Update incorrect model descriptions

DESCRIPTION.md

@@ -9,7 +9,7 @@ Reference: https://arxiv.org/abs/2204.05798
 The model is trained using CBIS [INBReast Dataset](https://pubmed.ncbi.nlm.nih.gov/22078258/)
 
 - Target: Lesions (masses, calcifications, asymmetries, and distortions)
-- Task: Segmentation
+- Task: Classification
 - Modality: Grayscale
 
 ## Demo

main.py

@@ -195,9 +195,9 @@ def run():
                 gr.Markdown(
                     """
                     ## Model Architecture
-                    <img src="file/figures/physenet.png" width=auto>
+                    <img src="file/figures/phresnet18.png" width=auto>
 
-                    Parameterized Hypercomplex Shared Encoder network (PHYSEnet).
+                    Parameterized Hypercomplex ResNets-18 Variants (PHYResNet).
                     """
                 )
         with gr.Row():