--- a +++ b/README.md @@ -0,0 +1,77 @@ +<h2>About Dataset</h2> +<p> + This dataset contains a collection of multimodal medical images, specifically CT (Computed Tomography) and MRI (Magnetic Resonance Imaging) scans, for brain tumor detection and analysis. It is designed to assist researchers and healthcare professionals in developing AI models for the automatic detection, classification, and segmentation of brain tumors. The dataset features images from both modalities, providing comprehensive insight into the structural and functional variations in the brain associated with various types of tumors. +</p> +<p> + The dataset includes high-resolution CT and MRI images captured from multiple patients, with each image labeled with the corresponding tumor type (e.g., glioma, meningioma, etc.) and its location within the brain. This combination of CT and MRI images aims to leverage the strengths of both imaging techniques: CT scans for clear bone structure visualization and MRI for soft tissue details, enabling a more accurate analysis of brain tumors. +</p> +<p> + <strong>I collected these data from different sources and modified data for maximum accuracy.</strong> +</p> + +<h3>Brain Tumor CT scan Images source</h3> +<ul> + <li> + CT Brain Segmentation Computer Vision Project -- + <a href="https://universe.roboflow.com/joshua-zgc7b/ct-brain-segmentation">https://universe.roboflow.com/joshua-zgc7b/ct-brain-segmentation</a> + </li> + <li> + CT and MRI brain scans -- + <a href="https://www.kaggle.com/datasets/darren2020/ct-to-mri-cgan">https://www.kaggle.com/datasets/darren2020/ct-to-mri-cgan</a> + </li> + <li> + CT Head Scans(jpg files) -- + <a href="https://www.kaggle.com/datasets/clarksaben/ct-head-scans">https://www.kaggle.com/datasets/clarksaben/ct-head-scans</a> + </li> + <li> + Head CT Images for Classification -- + <a href="https://www.kaggle.com/datasets/nipaanjum/head-ct-images-for-classification">https://www.kaggle.com/datasets/nipaanjum/head-ct-images-for-classification</a> + </li> + <li> + Anonymous brain -- from private data + </li> + <li> + Unpaired MR-CT Brain Dataset for Unsupervised Image Translation -- + <a href="https://data.mendeley.com/datasets/z4wc364g79/1">https://data.mendeley.com/datasets/z4wc364g79/1</a> + </li> +</ul> + +<h3>Brain Tumor MRI images source</h3> +<ul> + <li> + Brain Tumor (MRI Scans) -- + <a href="https://www.kaggle.com/datasets/rm1000/brain-tumor-mri-scans">https://www.kaggle.com/datasets/rm1000/brain-tumor-mri-scans</a> + </li> + <li> + Brain Tumor MRIs -- + <a href="https://www.kaggle.com/datasets/vinayjayanti/brain-tumor-mris">https://www.kaggle.com/datasets/vinayjayanti/brain-tumor-mris</a> + </li> + <li> + Siardataset -- + <a href="https://www.kaggle.com/datasets/masoumehsiar/siardataset">https://www.kaggle.com/datasets/masoumehsiar/siardataset</a> + </li> + <li> + Brain tumors 256x256 -- + <a href="https://www.kaggle.com/datasets/thomasdubail/brain-tumors-256x256">https://www.kaggle.com/datasets/thomasdubail/brain-tumors-256x256</a> + </li> + <li> + Brain Tumor MRI Image Classification Dataset -- + <a href="https://www.kaggle.com/datasets/iashiqul/brain-tumor-mri-image-classification-dataset">https://www.kaggle.com/datasets/iashiqul/brain-tumor-mri-image-classification-dataset</a> + </li> + <li> + Brain Tumor MRI (yes or no) -- + <a href="https://www.kaggle.com/datasets/mohamada2274/brain-tumor-mri-yes-or-no">https://www.kaggle.com/datasets/mohamada2274/brain-tumor-mri-yes-or-no</a> + </li> + <li> + BRAIN TUMOR CLASS CLASS Computer Vision Project -- + <a href="https://universe.roboflow.com/college-sf5ih/brain-tumor-class-class">https://universe.roboflow.com/college-sf5ih/brain-tumor-class-class</a> + </li> + <li> + Brain Tumor Detection Computer Vision Project -- + <a href="https://universe.roboflow.com/tuan-nur-afrina-zahira/brain-tumor-detection-bmmqz">https://universe.roboflow.com/tuan-nur-afrina-zahira/brain-tumor-detection-bmmqz</a> + </li> + <li> + Tumor Detection Computer Vision Project -- + <a href="https://universe.roboflow.com/brain-tumor-detection-wsera/tumor-detection-ko5jp">https://universe.roboflow.com/brain-tumor-detection-wsera/tumor-detection-ko5jp</a> + </li> +</ul>