Upload README.md with huggingface_hub
Browse files
README.md
ADDED
|
@@ -0,0 +1,21 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
tags: [medical-imaging, brain-tumor, wavelet, interpretability]
|
| 3 |
+
---
|
| 4 |
+
|
| 5 |
+
# LDW-CNet: Learnable Discrete Wavelet CNN for Brain MRI Classification
|
| 6 |
+
|
| 7 |
+
## Results
|
| 8 |
+
|
| 9 |
+
| Model | Accuracy | Macro F1 | Macro AUC |
|
| 10 |
+
|-------|----------|----------|-----------|
|
| 11 |
+
| PlainCNN | 59.14% | 0.5265 | 0.8142 |
|
| 12 |
+
| FixedDWT_CNN | 67.77% | 0.6312 | 0.8481 |
|
| 13 |
+
| LearnDWT_NoLwc | 60.15% | 0.5565 | 0.8356 |
|
| 14 |
+
| LearnDWT_SE_NoLwc | 64.97% | 0.5924 | 0.8392 |
|
| 15 |
+
| LDWCNet_Full | 68.02% | 0.6324 | 0.8674 |
|
| 16 |
+
|
| 17 |
+
## Architecture
|
| 18 |
+
Learnable DWT → SE Block → Residual CNN → Classifier
|
| 19 |
+
|
| 20 |
+
## Paper
|
| 21 |
+
LDW-CNet: A Learnable Discrete Wavelet Transform based Residual CNN
|