{ "id": 503433, "title": "Starter references and reading materials", "url": "/competitions/rsna-2024-lumbar-spine-degenerative-classification/discussion/503433", "author_name": "Ravi Ramakrishnan", "post_date": "2024-05-17T12:44:02.623000", "votes": 137, "comment_count": 19, "views": 0, "content": "

Hello all,

\n

Hope this post finds you well. I wish to extend sincere wishes to one and all for the challenge! I have handpicked a few references from across Kaggle and otherwise and hope they turn out to be helpful to start one's journey herewith.

\n

Past competitions

\n

RSNA 2022 Cervical Spine Fracture Detection

\n

Most voted kernels

\n
    \n
  1. https://www.kaggle.com/code/andradaolteanu/rsna-fracture-detection-dicom-images-explore
    2. \n
  2. https://www.kaggle.com/code/samuelcortinhas/rsna-fracture-detection-in-depth-eda
    3. \n
  3. https://www.kaggle.com/code/vslaykovsky/infer-pytorch-effnetv2-single-model-lb-0-49
    4. \n
  4. https://www.kaggle.com/code/vslaykovsky/train-pytorch-effnetv2-baseline-cv-0-49
    5. \n
  5. https://www.kaggle.com/code/haqishen/rsna-2022-1st-place-solution-train-stage1
    6. \n
  6. https://www.kaggle.com/code/thedevastator/tf-rsna-efficient-net-baseline
    7. \n
  7. https://www.kaggle.com/code/samuelcortinhas/extracting-vertebrae-c1-c7
    8. \n
  8. https://www.kaggle.com/code/samuelcortinhas/rnsa-3d-model-infer-pytorch
    9. \n
\n

High scoring kernels

\n
    \n
  1. https://www.kaggle.com/code/haqishen/rsna-sub-final
    2. \n
  2. https://www.kaggle.com/code/selimsef/rsna-csn-segmentor-classifier
    3. \n
  3. https://www.kaggle.com/code/lsl000ud/rsna2022-7th-place-inference
    4. \n
  4. https://www.kaggle.com/code/ilu000/rsna2022-5th-place-solution-inference
    5. \n
  5. https://www.kaggle.com/code/darraghdog/rsna-2022-3rd-place-solution-inference
    6. \n
\n

High scoring approaches and discussions

\n
    \n
  1. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/362607 -- rank1
    2. \n
  2. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/365115 -- rank2
    3. \n
  3. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/362643 -- rank3
    4. \n
  4. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/364837 -- rank4
    5. \n
  5. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/363232 -- rank5
    6. \n
  6. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/362651 -- rank6
    7. \n
  7. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/364848 -- rank7
    8. \n
  8. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/362669 -- rank8
    9. \n
\n

Domain based materials

\n

Reading materials

\n
    \n
  1. https://search.app.goo.gl/Ne3u748
    2. \n
  2. https://search.app.goo.gl/93WGCXf
    3. \n
  3. https://search.app.goo.gl/CM7aHuh
    4. \n
  4. https://search.app.goo.gl/Xhk9vWD
    5. \n
  5. https://search.app.goo.gl/kmEhkuG
    6. \n
  6. https://search.app.goo.gl/on9N4Az
    7. \n
\n

Videos

\n
    \n
  1. https://www.youtube.com/watch?v=hGwuKF0mHME -- explains degenerative disk diseases well
    2. \n
  2. https://www.youtube.com/watch?v=nyUD1ODN-aM -- another excellent video for degenerative low back problems
    3. \n
  3. https://www.youtube.com/watch?v=FuR9H9152kw -- extremely beginner friendly explanation of complex concepts related to low back pain issues
    4. \n
  4. https://www.youtube.com/watch?v=33GNYlw16zs -- a bit long but excellent watch for this competition and otherwise too
    5. \n
  5. https://www.youtube.com/watch?v=ID4ap4FuIXM -- explains an MRI image of low back pain patient and how to read it to good effect
    6. \n
  6. https://www.youtube.com/watch?v=S820g2kdWkM -- short video explaining spinal stenosis quite well
    7. \n
\n

