{
  "id": 416393,
  "title": "Revise Medical AI Image Classification Kernels",
  "url": "/competitions/hubmap-hacking-the-human-vasculature/discussion/416393",
  "author_name": "Azmine Toushik Wasi",
  "post_date": "2023-06-11T06:52:42.939000",
  "votes": 16,
  "comment_count": 0,
  "views": 0,
  "content": "<h2>Medical AI Image Classification Kernels</h2>\n<p>Here is a list of image classification kernels related to medical artificial intelligence on Kaggle. The table includes the title of the kernel, the owner's username (with '@' added), the architectures used, and a link to the Kaggle notebook.</p>\n<table>\n<thead>\n<tr>\n<th>Title</th>\n<th>Owner</th>\n<th>Architecture</th>\n<th>Kaggle Notebook</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>Intel Image Classification (CNN - Keras)</td>\n<td><a href=\"https://www.kaggle.com/vincee\" target=\"_blank\">@vincee</a></td>\n<td>CNN / Keras</td>\n<td><a href=\"https://www.kaggle.com/code/vincee/intel-image-classification-cnn-keras\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>[BEG][TUT]Intel Image Classification[93.76% Accur]</td>\n<td><a href=\"https://www.kaggle.com/uzairrj\" target=\"_blank\">@uzairrj</a></td>\n<td>CNN / Keras</td>\n<td><a href=\"https://www.kaggle.com/code/uzairrj/beg-tut-intel-image-classification-93-76-accur/data\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>Get Start Image Classification</td>\n<td><a href=\"https://www.kaggle.com/uysimty\" target=\"_blank\">@uysimty</a></td>\n<td>CNN</td>\n<td><a href=\"https://www.kaggle.com/code/uysimty/get-start-image-classification\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>Satellite Image Classification</td>\n<td><a href=\"https://www.kaggle.com/arpandhatt\" target=\"_blank\">@arpandhatt</a></td>\n<td>CNN</td>\n<td><a href=\"https://www.kaggle.com/code/arpandhatt/satellite-image-classification\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>Dermatology Image Classification</td>\n<td><a href=\"https://www.kaggle.com/yuningalexliu\" target=\"_blank\">@yuningalexliu</a></td>\n<td>CNN</td>\n<td><a href=\"https://www.kaggle.com/code/yuningalexliu/dermatology-image-classification\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>Image Classification with Logistic Regression</td>\n<td><a href=\"https://www.kaggle.com/gulsahdemiryurek\" target=\"_blank\">@gulsahdemiryurek</a></td>\n<td>LR</td>\n<td><a href=\"https://www.kaggle.com/code/gulsahdemiryurek/image-classification-with-logistic-regression\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>Image Classification using CNN (94%+ Accuracy)</td>\n<td><a href=\"https://www.kaggle.com/arbazkhan971\" target=\"_blank\">@arbazkhan971</a></td>\n<td>CNN</td>\n<td><a href=\"https://www.kaggle.com/code/arbazkhan971/image-classification-using-cnn-94-accuracy\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>High Correlation Feature Image Classification Conf</td>\n<td><a href=\"https://www.kaggle.com/wesamelshamy\" target=\"_blank\">@wesamelshamy</a></td>\n<td>CNN</td>\n<td><a href=\"https://www.kaggle.com/code/wesamelshamy/high-correlation-feature-image-classification-conf\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>PyTorch Starter - Image Classification</td>\n<td><a href=\"https://www.kaggle.com/jainamshah17\" target=\"_blank\">@jainamshah17</a></td>\n<td>PyTorch</td>\n<td><a href=\"https://www.kaggle.com/code/jainamshah17/pytorch-starter-image-classification\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>MultiClass Image Classification using keras</td>\n<td><a href=\"https://www.kaggle.com/prateek0x\" target=\"_blank\">@prateek0x</a></td>\n<td>CNN / Keras</td>\n<td><a href=\"https://www.kaggle.com/code/prateek0x/multiclass-image-classification-using-keras\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>Image Classification with CNN</td>\n<td><a href=\"https://www.kaggle.com/umutalpaydn\" target=\"_blank\">@umutalpaydn</a></td>\n<td>CNN</td>\n<td><a href=\"https://www.kaggle.com/code/umutalpaydn/image-classification-with-cnn\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>Image