.org/10.1016/j.cmpb.2016.10.007\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://doi.org/10.1155/2019/4629859\n\n* Improved ICH classification using task-dependent learning - https://arxiv.org/abs/1907.00148\n\n* Extracting 2D weak labels from volume labels using multiple instance learning in CT hemorrhage detection - https://arxiv.org/pdf/1911.05650.pdf\n\n## Top 5 Solutions:\n\n- **1st solution** - https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117210\n\n- **2nd solution** - https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117228\n\n- **3rd solution** - https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117223\n\n- **4th solution** - https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/118249\n\n- **5th solution** - https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117232\n\n## Datasets:\nhttps://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/data\nhttp://headctstudy.qure.ai/dataset\n\n### *Upvote if it was useful. Comment if you find useful resources. I will update the list.*\n\n# Thank you!"
  }
}