Research papers

\n
    \n
  1. https://link.springer.com/article/10.1007/s00586-017-5275-4
    2. \n
  2. https://journals.lww.com/spinejournal/abstract/2001/09010/magnetic_resonance_classification_of_lumbar.11.aspx
    3. \n
  3. https://link.springer.com/article/10.1007/s00586-014-3219-9
    4. \n
  4. https://www.sciencedirect.com/science/article/pii/S1877056814001637
    5. \n
  5. https://link.springer.com/article/10.1007/s00586-015-4274-6
    6. \n
  6. https://www.sciencedirect.com/science/article/abs/pii/S0967586814005037
    7. \n
  7. https://www.sciencedirect.com/science/article/abs/pii/S1529943004005637
    8. \n
  8. https://journals.lww.com/spinejournal/abstract/2007/11150/lumbar_degenerative_kyphosis__radiologic_analysis.10.aspx
    9. \n
\n

Wishing you all the best for the competition and happy learning!

", "messages": [ { "id": 2818321, "postDate": "2024-05-17T12:44:02.623Z", "content": "

Hello all,

\n

Hope this post finds you well. I wish to extend sincere wishes to one and all for the challenge! I have handpicked a few references from across Kaggle and otherwise and hope they turn out to be helpful to start one's journey herewith.

\n

Past competitions

\n

RSNA 2022 Cervical Spine Fracture Detection

\n

Most voted kernels

\n
    \n
  1. https://www.kaggle.com/code/andradaolteanu/rsna-fracture-detection-dicom-images-explore
    2. \n
  2. https://www.kaggle.com/code/samuelcortinhas/rsna-fracture-detection-in-depth-eda
    3. \n
  3. https://www.kaggle.com/code/vslaykovsky/infer-pytorch-effnetv2-single-model-lb-0-49
    4. \n
  4. https://www.kaggle.com/code/vslaykovsky/train-pytorch-effnetv2-baseline-cv-0-49
    5. \n
  5. https://www.kaggle.com/code/haqishen/rsna-2022-1st-place-solution-train-stage1
    6. \n
  6. https://www.kaggle.com/code/thedevastator/tf-rsna-efficient-net-baseline
    7. \n
  7. https://www.kaggle.com/code/samuelcortinhas/extracting-vertebrae-c1-c7
    8. \n
  8. https://www.kaggle.com/code/samuelcortinhas/rnsa-3d-model-infer-pytorch
    9. \n
\n

High scoring kernels

\n
    \n
  1. https://www.kaggle.com/code/haqishen/rsna-sub-final
    2. \n
  2. https://www.kaggle.com/code/selimsef/rsna-csn-segmentor-classifier
    3. \n
  3. https://www.kaggle.com/code/lsl000ud/rsna2022-7th-place-inference
    4. \n
  4. https://www.kaggle.com/code/ilu000/rsna2022-5th-place-solution-inference
    5. \n
  5. https://www.kaggle.com/code/darraghdog/rsna-2022-3rd-place-solution-inference
    6. \n
\n

High scoring approaches and discussions

\n
    \n
  1. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/362607 -- rank1
    2. \n
  2. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/365115 -- rank2
    3. \n
  3. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/362643 -- rank3
    4. \n
  4. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/364837 -- rank4
    5. \n
  5. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/363232 -- rank5
    6. \n
  6. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/362651 -- rank6
    7. \n
  7. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/364848 -- rank7
    8. \n
  8. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/362669 -- rank8
    9. \n
\n

Domain based materials

\n

Reading materials

\n
    \n
  1. https://search.app.goo.gl/Ne3u748
    2. \n
  2. https://search.app.goo.gl/93WGCXf
    3. \n
  3. https://search.app.goo.gl/CM7aHuh
    4. \n
  4. https://search.app.goo.gl/Xhk9vWD
    5. \n
  5. https://search.app.goo.gl/kmEhkuG
    6. \n
  6. https://search.app.goo.gl/on9N4Az
    7. \n
\n

