{
  "id": 486636,
  "title": "Starting references and materials",
  "url": "/competitions/image-matching-challenge-2024/discussion/486636",
  "author_name": "Ravi Ramakrishnan",
  "post_date": "2024-03-25T19:14:14.744000",
  "votes": 52,
  "comment_count": 6,
  "views": 0,
  "content": "<p>Hello all,</p>\n<p>Wishing you all the best for the challenge. Hope the below handpicked reference materials help in easy and effective onboarding</p>\n<h1>Previous competition versions</h1>\n<h2><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2023\" target=\"_blank\">Image Matching Challenge 2023</a></h2>\n<h3>Top voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/leonidkulyk/eda-imc-3d-plots-interactive-vis\" target=\"_blank\">https://www.kaggle.com/code/leonidkulyk/eda-imc-3d-plots-interactive-vis</a></li>\n<li><a href=\"https://www.kaggle.com/code/eduardtrulls/imc-2023-submission-example\" target=\"_blank\">https://www.kaggle.com/code/eduardtrulls/imc-2023-submission-example</a></li>\n<li><a href=\"https://www.kaggle.com/code/qi7axu/imc-2023-submission-example\" target=\"_blank\">https://www.kaggle.com/code/qi7axu/imc-2023-submission-example</a></li>\n<li><a href=\"https://www.kaggle.com/code/jessevanderlinden/image-matching-data-discovery-and-sift-features\" target=\"_blank\">https://www.kaggle.com/code/jessevanderlinden/image-matching-data-discovery-and-sift-features</a></li>\n<li><a href=\"https://www.kaggle.com/code/mpwolke/sfm-pycolmap-kulyk\" target=\"_blank\">https://www.kaggle.com/code/mpwolke/sfm-pycolmap-kulyk</a></li>\n</ol>\n<h3>High scoring kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/alexanderveicht/imc2023-from-repo\" target=\"_blank\">https://www.kaggle.com/code/alexanderveicht/imc2023-from-repo</a></li>\n<li><a href=\"https://www.kaggle.com/code/maxchen303/imc2023-final-pub\" target=\"_blank\">https://www.kaggle.com/code/maxchen303/imc2023-final-pub</a></li>\n<li><a href=\"https://www.kaggle.com/code/socratis/multi-descriptors-magsac\" target=\"_blank\">https://www.kaggle.com/code/socratis/multi-descriptors-magsac</a></li>\n</ol>\n<h3>High scoring approaches and discussions</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/417407\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/417407</a> -- rank 1</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/416873\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/416873</a> -- rank 2</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/416918\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/416918</a> -- rank 3</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/416816\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/416816</a> -- rank 4</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/417045\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/417045</a> -- rank 5</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/427143\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/427143</a> -- rank 7</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/416842\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/416842</a> -- rank 9</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/420471\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/420471</a> -- rank 12</li>\n</ol>\n<h2><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2022\" target=\"_blank\">Image Matching Challenge 2022</a></h2>\n<h3>Top voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/cbeaud/imc-2022-kornia-score-0-725\" target=\"_blank\">https://www.kaggle.com/code/cbeaud/imc-2022-kornia-score-0-725</a></li>\n<li><a href=\"https://www.kaggle.com/code/remekkinas/detector-free-local-feature-matching-w-transformer\" target=\"_blank\">https://www.kaggle.com/code/remekkinas/detector-free-local-feature-matching-w-transformer</a></li>\n<li><a href=\"https://www.kaggle.com/code/dschettler8845/image-matching-challenge-2022-eda\" target=\"_blank\">https://www.kaggle.com/code/dschettler8845/image-matching-challenge-2022-eda</a></li>\n<li><a href=\"https://www.kaggle.com/code/ammarali32/imc-2022-kornia-loftr-from-0-533-to-0-721\" target=\"_blank\">https://www.kaggle.com/code/ammarali32/imc-2022-kornia-loftr-from-0-533-to-0-721</a></li>\n<li><a href=\"https://www.kaggle.com/code/eduardtrulls/imc2022-training-data\" target=\"_blank\">https://www.kaggle.com/code/eduardtrulls/imc2022-training-data</a></li>\n<li><a href=\"https://www.kaggle.com/code/radac98/public-baseline-dkm-0-667\" target=\"_blank\">https://www.kaggle.com/code/radac98/public-baseline-dkm-0-667</a></li>\n</ol>\n<h3>High scoring kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/gufanmingmie/imc-2022-final-ensemble\" target=\"_blank\">https://www.kaggle.com/code/gufanmingmie/imc-2022-final-ensemble</a></li>\n<li><a href=\"https://www.kaggle.com/code/chankhavu/loftr-superglue-dkm-with-inspiration\" target=\"_blank\">https://www.kaggle.com/code/chankhavu/loftr-superglue-dkm-with-inspiration</a></li>\n<li><a href=\"https://www.kaggle.com/code/will70917/imc-2022-209410736\" target=\"_blank\">https://www.kaggle.com/code/will70917/imc-2022-209410736</a></li>\n<li><a href=\"https://www.kaggle.com/code/chankhavu/two-stage-loftr-superglue-dkm\" target=\"_blank\">https://www.kaggle.com/code/chankhavu/two-stage-loftr-superglue-dkm</a></li>\n<li><a href=\"https://www.kaggle.com/code/tmyok1984/imc2022-ensemble-with-dkm-roi\" target=\"_blank\">https://www.kaggle.com/code/tmyok1984/imc2022-ensemble-with-dkm-roi</a></li>\n</ol>\n<h3>High scoring approaches and discussions</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329131\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329131</a> -- rank 1</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329317\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329317</a> -- rank 2</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329540\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329540</a> -- rank 3</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/328798\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/328798</a> -- rank 4</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329334\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329334</a> -- rank 5</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/328805\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/328805</a> -- rank 6</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329015\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329015</a> -- rank 7</li>\n</ol>\n<p>Many thanks to the original content creators and all the best to the participants! <br>\nHappy learning!</p>",
  "messages": [
    {
      "id": 2716014,
      "postDate": "2024-03-25T19:14:14.743Z",
      "content": "<p>Hello all,</p>\n<p>Wishing you all the best for the challenge. Hope the below handpicked reference materials help in easy and effective onboarding</p>\n<h1>Previous competition versions</h1>\n<h2><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2023\" target=\"_blank\">Image Matching Challenge 2023</a></h2>\n<h3>Top voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/leonidkulyk/eda-imc-3d-plots-interactive-vis\" target=\"_blank\">https://www.kaggle.com/code/leonidkulyk/eda-imc-3d-plots-interactive-vis</a></li>\n<li><a href=\"https://www.kaggle.com/code/eduardtrulls/imc-2023-submission-example\" target=\"_blank\">https://www.kaggle.com/code/eduardtrulls/imc-2023-submission-example</a></li>\n<li><a href=\"https://www.kaggle.com/code/qi7axu/imc-2023-submission-example\" target=\"_blank\">https://www.kaggle.com/code/qi7axu/imc-2023-submission-example</a></li>\n<li><a href=\"https://www.kaggle.com/code/jessevanderlinden/image-matching-data-discovery-and-sift-features\" target=\"_blank\">https://www.kaggle.com/code/jessevanderlinden/image-matching-data-discovery-and-sift-features</a></li>\n<li><a href=\"https://www.kaggle.com/code/mpwolke/sfm-pycolmap-kulyk\" target=\"_blank\">https://www.kaggle.com/code/mpwolke/sfm-pycolmap-kulyk</a></li>\n</ol>\n<h3>High scoring kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/alexanderveicht/imc2023-from-repo\" target=\"_blank\">https://www.kaggle.com/code/alexanderveicht/imc2023-from-repo</a></li>\n<li><a href=\"https://www.kaggle.com/code/maxchen303/imc2023-final-pub\" target=\"_blank\">https://www.kaggle.com/code/maxchen303/imc2023-final-pub</a></li>\n<li><a href=\"https://www.kaggle.com/code/socratis/multi-descriptors-magsac\" target=\"_blank\">https://www.kaggle.com/code/socratis/multi-descriptors-magsac</a></li>\n</ol>\n<h3>High scoring approaches and discussions</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/417407\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/417407</a> -- rank 1</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/416873\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/416873</a> -- rank 2</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/416918\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/416918</a> -- rank 3</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/416816\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/416816</a> -- rank 4</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/417045\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/417045</a> -- rank 