Shanmuk4622/ldwcnet-brain-mri-model-model

LDW-CNet: Learnable Discrete Wavelet CNN for Brain MRI Classification

Results

Model	Accuracy	Macro F1	Macro AUC
PlainCNN	56.85%	0.5297	0.7927
FixedDWT_CNN	62.69%	0.5913	0.8280
LearnDWT_NoLwc	57.36%	0.5325	0.8016
LearnDWT_SE_NoLwc	58.38%	0.5536	0.7973
LDWCNet_Full	58.12%	0.5420	0.8036

Architecture

Learnable DWT → SE Block → Residual CNN → Classifier

Paper

LDW-CNet: A Learnable Discrete Wavelet Transform based Residual CNN