Classification &amp; Clustering step by step</td>\n<td><a href=\"https://www.kaggle.com/naim99\" target=\"_blank\">@naim99</a></td>\n<td>CNN</td>\n<td><a href=\"https://www.kaggle.com/code/naim99/image-classification-clustering-step-by-step\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>Protein Atlas - Exploration and Baseline</td>\n<td><a href=\"https://www.kaggle.com/allunia\" target=\"_blank\">@allunia</a></td>\n<td>CNN / PyTorch</td>\n<td><a href=\"https://www.kaggle.com/code/allunia/protein-atlas-exploration-and-baseline\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>Image Classification by CNN</td>\n<td><a href=\"https://www.kaggle.com/heshamasem\" target=\"_blank\">@heshamasem</a></td>\n<td>CNN</td>\n<td><a href=\"https://www.kaggle.com/code/heshamasem/image-classification-by-cnn\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>pretrained ResNet34 with RGBY (0.460 public LB)</td>\n<td><a href=\"https://www.kaggle.com/iafoss\" target=\"_blank\">@iafoss</a></td>\n<td>CNN</td>\n<td><a href=\"https://www.kaggle.com/code/iafoss/pretrained-resnet34-with-rgby-0-460-public-lb\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n</tbody>\n</table>",
  "messages": [
    {
      "id": 2295628,
      "postDate": "2023-06-11T06:52:42.940Z",
      "content": "<h2>Medical AI Image Classification Kernels</h2>\n<p>Here is a list of image classification kernels related to medical artificial intelligence on Kaggle. The table includes the title of the kernel, the owner's username (with '@' added), the architectures used, and a link to the Kaggle notebook.</p>\n<table>\n<thead>\n<tr>\n<th>Title</th>\n<th>Owner</th>\n<th>Architecture</th>\n<th>Kaggle Notebook</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>Intel Image Classification (CNN - Keras)</td>\n<td><a href=\"https://www.kaggle.com/vincee\" target=\"_blank\">@vincee</a></td>\n<td>CNN / Keras</td>\n<td><a href=\"https://www.kaggle.com/code/vincee/intel-image-classification-cnn-keras\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>[BEG][TUT]Intel Image Classification[93.76% Accur]</td>\n<td><a href=\"https://www.kaggle.com/uzairrj\" target=\"_blank\">@uzairrj</a></td>\n<td>CNN / Keras</td>\n<td><a href=\"https://www.kaggle.com/code/uzairrj/beg-tut-intel-image-classification-93-76-accur/data\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>Get Start Image Classification</td>\n<td><a href=\"https://www.kaggle.com/uysimty\" target=\"_blank\">@uysimty</a></td>\n<td>CNN</td>\n<td><a href=\"https://www.kaggle.com/code/uysimty/get-start-image-classification\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>Satellite Image Classification</td>\n<td><a href=\"https://www.kaggle.com/arpandhatt\" target=\"_blank\">@arpandhatt</a></td>\n<td>CNN</td>\n<td><a href=\"https://www.kaggle.com/code/arpandhatt/satellite-image-classification\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>Dermatology Image Classification</td>\n<td><a href=\"https://www.kaggle.com/yuningalexliu\" target=\"_blank\">@yuningalexliu</a></td>\n<td>CNN</td>\n<td><a href=\"https://www.kaggle.com/code/yuningalexliu/dermatology-image-classification\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>Image Classification with Logistic Regression</td>\n<td><a href=\"https://www.kaggle.com/gulsahdemiryurek\" target=\"_blank\">@gulsahdemiryurek</a></td>\n<td>LR</td>\n<td><a href=\"https://www.kaggle.com/code/gulsahdemiryurek/image-classification-with-logistic-regression\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>Image Classification using CNN (94%+ Accuracy)</td>\n<td><a href=\"https://www.kaggle.com/arbazkhan971\" target=\"_blank\">@arbazkhan971</a></td>\n<td>CNN</td>\n<td><a href=\"https://www.kaggle.com/code/arbazkhan971/image-classification-using-cnn-94-accuracy\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>High Correlation Feature Image Classification Conf</td>\n<td><a href=\"https://www.kaggle.com/wesamelshamy\" target=\"_blank\">@wesamelshamy</a></td>\n<td>CNN</td>\n<td><a