Videos

\n
    \n
  1. https://www.youtube.com/watch?v=hGwuKF0mHME -- explains degenerative disk diseases well
    2. \n
  2. https://www.youtube.com/watch?v=nyUD1ODN-aM -- another excellent video for degenerative low back problems
    3. \n
  3. https://www.youtube.com/watch?v=FuR9H9152kw -- extremely beginner friendly explanation of complex concepts related to low back pain issues
    4. \n
  4. https://www.youtube.com/watch?v=33GNYlw16zs -- a bit long but excellent watch for this competition and otherwise too
    5. \n
  5. https://www.youtube.com/watch?v=ID4ap4FuIXM -- explains an MRI image of low back pain patient and how to read it to good effect
    6. \n
  6. https://www.youtube.com/watch?v=S820g2kdWkM -- short video explaining spinal stenosis quite well
    7. \n
\n

Research papers

\n
    \n
  1. https://link.springer.com/article/10.1007/s00586-017-5275-4
    2. \n
  2. https://journals.lww.com/spinejournal/abstract/2001/09010/magnetic_resonance_classification_of_lumbar.11.aspx
    3. \n
  3. https://link.springer.com/article/10.1007/s00586-014-3219-9
    4. \n
  4. https://www.sciencedirect.com/science/article/pii/S1877056814001637
    5. \n
  5. https://link.springer.com/article/10.1007/s00586-015-4274-6
    6. \n
  6. https://www.sciencedirect.com/science/article/abs/pii/S0967586814005037
    7. \n
  7. https://www.sciencedirect.com/science/article/abs/pii/S1529943004005637
    8. \n
  8. https://journals.lww.com/spinejournal/abstract/2007/11150/lumbar_degenerative_kyphosis__radiologic_analysis.10.aspx
    9. \n
\n

Wishing you all the best for the competition and happy learning!

", "rawMarkdown": "Hello all,\n\nHope this post finds you well. I wish to extend sincere wishes to one and all for the challenge! I have handpicked a few references from across Kaggle and otherwise and hope they turn out to be helpful to start one's journey herewith.\n\n# Past competitions\n## [RSNA 2022 Cervical Spine Fracture Detection](https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection)\n\n### Most voted kernels\n1. https://www.kaggle.com/code/andradaolteanu/rsna-fracture-detection-dicom-images-explore\n2. https://www.kaggle.com/code/samuelcortinhas/rsna-fracture-detection-in-depth-eda\n3. https://www.kaggle.com/code/vslaykovsky/infer-pytorch-effnetv2-single-model-lb-0-49\n4. https://www.kaggle.com/code/vslaykovsky/train-pytorch-effnetv2-baseline-cv-0-49\n5. https://www.kaggle.com/code/haqishen/rsna-2022-1st-place-solution-train-stage1\n6. https://www.kaggle.com/code/thedevastator/tf-rsna-efficient-net-baseline\n7. https://www.kaggle.com/code/samuelcortinhas/extracting-vertebrae-c1-c7\n8. https://www.kaggle.com/code/samuelcortinhas/rnsa-3d-model-infer-pytorch\n\n### High scoring kernels \n1. https://www.kaggle.com/code/haqishen/rsna-sub-final\n2. https://www.kaggle.com/code/selimsef/rsna-csn-segmentor-classifier\n3. https://www.kaggle.com/code/lsl000ud/rsna2022-7th-place-inference\n4. https://www.kaggle.com/code/ilu000/rsna2022-5th-place-solution-inference\n5. https://www.kaggle.com/code/darraghdog/rsna-2022-3rd-place-solution-inference\n\n### High scoring approaches and discussions\n1. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/362607 -- rank1\n2. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/365115 -- rank2\n3. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/362643 -- rank3\n4. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/364837 -- rank4\n5. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/363232 -- rank5\n6. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/362651 -- rank6\n7. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/364848 -- rank7\n8. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/362669 -- rank8\n\n# Domain based materials \n## Reading materials\n1. https://search.app.goo.gl/Ne3u748\n2. https://search.app.goo.gl/93WGCXf\n3. https://search.app.goo.gl/CM7aHuh\n4. https://search.app.goo.gl/Xhk9vWD\n5. https://search.app.goo.gl/kmEhkuG\n6. https://search.app.goo.gl/on9N4Az\n\n## Videos\n1. https://www.youtube.com/watch?v=hGwuKF0mHME -- explains degenerative disk diseases well\n2. https://www.youtube.com/watch?v=nyUD1ODN-aM -- another excellent video for degenerative low back problems \n3. https://www.youtube.com/watch?v=FuR9H9152kw -- extremely beginner friendly explanation of complex concepts related to low back pain issues \n4. https://www.youtube.com/watch?v=33GNYlw16zs -- a bit long but excellent watch for this competition and otherwise too\n5. https://www.youtube.com/watch?v=ID4ap4FuIXM -- explains an MRI image of low back pain patient and how to read it to good effect \n6. https://www.youtube.com/watch?v=S820g2kdWkM -- short video explaining spinal stenosis quite well\n\n## Research papers\n1. https://link.springer.com/article/10.1007/s00586-017-5275-4\n2. https://journals.lww.com/spinejournal/abstract/2001/09010/magnetic_resonance_classification_of_lumbar.11.aspx\n3. https://link.springer.com/article/10.1007/s00586-014-3219-9\n4. https://www.sciencedirect.com/science/article/pii/S1877056814001637\n5. https://link.springer.com/article/10.1007/s00586-015-4274-6\n6. https://www.sciencedirect.com/science/article/abs/pii/S0967586814005037\n7. https://www.sciencedirect.com/science/article/abs/pii/S1529943004005637\n8. https://journals.lww.com/spinejournal/abstract/2007/11150/lumbar_degenerative_kyphosis__radiologic_analysis.10.aspx\n\nWishing you all the best for the competition and happy learning!\n\n", "votes": 136 }, { "id": 3052435, "postDate": "2024-11-22T12:58:04.027Z", "content": "

