Update README.md

README.md

@@ -317,8 +317,6 @@ The repository includes two main training notebooks:
 
 The project includes a real-time training monitor accessible via browser at `localhost:5000` during training:
 
-![Training Monitor Overview](training_monitor_overview.png)
-
 #### Performance Tips
 
 ⚠️ **Important**: For optimal training speed, keep VSCode minimized and the training monitor open in your browser. This can improve iteration speed by **3-5x** due to how the Windows/WSL graphics stack handles window focus and CUDA kernel execution.
@@ -329,7 +327,7 @@ The training monitor provides three main views:
 
 ##### 1. Overview Tab
 
-![Overview Tab](training_monitor_charts.png)
+![Overview Tab](images/training_monitor_overview.png)
 
 - **Training Progress**: Real-time metrics including epoch, batch, speed, and time estimates
 - **Loss Chart**: Training and validation loss visualization
@@ -337,7 +335,7 @@ The training monitor provides three main views:
 
 ##### 2. Predictions Tab
 
-![Predictions Tab](training_monitor_predictions.png)
+![Predictions Tab](images/training_monitor_predictions.png)
 
 - **Image Preview**: Shows the current sample being analyzed
 - **Prediction Controls**: Toggle between initial and refined predictions
@@ -349,7 +347,7 @@ The training monitor provides three main views:
 
 ##### 3. Selection Analysis Tab
 
-![Selection Analysis Tab](training_monitor_selection.png)
+![Selection Analysis Tab](images/training_monitor_selection.png)
 
 - **Selection Metrics**: Statistics on tag selection quality
   - Ground truth recall