href=\"https://www.kaggle.com/code/wesamelshamy/high-correlation-feature-image-classification-conf\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>PyTorch Starter - Image Classification</td>\n<td><a href=\"https://www.kaggle.com/jainamshah17\" target=\"_blank\">@jainamshah17</a></td>\n<td>PyTorch</td>\n<td><a href=\"https://www.kaggle.com/code/jainamshah17/pytorch-starter-image-classification\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>MultiClass Image Classification using keras</td>\n<td><a href=\"https://www.kaggle.com/prateek0x\" target=\"_blank\">@prateek0x</a></td>\n<td>CNN / Keras</td>\n<td><a href=\"https://www.kaggle.com/code/prateek0x/multiclass-image-classification-using-keras\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>Image Classification with CNN</td>\n<td><a href=\"https://www.kaggle.com/umutalpaydn\" target=\"_blank\">@umutalpaydn</a></td>\n<td>CNN</td>\n<td><a href=\"https://www.kaggle.com/code/umutalpaydn/image-classification-with-cnn\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>Image Classification &amp; Clustering step by step</td>\n<td><a href=\"https://www.kaggle.com/naim99\" target=\"_blank\">@naim99</a></td>\n<td>CNN</td>\n<td><a href=\"https://www.kaggle.com/code/naim99/image-classification-clustering-step-by-step\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>Protein Atlas - Exploration and Baseline</td>\n<td><a href=\"https://www.kaggle.com/allunia\" target=\"_blank\">@allunia</a></td>\n<td>CNN / PyTorch</td>\n<td><a href=\"https://www.kaggle.com/code/allunia/protein-atlas-exploration-and-baseline\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>Image Classification by CNN</td>\n<td><a href=\"https://www.kaggle.com/heshamasem\" target=\"_blank\">@heshamasem</a></td>\n<td>CNN</td>\n<td><a href=\"https://www.kaggle.com/code/heshamasem/image-classification-by-cnn\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n<tr>\n<td>pretrained ResNet34 with RGBY (0.460 public LB)</td>\n<td><a href=\"https://www.kaggle.com/iafoss\" target=\"_blank\">@iafoss</a></td>\n<td>CNN</td>\n<td><a href=\"https://www.kaggle.com/code/iafoss/pretrained-resnet34-with-rgby-0-460-public-lb\" target=\"_blank\">Kaggle Notebook</a></td>\n</tr>\n</tbody>\n</table>",
      "rawMarkdown": "## Medical AI Image Classification Kernels\n\nHere is a list of image classification kernels related to medical artificial intelligence on Kaggle. The table includes the title of the kernel, the owner's username (with '@' added), the architectures used, and a link to the Kaggle notebook.\n\n| Title | Owner | Architecture | Kaggle Notebook |\n| --- | --- | --- | --- |\n| Intel Image Classification (CNN - Keras) | @vincee | CNN / Keras | [Kaggle Notebook](https://www.kaggle.com/code/vincee/intel-image-classification-cnn-keras) |\n| [BEG][TUT]Intel Image Classification[93.76% Accur] | @uzairrj | CNN / Keras | [Kaggle Notebook](https://www.kaggle.com/code/uzairrj/beg-tut-intel-image-classification-93-76-accur/data) |\n| Get Start Image Classification | @uysimty | CNN | [Kaggle Notebook](https://www.kaggle.com/code/uysimty/get-start-image-classification) |\n| Satellite Image Classification | @arpandhatt | CNN | [Kaggle Notebook](https://www.kaggle.com/code/arpandhatt/satellite-image-classification) |\n| Dermatology Image Classification | @yuningalexliu | CNN | [Kaggle Notebook](https://www.kaggle.com/code/yuningalexliu/dermatology-image-classification) |\n| Image Classification with Logistic Regression | @gulsahdemiryurek | LR | [Kaggle Notebook](https://www.kaggle.com/code/gulsahdemiryurek/image-classification-with-logistic-regression) |\n| Image Classification using CNN (94%+ Accuracy) | @arbazkhan971 | CNN | [Kaggle Notebook](https://www.kaggle.com/code/arbazkhan971/image-classification-using-cnn-94-accuracy) |\n| High Correlation Feature Image Classification Conf | @wesamelshamy | CNN | [Kaggle Notebook](https://www.kaggle.com/code/wesamelshamy/high-correlation-feature-image-classification-conf) |\n| PyTorch Starter - Image Classification | @jainamshah17 | PyTorch | [Kaggle Notebook](https://www.kaggle.com/code/jainamshah17/pytorch-starter-image-classification) |\n| MultiClass Image Classification using keras | @prateek0x | CNN / Keras | [Kaggle Notebook](https://www.kaggle.com/code/prateek0x/multiclass-image-classification-using-keras) |\n| Image Classification with CNN | @umutalpaydn | CNN | [Kaggle Notebook](https://www.kaggle.com/code/umutalpaydn/image-classification-with-cnn) |\n| Image Classification & Clustering step by step | @naim99 | CNN | [Kaggle Notebook](https://www.kaggle.com/code/naim99/image-classification-clustering-step-by-step) |\n| Protein Atlas - Exploration and Baseline | @allunia | CNN / PyTorch | [Kaggle Notebook](https://www.kaggle.com/code/allunia/protein-atlas-exploration-and-baseline) |\n| Image Classification by CNN | @heshamasem | CNN | [Kaggle Notebook](https://www.kaggle.com/code/heshamasem/image-classification-by-cnn) |\n| pretrained ResNet34 with RGBY (0.460 public LB) | @iafoss | CNN | [Kaggle Notebook](https://www.kaggle.com/code/iafoss/pretrained-resnet34-with-rgby-0-460-public-lb) |",
      "votes": 16
    }
  ],
  "comments": [],
  "raw_markdown_by_id": {
    "2295628": "## Medical AI Image Classification Kernels\n\nHere is a list of image classification kernels related to medical artificial intelligence on Kaggle. The table includes the title of the kernel, the owner's username (with '@' added), the architectures used, and a link to the Kaggle notebook.\n\n| Title | Owner | Architecture | Kaggle Notebook |\n| --- | --- | --- | --- |\n| Intel Image Classification (CNN - Keras) | @vincee | CNN / Keras | [Kaggle Notebook](https://www.kaggle.com/code/vincee/intel-image-classification-cnn-keras) |\n| [BEG][TUT]Intel Image Classification[93.76% Accur] | @uzairrj | CNN / Keras | [Kaggle Notebook](https://www.kaggle.com/code/uzairrj/beg-tut-intel-image-classification-93-76-accur/data) |\n| Get Start Image Classification | @uysimty | CNN | [Kaggle Notebook](https://www.kaggle.com/code/uysimty/get-start-image-classification) |\n| Satellite Image Classification | @arpandhatt | CNN | [Kaggle Notebook](https://www.kaggle.com/code/arpandhatt/satellite-image-classification) |\n| Dermatology Image Classification | @yuningalexliu | CNN | [Kaggle Notebook](https://www.kaggle.com/code/yuningalexliu/dermatology-image-classification) |\n| Image Classification with Logistic Regression | @gulsahdemiryurek | LR | [Kaggle Notebook](https://www.kaggle.com/code/gulsahdemiryurek/image-classification-with-logistic-regression) |\n| Image Classification using CNN (94%+ Accuracy) | @arbazkhan971 | CNN | [Kaggle Notebook](https://www.kaggle.com/code/arbazkhan971/image-classification-using-cnn-94-accuracy) |\n| High Correlation Feature Image Classification Conf | @wesamelshamy | CNN | [Kaggle Notebook](https://www.kaggle.com/code/wesamelshamy/high-correlation-feature-image-classification-conf) |\n| PyTorch Starter - Image Classification | @jainamshah17 | PyTorch | [Kaggle Notebook](https://www.kaggle.com/code/jainamshah17/pytorch-starter-image-classification) |\n| MultiClass Image Classification using keras | @prateek0x | CNN / Keras | [Kaggle Notebook](https://www.kaggle.com/code/prateek0x/multiclass-image-classification-using-keras) |\n| Image Classification with CNN | @umutalpaydn | CNN | [Kaggle Notebook](https://www.kaggle.com/code/umutalpaydn/image-classification-with-cnn) |\n| Image Classification & Clustering step by step | @naim99 | CNN | [Kaggle Notebook](https://www.kaggle.com/code/naim99/image-classification-clustering-step-by-step) |\n| Protein Atlas - Exploration and Baseline | @allunia | CNN / PyTorch | [Kaggle Notebook](https://www.kaggle.com/code/allunia/protein-atlas-exploration-and-baseline) |\n| Image Classification by CNN | @heshamasem | CNN | [Kaggle Notebook](https://www.kaggle.com/code/heshamasem/image-classification-by-cnn) |\n| pretrained ResNet34 with RGBY (0.460 public LB) | @iafoss | CNN | [Kaggle Notebook](https://www.kaggle.com/code/iafoss/pretrained-resnet34-with-rgby-0-460-public-lb) |"
  }
}