5</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/427143\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/427143</a> -- rank 7</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/416842\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/416842</a> -- rank 9</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/420471\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/420471</a> -- rank 12</li>\n</ol>\n<h2><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2022\" target=\"_blank\">Image Matching Challenge 2022</a></h2>\n<h3>Top voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/cbeaud/imc-2022-kornia-score-0-725\" target=\"_blank\">https://www.kaggle.com/code/cbeaud/imc-2022-kornia-score-0-725</a></li>\n<li><a href=\"https://www.kaggle.com/code/remekkinas/detector-free-local-feature-matching-w-transformer\" target=\"_blank\">https://www.kaggle.com/code/remekkinas/detector-free-local-feature-matching-w-transformer</a></li>\n<li><a href=\"https://www.kaggle.com/code/dschettler8845/image-matching-challenge-2022-eda\" target=\"_blank\">https://www.kaggle.com/code/dschettler8845/image-matching-challenge-2022-eda</a></li>\n<li><a href=\"https://www.kaggle.com/code/ammarali32/imc-2022-kornia-loftr-from-0-533-to-0-721\" target=\"_blank\">https://www.kaggle.com/code/ammarali32/imc-2022-kornia-loftr-from-0-533-to-0-721</a></li>\n<li><a href=\"https://www.kaggle.com/code/eduardtrulls/imc2022-training-data\" target=\"_blank\">https://www.kaggle.com/code/eduardtrulls/imc2022-training-data</a></li>\n<li><a href=\"https://www.kaggle.com/code/radac98/public-baseline-dkm-0-667\" target=\"_blank\">https://www.kaggle.com/code/radac98/public-baseline-dkm-0-667</a></li>\n</ol>\n<h3>High scoring kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/gufanmingmie/imc-2022-final-ensemble\" target=\"_blank\">https://www.kaggle.com/code/gufanmingmie/imc-2022-final-ensemble</a></li>\n<li><a href=\"https://www.kaggle.com/code/chankhavu/loftr-superglue-dkm-with-inspiration\" target=\"_blank\">https://www.kaggle.com/code/chankhavu/loftr-superglue-dkm-with-inspiration</a></li>\n<li><a href=\"https://www.kaggle.com/code/will70917/imc-2022-209410736\" target=\"_blank\">https://www.kaggle.com/code/will70917/imc-2022-209410736</a></li>\n<li><a href=\"https://www.kaggle.com/code/chankhavu/two-stage-loftr-superglue-dkm\" target=\"_blank\">https://www.kaggle.com/code/chankhavu/two-stage-loftr-superglue-dkm</a></li>\n<li><a href=\"https://www.kaggle.com/code/tmyok1984/imc2022-ensemble-with-dkm-roi\" target=\"_blank\">https://www.kaggle.com/code/tmyok1984/imc2022-ensemble-with-dkm-roi</a></li>\n</ol>\n<h3>High scoring approaches and discussions</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329131\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329131</a> -- rank 1</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329317\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329317</a> -- rank 2</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329540\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329540</a> -- rank 3</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/328798\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/328798</a> -- rank 4</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329334\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329334</a> -- rank 5</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/328805\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/328805</a> -- rank 6</li>\n<li><a href=\"https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329015\" target=\"_blank\">https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329015</a> -- rank 7</li>\n</ol>\n<p>Many thanks to the original content creators and all the best to the participants! <br>\nHappy learning!</p>",
      "rawMarkdown": "Hello all,\n\nWishing you all the best for the challenge. Hope the below handpicked reference materials help in easy and effective onboarding\n\n# Previous competition versions\n## [Image Matching Challenge 2023](https://www.kaggle.com/competitions/image-matching-challenge-2023)\n### Top voted kernels\n1. https://www.kaggle.com/code/leonidkulyk/eda-imc-3d-plots-interactive-vis\n2. https://www.kaggle.com/code/eduardtrulls/imc-2023-submission-example\n3. https://www.kaggle.com/code/qi7axu/imc-2023-submission-example\n4. https://www.kaggle.com/code/jessevanderlinden/image-matching-data-discovery-and-sift-features\n5. https://www.kaggle.com/code/mpwolke/sfm-pycolmap-kulyk\n\n### High scoring