Update README.md

README.md

@@ -9,29 +9,6 @@ pinned: false
 
 Edit this `README.md` markdown file to author your organization card.
 
-```mermaid
-graph TD;
-    A[Start Input Batch - N Images] -->|Augment Twice| B[Two Views - 2N Images]
-    B -->|Pass through Online Encoder| C[Online Network - f_theta]
-    B -->|Pass through Target Encoder| D[Target Network - f_xi]
 
-    C -->|Extract Representation| E[Online Representation - y_theta]
-    D -->|Extract Representation| F[Target Representation - y_xi]
-    
-    E -->|Project| G[Online Projection - z_theta]
-    F -->|Project| H[Target Projection - z_xi]
-
-    G -->|Predict| I[Prediction Head - q_theta]
-    
-    I -->|Compute Loss| J[Loss Calculation - Mean Squared Error]
-    H -->|Stop Gradient| J
-    
-    J -->|Backpropagation| K[Update Online Network - f_theta]
-    K -->|Momentum Update| L[Update Target Network - f_xi, Slow Update]
-    
-    L -->|Repeat for Next Batch| A
-    
-    K -->|Trained Encoder Used for Downstream Tasks| M[Linear Classifier or Fine Tuning]
-```