Update app.py

app.py

@@ -15,7 +15,7 @@ def process_and_show_completion(video_input_path, anomaly_threshold_input, fps,
 
         if isinstance(results[0], str) and results[0].startswith("Error"):
             print(f"Error occurred: {results[0]}")
-            return [results[0]] + [None] * 25
+            return [results[0]] + [None] * 24
 
         exec_time, results_summary, df, mse_embeddings, mse_posture, mse_voice, \
             mse_plot_embeddings, mse_plot_posture, mse_plot_voice, \
@@ -24,7 +24,7 @@ def process_and_show_completion(video_input_path, anomaly_threshold_input, fps,
             face_samples_frequent, \
             anomaly_faces_embeddings, anomaly_frames_posture_images, \
             aligned_faces_folder, frames_folder, \
-            heatmap_video_path, correlation_heatmap, scatter_plot_3d = results
+            heatmap_video_path, correlation_heatmap = results
 
         anomaly_faces_embeddings_pil = [Image.fromarray(face) for face in anomaly_faces_embeddings] if anomaly_faces_embeddings is not None else []
         anomaly_frames_posture_pil = [Image.fromarray(frame) for frame in anomaly_frames_posture_images] if anomaly_frames_posture_images is not None else []
@@ -42,7 +42,7 @@ def process_and_show_completion(video_input_path, anomaly_threshold_input, fps,
             aligned_faces_folder, frames_folder,
             mse_embeddings, mse_posture, mse_voice,
             heatmap_video_path,
-            correlation_heatmap, scatter_plot_3d
+            correlation_heatmap
         ]
 
         return output
@@ -52,7 +52,7 @@ def process_and_show_completion(video_input_path, anomaly_threshold_input, fps,
         print(error_message)
         import traceback
         traceback.print_exc()
-        return [error_message] + [None] * 25
+        return [error_message] + [None] * 24
 
 def show_results(outputs):
     return gr.Group(visible=True)
@@ -99,7 +99,6 @@ with gr.Blocks() as iface:
             with gr.TabItem("Video with Heatmap"):
                 heatmap_video = gr.Video(label="Video with Anomaly Heatmap")
                 correlation_heatmap_plot = gr.Plot(label="Correlation Heatmap")
-                scatter_plot_3d_plot = gr.Plot(label="3D Scatter Plot of MSEs")
                 
     df_store = gr.State()
     mse_features_store = gr.State()
@@ -124,7 +123,7 @@ with gr.Blocks() as iface:
             face_samples_most_frequent,
             aligned_faces_folder_store, frames_folder_store,
             mse_heatmap_embeddings_store, mse_heatmap_posture_store, mse_heatmap_voice_store,
-            heatmap_video, correlation_heatmap_plot, scatter_plot_3d_plot
+            heatmap_video, correlation_heatmap_plot
         ]
     ).then(
         show_results,