thanks @ravi20076 for sharing this list…

", "rawMarkdown": "thanks @ravi20076 for sharing this list...", "votes": 1 }, { "id": 3007936, "postDate": "2024-10-06T02:26:44.403Z", "content": "

Thank you for sharing your list. It was very helpful.

", "rawMarkdown": "Thank you for sharing your list. It was very helpful.", "votes": 1 }, { "id": 2945360, "postDate": "2024-08-03T10:17:41.837Z", "content": "

Thank You for sharing these resources! It's a great support for me and other!

", "rawMarkdown": "Thank You for sharing these resources! It's a great support for me and other!", "votes": 1 }, { "id": 2945933, "postDate": "2024-08-03T20:48:05.723Z", "content": "

Nice job on gathering these resources. Thank you for sharing!

", "rawMarkdown": "Nice job on gathering these resources. Thank you for sharing!", "votes": 2 }, { "id": 2852452, "postDate": "2024-06-03T09:58:37.077Z", "content": "

Thank you so much for sharing this valuable information! It's going to be a great help for me and many others!

", "rawMarkdown": "Thank you so much for sharing this valuable information! It's going to be a great help for me and many others!", "votes": 1 }, { "id": 2831490, "postDate": "2024-05-23T17:36:59.830Z", "content": "

Thank you very much for sharin so cost info !

", "rawMarkdown": "Thank you very much for sharin so cost info !", "votes": 1 }, { "id": 2829822, "postDate": "2024-05-22T20:18:27.323Z", "content": "

Awesome collection of resources! Thank you!

", "rawMarkdown": "Awesome collection of resources! Thank you!", "votes": 2 }, { "id": 2828382, "postDate": "2024-05-22T04:52:29.310Z", "content": "

Thank you for your valuable knowledge sharing. But please help me how to open https://search.app.goo.gl/owjvsAR this type links. In my system its not working. I have also tried https://www.youtube.com/watch?v%3DzxuEUPzZX2g these but also not working. Please help

", "rawMarkdown": "Thank you for your valuable knowledge sharing. But please help me how to open https://search.app.goo.gl/owjvsAR this type links. In my system its not working. I have also tried https://www.youtube.com/watch?v%3DzxuEUPzZX2g these but also not working. Please help\n", "votes": 2, "replies": [ { "id": 2831765, "postDate": "2024-05-23T20:13:52.160Z", "content": "

So sorry, it is corrected @amitabhajoy

", "rawMarkdown": "So sorry, it is corrected @amitabhajoy ", "votes": 1, "replies": [ { "id": 2836670, "postDate": "2024-05-26T04:14:35.423Z", "content": "

Thank you for your cooperation

", "rawMarkdown": "Thank you for your cooperation", "votes": 1 } ] } ] }, { "id": 2824043, "postDate": "2024-05-19T14:52:11.787Z", "content": "

the materials you shared are very useful. Thanks for sharing these resources.

