Update README.md
Browse files
README.md
CHANGED
|
@@ -1,3 +1,23 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
# Histopathologic Cancer Detection - EfficientNetV2S & ViT-Hybrid
|
| 2 |
This repository contains models for detecting metastatic cancer in histopathologic images.
|
| 3 |
- **EfficientNetV2S**: A Baseline CNN-based model for local feature extraction.
|
|
@@ -22,12 +42,16 @@ from tensorflow.keras.models import load_model
|
|
| 22 |
```
|
| 23 |
|
| 24 |
# Download EfficientNetV2S model
|
|
|
|
| 25 |
model_path = hf_hub_download(repo_id="MooseML/EfficientNet-Cancer-Detection", filename="efficientnet_cancer_model.h5")
|
| 26 |
model = load_model(model_path)
|
|
|
|
| 27 |
|
| 28 |
# Download ViT-Hybrid model
|
|
|
|
| 29 |
model_path_vit = hf_hub_download(repo_id="MooseML/EfficientNet-Cancer-Detection", filename="ViT_hybrid_cancer_model.h5")
|
| 30 |
model_vit = load_model(model_path_vit)
|
|
|
|
| 31 |
|
| 32 |
## Github and Kaggle Links for Full Training Pipeline
|
| 33 |
- Full Training Code: [GitHub Repository](https://github.com/MooseML/Histopathologic-Cancer-Detection)
|
|
|
|
| 1 |
+
---
|
| 2 |
+
language: en
|
| 3 |
+
license: mit
|
| 4 |
+
tags:
|
| 5 |
+
- deep-learning
|
| 6 |
+
- cancer-detection
|
| 7 |
+
- histopathology
|
| 8 |
+
- tensorflow
|
| 9 |
+
- efficientnet
|
| 10 |
+
- vision-transformer
|
| 11 |
+
- ViT
|
| 12 |
+
- medical-imaging
|
| 13 |
+
model_name: EfficientNetV2S & ViT-Hybrid for Histopathologic Cancer Detection
|
| 14 |
+
library_name: tensorflow
|
| 15 |
+
datasets:
|
| 16 |
+
- histopathologic-cancer-detection
|
| 17 |
+
- PatchCamelyon
|
| 18 |
+
---
|
| 19 |
+
|
| 20 |
+
|
| 21 |
# Histopathologic Cancer Detection - EfficientNetV2S & ViT-Hybrid
|
| 22 |
This repository contains models for detecting metastatic cancer in histopathologic images.
|
| 23 |
- **EfficientNetV2S**: A Baseline CNN-based model for local feature extraction.
|
|
|
|
| 42 |
```
|
| 43 |
|
| 44 |
# Download EfficientNetV2S model
|
| 45 |
+
```sh
|
| 46 |
model_path = hf_hub_download(repo_id="MooseML/EfficientNet-Cancer-Detection", filename="efficientnet_cancer_model.h5")
|
| 47 |
model = load_model(model_path)
|
| 48 |
+
```
|
| 49 |
|
| 50 |
# Download ViT-Hybrid model
|
| 51 |
+
```sh
|
| 52 |
model_path_vit = hf_hub_download(repo_id="MooseML/EfficientNet-Cancer-Detection", filename="ViT_hybrid_cancer_model.h5")
|
| 53 |
model_vit = load_model(model_path_vit)
|
| 54 |
+
```
|
| 55 |
|
| 56 |
## Github and Kaggle Links for Full Training Pipeline
|
| 57 |
- Full Training Code: [GitHub Repository](https://github.com/MooseML/Histopathologic-Cancer-Detection)
|