updates

app.py

@@ -141,10 +141,15 @@ def get_ellipse_coords(point):# tuple[int, int]) -> tuple[int, int, int, int]):
     )
 
 
-"This is a demo to showcase the capability of the Batch Indexing Machine. It's part of an open source project, currently in the pre-release phase."
+"The batch indexing machine is a machine that shakes parts while recording a video. 20 batches of random parts were run through the machine for 30 seconds per batch."
 
-"20 batches of random parts were run through the Batch Indexing Machine, a machine that shakes the parts while recording a video."
-"30 seconds per batch @24 FPS = 20*30*24 = 14400 images. These images are then run through a deep learning algorithm that is trained without supervision, which means that this concept has a potential to be fully automated."
+"HOW TO DUMPSTER DIVE DIGITALLY:"
+"Click in the image to set a target"
+"Click “Find similar parts” to find the best matches in other batches"
+
+"The model is trained completely unsupervised using a custom contrastive loss. Open source code to be released soon. "
+
+"Please use the community tab for discussion, or reach out to me at [email protected]"
 
 col1, col2 = st.columns([5,1])