", "rawMarkdown": "the materials you shared are very useful. Thanks for sharing these resources.", "votes": 2 }, { "id": 2821870, "postDate": "2024-05-18T09:51:11.337Z", "content": "

@ravi20076, thank you for sharing resources relevant to this competition. However, it will highly appreciated if you recommend (as per your best understanding)one most suitable, appropriate and easy to understand resource among each of the category published by you. Thanks again.

", "rawMarkdown": "@ravi20076, thank you for sharing resources relevant to this competition. However, it will highly appreciated if you recommend (as per your best understanding)one most suitable, appropriate and easy to understand resource among each of the category published by you. Thanks again. ", "votes": 2 }, { "id": 2826485, "postDate": "2024-05-21T01:00:16.270Z", "content": "

Just what I needed! Thank you for putting all of this together!

", "rawMarkdown": "Just what I needed! Thank you for putting all of this together!", "votes": 1, "isDeleted": true }, { "id": 2971927, "postDate": "2024-08-27T20:15:22.917Z", "content": "

Thanks for sharing!

", "rawMarkdown": "Thanks for sharing!", "votes": 1 }, { "id": 2921655, "postDate": "2024-07-14T14:59:23.577Z", "content": "

Thanks so much for sharing!

", "rawMarkdown": "Thanks so much for sharing!", "votes": 1 }, { "id": 2868097, "postDate": "2024-06-12T07:27:08.343Z", "content": "

Oh, very thanks.

", "rawMarkdown": "Oh, very thanks.", "votes": 1 }, { "id": 2828220, "postDate": "2024-05-22T00:51:53.140Z", "content": "

Very helpful resources, thank you!

", "rawMarkdown": "Very helpful resources, thank you!", "votes": 1 }, { "id": 2825839, "postDate": "2024-05-20T15:33:12.270Z", "content": "

Thanks for sharing these resources.

", "rawMarkdown": "Thanks for sharing these resources.", "votes": 1 }, { "id": 2821596, "postDate": "2024-05-18T07:01:44.727Z", "content": "

Thanks Ravi, much appreciated.

", "rawMarkdown": "Thanks Ravi, much appreciated.", "votes": 1 } ], "comments": [ { "id": 3052435, "author_name": "Aiza Zeeshan", "author_url": "", "post_date": "2024-11-22T12:58:04.027000", "content": "

thanks @ravi20076 for sharing this list…

", "votes": 1, "replies": [] }, { "id": 3007936, "author_name": "RHINO", "author_url": "", "post_date": "2024-10-06T02:26:44.403000", "content": "

Thank you for sharing your list. It was very helpful.

", "votes": 1, "replies": [] }, { "id": 2945360, "author_name": "Niharika A", "author_url": "", "post_date": "2024-08-03T10:17:41.837000", "content": "

Thank You for sharing these resources! It's a great support for me and other!

", "votes": 1, "replies": [] }, { "id": 2945933, "author_name": "Amirmohammad Mahdavikia", "author_url": "", "post_date": "2024-08-03T20:48:05.723000", "content": "

Nice job on gathering these resources. Thank you for sharing!

", "votes": 2, "replies": [] }, { "id": 2852452, "author_name": "Chikara Ohishi", "author_url": "", "post_date": "2024-06-03T09:58:37.077000", "content": "

Thank you so much for sharing this valuable information! It's going to be a great help for me and many others!

", "votes": 1, "replies": [] }, { "id": 2831490, "author_name": "oleksii_valitov", "author_url": "", "post_date": "2024-05-23T17:36:59.830000", "content": "

Thank you very much for sharin so cost info !

", "votes": 1, "replies": [] }, { "id": 2829822, "author_name": "Anton Bakulin", "author_url": "", "post_date": "2024-05-22T20:18:27.323000", "content": "

Awesome collection of resources! Thank you!