kernels\n1. https://www.kaggle.com/code/alexanderveicht/imc2023-from-repo\n2. https://www.kaggle.com/code/maxchen303/imc2023-final-pub\n3. https://www.kaggle.com/code/socratis/multi-descriptors-magsac\n\n### High scoring approaches and discussions\n1. https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/417407 -- rank 1\n2. https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/416873 -- rank 2\n3. https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/416918 -- rank 3\n4. https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/416816 -- rank 4\n5. https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/417045 -- rank 5\n6. https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/427143 -- rank 7\n7. https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/416842 -- rank 9\n8. https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/420471 -- rank 12\n\n## [Image Matching Challenge 2022](https://www.kaggle.com/competitions/image-matching-challenge-2022)\n### Top voted kernels\n1. https://www.kaggle.com/code/cbeaud/imc-2022-kornia-score-0-725\n2. https://www.kaggle.com/code/remekkinas/detector-free-local-feature-matching-w-transformer\n3. https://www.kaggle.com/code/dschettler8845/image-matching-challenge-2022-eda\n4. https://www.kaggle.com/code/ammarali32/imc-2022-kornia-loftr-from-0-533-to-0-721\n5. https://www.kaggle.com/code/eduardtrulls/imc2022-training-data\n6. https://www.kaggle.com/code/radac98/public-baseline-dkm-0-667\n\n### High scoring kernels\n1. https://www.kaggle.com/code/gufanmingmie/imc-2022-final-ensemble\n2. https://www.kaggle.com/code/chankhavu/loftr-superglue-dkm-with-inspiration\n3. https://www.kaggle.com/code/will70917/imc-2022-209410736\n4. https://www.kaggle.com/code/chankhavu/two-stage-loftr-superglue-dkm\n5. https://www.kaggle.com/code/tmyok1984/imc2022-ensemble-with-dkm-roi\n\n### High scoring approaches and discussions\n1. https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329131 -- rank 1\n2. https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329317 -- rank 2\n3. https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329540 -- rank 3\n4. https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/328798 -- rank 4\n5. https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329334 -- rank 5\n6. https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/328805 -- rank 6\n7. https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329015 -- rank 7\n\nMany thanks to the original content creators and all the best to the participants! \nHappy learning!\n",
      "votes": 51
    },
    {
      "id": 2748019,
      "postDate": "2024-04-12T07:53:55.123Z",
      "content": "<p>Appreciate your kindly compilation <a href=\"https://www.kaggle.com/ravi20076\" target=\"_blank\">@ravi20076</a> really helps!</p>",
      "rawMarkdown": "Appreciate your kindly compilation @ravi20076 really helps!",
      "votes": 1
    },
    {
      "id": 2745633,
      "postDate": "2024-04-10T18:17:59.163Z",
      "content": "<p>Thank you for sharing Ravi, this is very useful!</p>",
      "rawMarkdown": "Thank you for sharing Ravi, this is very useful!",
      "votes": 1
    },
    {
      "id": 2718607,
      "postDate": "2024-03-27T07:01:17.403Z",
      "content": "<p>Thanks <a href=\"https://www.kaggle.com/ravi20076\" target=\"_blank\">@ravi20076</a>! Appreciate the starting point</p>",
      "rawMarkdown": "Thanks @ravi20076! Appreciate the starting point",
      "votes": 1
    },
    {
      "id": 2717718,
      "postDate": "2024-03-26T18:03:25.690Z",
      "rawMarkdown": "",
      "isDeleted": true
    },
    {
      "id": 2725584,
      "postDate": "2024-03-31T16:58:15.200Z",
      "content": "<p>Thank you so much for sharing this.</p>",
      "rawMarkdown": "Thank you so much for sharing this.",
      "votes": 1
    },
    {
      "id": 2717735,
      "postDate": "2024-03-26T18:12:52.337Z",
      "content": "<p>Thanks for all the references! </p>",
      "rawMarkdown": "Thanks for all the references! ",
      "votes": 1
    }
  ],
  "comments": [
    {
      "id": 2748019,
      "author_name": "Lamal",
      "author_url": "",
      "post_date": "2024-04-12T07:53:55.123000",
      "content": "<p>Appreciate your kindly compilation <a href=\"https://www.kaggle.com/ravi20076\" target=\"_blank\">@ravi20076</a> really helps!</p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 2745633,
      "author_name": "Danial Zakaria",
      "author_url": "",
      "post_date": "2024-04-10T18:17:59.163000",
      "content": "<p>Thank you for sharing Ravi, this is very useful!</p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 2718607,
