update

app.py

@@ -72,5 +72,13 @@ binary_interface_efn = gr.Interface(fn=classify_efn,
                                examples=[['300104.png']]
                               )
 
-interface_collection = gr.Interface.Collection([binary_interface_cnn, binary_interface_efn])
-interface_collection.launch()
+demo = gr.Interface(fn=lambda inp: {"CNN": classify_cnn(inp), "EfficientNet": classify_efn(inp)},
+                     inputs=gr.inputs.Image(shape=(224, 224)),
+                     outputs=["json", "json"],
+                     title="Binary Image Classification",
+                     description="Classify an image as healthy or patient using either CNN or EfficientNet.",
+                     examples=[['300104.png']]
+                    )
+
+if __name__ == "__main__":
+    demo.launch()