Histopathology Image Classification via Supervised Contrastive Deep Learning
-
Updated
Sep 14, 2024 - Python
Histopathology Image Classification via Supervised Contrastive Deep Learning
Pathology Atlas (English version of Patoloji Atlası)
Patoloji Atlası
Ressources of histopathology datasets
Awesome List of Digital and Computational Pathology Resources
Code for the paper " PDL: Regularizing Multiple Instance Learning with Progressive Dropout Layers "
The code for Kernel attention transformer (KAT)
Code for the Nature Scientific Reports paper "Pathologist-level classification of histologic patterns on resected lung adenocarcinoma slides with deep neural networks." A sliding window framework for classification of high resolution whole-slide images, often microscopy or histopathology images.
BIBM2023 regular paper for "Addressing Sparse Annotation: a Novel Semantic Energy Loss for Tumor Cell Detection from Histopathologic Images"
In the dynamic landscape of medical artificial intelligence, this study explores the vulnerabilities of the Pathology Language-Image Pretraining (PLIP) model, a Vision Language Foundation model, under targeted attacks like PGD adversarial attack.
TCNN: A Transformer Convolutional Neural Network for artifact classification in whole slide images
Deep-learning based classification pipeline for subtyping lung tumors from histology. Study design and codebase to analyze the impact of nucleus segmentation on subtyping.
Deep learning based method called hist2RNA to predict the expression of genes using digital images of stained tissue samples
This file contains the code for my work. "Reference5" is the image used for normalization. The "stained_dataset_test" is the final result of the model. The "lc25000_dataset_test" is the result of my model on the Augmentor dataset. Lastly, the "vahadane_stain_normalization" is my normalization code.
Tutorial to learn how to implement transfer learning in histopathology with Tensorflow 2.0
A virtual slide viewer (virtual microscope) for extremely high-resolution histopathology images. Made with Python, Flask and Leaflet.
An educational game to familiarize yourself with digital slides of tissue stained with H&E
🌟 GPU-accelerated stain normalization command line tool
Hard Sample Aware Noise Robust Learning forHistopathology Image Classification
Add a description, image, and links to the histopathology-images topic page so that developers can more easily learn about it.
To associate your repository with the histopathology-images topic, visit your repo's landing page and select "manage topics."