      "author_name": "Taizhuo Tang",
      "author_url": "",
      "post_date": "2024-03-27T07:01:17.403000",
      "content": "<p>Thanks <a href=\"https://www.kaggle.com/ravi20076\" target=\"_blank\">@ravi20076</a>! Appreciate the starting point</p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 2717718,
      "author_name": "",
      "author_url": "",
      "post_date": "2024-03-26T18:03:25.690000",
      "content": "",
      "votes": 0,
      "replies": []
    },
    {
      "id": 2725584,
      "author_name": "Param Thakkar",
      "author_url": "",
      "post_date": "2024-03-31T16:58:15.200000",
      "content": "<p>Thank you so much for sharing this.</p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 2717735,
      "author_name": "Sergey Surguchev",
      "author_url": "",
      "post_date": "2024-03-26T18:12:52.337000",
      "content": "<p>Thanks for all the references! </p>",
      "votes": 1,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "2716014": "Hello all,\n\nWishing you all the best for the challenge. Hope the below handpicked reference materials help in easy and effective onboarding\n\n# Previous competition versions\n## [Image Matching Challenge 2023](https://www.kaggle.com/competitions/image-matching-challenge-2023)\n### Top voted kernels\n1. https://www.kaggle.com/code/leonidkulyk/eda-imc-3d-plots-interactive-vis\n2. https://www.kaggle.com/code/eduardtrulls/imc-2023-submission-example\n3. https://www.kaggle.com/code/qi7axu/imc-2023-submission-example\n4. https://www.kaggle.com/code/jessevanderlinden/image-matching-data-discovery-and-sift-features\n5. https://www.kaggle.com/code/mpwolke/sfm-pycolmap-kulyk\n\n### High scoring kernels\n1. https://www.kaggle.com/code/alexanderveicht/imc2023-from-repo\n2. https://www.kaggle.com/code/maxchen303/imc2023-final-pub\n3. https://www.kaggle.com/code/socratis/multi-descriptors-magsac\n\n### High scoring approaches and discussions\n1. https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/417407 -- rank 1\n2. https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/416873 -- rank 2\n3. https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/416918 -- rank 3\n4. https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/416816 -- rank 4\n5. https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/417045 -- rank 5\n6. https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/427143 -- rank 7\n7. https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/416842 -- rank 9\n8. https://www.kaggle.com/competitions/image-matching-challenge-2023/discussion/420471 -- rank 12\n\n## [Image Matching Challenge 2022](https://www.kaggle.com/competitions/image-matching-challenge-2022)\n### Top voted kernels\n1. https://www.kaggle.com/code/cbeaud/imc-2022-kornia-score-0-725\n2. https://www.kaggle.com/code/remekkinas/detector-free-local-feature-matching-w-transformer\n3. https://www.kaggle.com/code/dschettler8845/image-matching-challenge-2022-eda\n4. https://www.kaggle.com/code/ammarali32/imc-2022-kornia-loftr-from-0-533-to-0-721\n5. https://www.kaggle.com/code/eduardtrulls/imc2022-training-data\n6. https://www.kaggle.com/code/radac98/public-baseline-dkm-0-667\n\n### High scoring kernels\n1. https://www.kaggle.com/code/gufanmingmie/imc-2022-final-ensemble\n2. https://www.kaggle.com/code/chankhavu/loftr-superglue-dkm-with-inspiration\n3. https://www.kaggle.com/code/will70917/imc-2022-209410736\n4. https://www.kaggle.com/code/chankhavu/two-stage-loftr-superglue-dkm\n5. https://www.kaggle.com/code/tmyok1984/imc2022-ensemble-with-dkm-roi\n\n### High scoring approaches and discussions\n1. https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329131 -- rank 1\n2. https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329317 -- rank 2\n3. https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329540 -- rank 3\n4. https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/328798 -- rank 4\n5. https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329334 -- rank 5\n6. https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/328805 -- rank 6\n7. https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/329015 -- rank 7\n\nMany thanks to the original content creators and all the best to the participants! \nHappy learning!\n",
    "2748019": "Appreciate your kindly compilation @ravi20076 really helps!",
    "2745633": "Thank you for sharing Ravi, this is very useful!",
    "2718607": "Thanks @ravi20076! Appreciate the starting point",
    "2717718": "",
    "2725584": "Thank you so much for sharing this.",
    "2717735": "Thanks for all the references! "
  }
}