", "votes": 2, "replies": [] }, { "id": 2828382, "author_name": "AmitabhaChakraborty", "author_url": "", "post_date": "2024-05-22T04:52:29.310000", "content": "

Thank you for your valuable knowledge sharing. But please help me how to open https://search.app.goo.gl/owjvsAR this type links. In my system its not working. I have also tried https://www.youtube.com/watch?v%3DzxuEUPzZX2g these but also not working. Please help

", "votes": 2, "replies": [ { "id": 2831765, "author_name": "Ravi Ramakrishnan", "author_url": "", "post_date": "2024-05-23T20:13:52.160000", "content": "

So sorry, it is corrected @amitabhajoy

", "votes": 1, "replies": [ { "id": 2836670, "author_name": "AmitabhaChakraborty", "author_url": "", "post_date": "2024-05-26T04:14:35.423000", "content": "

Thank you for your cooperation

", "votes": 1, "replies": [] } ] } ] }, { "id": 2824043, "author_name": "Mahsa Sanaei", "author_url": "", "post_date": "2024-05-19T14:52:11.787000", "content": "

the materials you shared are very useful. Thanks for sharing these resources.

", "votes": 2, "replies": [] }, { "id": 2821870, "author_name": "MTP", "author_url": "", "post_date": "2024-05-18T09:51:11.337000", "content": "

@ravi20076, thank you for sharing resources relevant to this competition. However, it will highly appreciated if you recommend (as per your best understanding)one most suitable, appropriate and easy to understand resource among each of the category published by you. Thanks again.

", "votes": 2, "replies": [] }, { "id": 2826485, "author_name": "", "author_url": "", "post_date": "2024-05-21T01:00:16.270000", "content": "

Just what I needed! Thank you for putting all of this together!

", "votes": 1, "replies": [] }, { "id": 2971927, "author_name": "Myeongjo", "author_url": "", "post_date": "2024-08-27T20:15:22.917000", "content": "

Thanks for sharing!

", "votes": 1, "replies": [] }, { "id": 2921655, "author_name": "frenchfry", "author_url": "", "post_date": "2024-07-14T14:59:23.577000", "content": "

Thanks so much for sharing!

", "votes": 1, "replies": [] }, { "id": 2868097, "author_name": "ted.kim", "author_url": "", "post_date": "2024-06-12T07:27:08.343000", "content": "

Oh, very thanks.

", "votes": 1, "replies": [] }, { "id": 2828220, "author_name": "Khoa Tran", "author_url": "", "post_date": "2024-05-22T00:51:53.140000", "content": "

Very helpful resources, thank you!

", "votes": 1, "replies": [] }, { "id": 2825839, "author_name": "Harsh Upadhyay", "author_url": "", "post_date": "2024-05-20T15:33:12.270000", "content": "

Thanks for sharing these resources.

", "votes": 1, "replies": [] }, { "id": 2821596, "author_name": "MrNosaj", "author_url": "", "post_date": "2024-05-18T07:01:44.727000", "content": "

Thanks Ravi, much appreciated.

