Blood_cell_image_segmentation
This project shows an automated deep learning based computer vision algorithm that can provide a complete blood cell count (i.e. the number red blood cells, number of white blood cells, different types of white blood cells, number of plateletes etc.) in a person's body from a digitized blood smear image of his blood sample. The neural network used here is a modified version of the Unet framework that identifies different type of blood cells and semantically segments them creating the output image where the different cell regions are indicated with different colors. Additionally, it can also detect the presence of malarial pathogens in the blood. The final test accuracy obtained by the network was 93%.
| Project Name | Stars | Downloads | Repos Using This | Packages Using This | Most Recent Commit | Total Releases | Latest Release | Open Issues | License | Language |
|---|---|---|---|---|---|---|---|---|---|---|
| Unet | 4,218 | a year ago | 203 | mit | Jupyter Notebook | |||||
| unet for image segmentation | ||||||||||
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| Visual tracking library based on PyTorch. | ||||||||||
| Awesome Lane Detection | 2,665 | 8 months ago | 17 | |||||||
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| Semantic Segmentation Suite | 2,311 | 3 years ago | 83 | Python | ||||||
| Semantic Segmentation Suite in TensorFlow. Implement, train, and test new Semantic Segmentation models easily! | ||||||||||
| Awesome Gan For Medical Imaging | 1,919 | 2 years ago | 2 | |||||||
| Awesome GAN for Medical Imaging | ||||||||||
| Pytorch Networks | 1,740 | 6 months ago | 36 | Python | ||||||
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| Awesome Diarization | 1,384 | 4 months ago | 3 | apache-2.0 | ||||||
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| Meshcnn | 1,211 | 2 years ago | 76 | mit | Python | |||||
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| Niftynet | 1,170 | 4 years ago | 98 | apache-2.0 | Python | |||||
| [unmaintained] An open-source convolutional neural networks platform for research in medical image analysis and image-guided therapy | ||||||||||
| Attention Gated Networks | 1,099 | 4 years ago | mit | Python | ||||||
| Use of Attention Gates in a Convolutional Neural Network / Medical Image Classification and Segmentation | ||||||||||
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Python
Network
Segmentation