", "votes": 1, "replies": [] } ], "raw_markdown_by_id": { "2818321": "Hello all,\n\nHope this post finds you well. I wish to extend sincere wishes to one and all for the challenge! I have handpicked a few references from across Kaggle and otherwise and hope they turn out to be helpful to start one's journey herewith.\n\n# Past competitions\n## [RSNA 2022 Cervical Spine Fracture Detection](https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection)\n\n### Most voted kernels\n1. https://www.kaggle.com/code/andradaolteanu/rsna-fracture-detection-dicom-images-explore\n2. https://www.kaggle.com/code/samuelcortinhas/rsna-fracture-detection-in-depth-eda\n3. https://www.kaggle.com/code/vslaykovsky/infer-pytorch-effnetv2-single-model-lb-0-49\n4. https://www.kaggle.com/code/vslaykovsky/train-pytorch-effnetv2-baseline-cv-0-49\n5. https://www.kaggle.com/code/haqishen/rsna-2022-1st-place-solution-train-stage1\n6. https://www.kaggle.com/code/thedevastator/tf-rsna-efficient-net-baseline\n7. https://www.kaggle.com/code/samuelcortinhas/extracting-vertebrae-c1-c7\n8. https://www.kaggle.com/code/samuelcortinhas/rnsa-3d-model-infer-pytorch\n\n### High scoring kernels \n1. https://www.kaggle.com/code/haqishen/rsna-sub-final\n2. https://www.kaggle.com/code/selimsef/rsna-csn-segmentor-classifier\n3. https://www.kaggle.com/code/lsl000ud/rsna2022-7th-place-inference\n4. https://www.kaggle.com/code/ilu000/rsna2022-5th-place-solution-inference\n5. https://www.kaggle.com/code/darraghdog/rsna-2022-3rd-place-solution-inference\n\n### High scoring approaches and discussions\n1. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/362607 -- rank1\n2. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/365115 -- rank2\n3. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/362643 -- rank3\n4. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/364837 -- rank4\n5. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/363232 -- rank5\n6. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/362651 -- rank6\n7. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/364848 -- rank7\n8. https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/362669 -- rank8\n\n# Domain based materials \n## Reading materials\n1. https://search.app.goo.gl/Ne3u748\n2. https://search.app.goo.gl/93WGCXf\n3. https://search.app.goo.gl/CM7aHuh\n4. https://search.app.goo.gl/Xhk9vWD\n5. https://search.app.goo.gl/kmEhkuG\n6. https://search.app.goo.gl/on9N4Az\n\n## Videos\n1. https://www.youtube.com/watch?v=hGwuKF0mHME -- explains degenerative disk diseases well\n2. https://www.youtube.com/watch?v=nyUD1ODN-aM -- another excellent video for degenerative low back problems \n3. https://www.youtube.com/watch?v=FuR9H9152kw -- extremely beginner friendly explanation of complex concepts related to low back pain issues \n4. https://www.youtube.com/watch?v=33GNYlw16zs -- a bit long but excellent watch for this competition and otherwise too\n5. https://www.youtube.com/watch?v=ID4ap4FuIXM -- explains an MRI image of low back pain patient and how to read it to good effect \n6. https://www.youtube.com/watch?v=S820g2kdWkM -- short video explaining spinal stenosis quite well\n\n## Research papers\n1. https://link.springer.com/article/10.1007/s00586-017-5275-4\n2. https://journals.lww.com/spinejournal/abstract/2001/09010/magnetic_resonance_classification_of_lumbar.11.aspx\n3. https://link.springer.com/article/10.1007/s00586-014-3219-9\n4. https://www.sciencedirect.com/science/article/pii/S1877056814001637\n5. https://link.springer.com/article/10.1007/s00586-015-4274-6\n6. https://www.sciencedirect.com/science/article/abs/pii/S0967586814005037\n7. https://www.sciencedirect.com/science/article/abs/pii/S1529943004005637\n8. https://journals.lww.com/spinejournal/abstract/2007/11150/lumbar_degenerative_kyphosis__radiologic_analysis.10.aspx\n\nWishing you all the best for the competition and happy learning!\n\n", "3052435": "thanks @ravi20076 for sharing this list...", "3007936": "Thank you for sharing your list. It was very helpful.", "2945360": "Thank You for sharing these resources! It's a great support for me and other!", "2945933": "Nice job on gathering these resources. Thank you for sharing!", "2852452": "Thank you so much for sharing this valuable information! It's going to be a great help for me and many others!", "2831490": "Thank you very much for sharin so cost info !", "2829822": "Awesome collection of resources! Thank you!", "2828382": "Thank you for your valuable knowledge sharing. But please help me how to open https://search.app.goo.gl/owjvsAR this type links. In my system its not working. I have also tried https://www.youtube.com/watch?v%3DzxuEUPzZX2g these but also not working. Please help\n", "2824043": "the materials you shared are very useful. Thanks for sharing these resources.", "2821870": "@ravi20076, thank you for sharing resources relevant to this competition. However, it will highly appreciated if you recommend (as per your best understanding)one most suitable, appropriate and easy to understand resource among each of the category published by you. Thanks again. ", "2826485": "Just what I needed! Thank you for putting all of this together!", "2971927": "Thanks for sharing!", "2921655": "Thanks so much for sharing!", "2868097": "Oh, very thanks.", "2828220": "Very helpful resources, thank you!", "2825839": "Thanks for sharing these resources.", "2821596": "Thanks Ravi, much appreciated." } }