diff --git a/.venv/lib/python3.10/site-packages/debugpy/_vendored/pydevd/pydev_ipython/README b/.venv/lib/python3.10/site-packages/debugpy/_vendored/pydevd/pydev_ipython/README
deleted file mode 100644
index 185d417d80dca8638c6b390b2333e1778193f862..0000000000000000000000000000000000000000
--- a/.venv/lib/python3.10/site-packages/debugpy/_vendored/pydevd/pydev_ipython/README
+++ /dev/null
@@ -1,8 +0,0 @@
-# Parts of IPython, files from: https://github.com/ipython/ipython/tree/rel-1.0.0/IPython
-# The files in this package are extracted from IPython to aid the main loop integration
-# See tests_mainloop for some manually runable tests
-
-# What we are doing is reusing the "inputhook" functionality (i.e. what in IPython
-# ends up on PyOS_InputHook) and using it in the pydevconsole context.
-# Rather that having the callbacks called in PyOS_InputHook, we use a custom XML-RPC
-# Server (HookableXMLRPCServer) that calls the inputhook when idle
diff --git a/.venv/lib/python3.10/site-packages/sklearn/externals/README b/.venv/lib/python3.10/site-packages/sklearn/externals/README
deleted file mode 100644
index eef7ba7dd652e73413dad8ed1c6096dc4066d214..0000000000000000000000000000000000000000
--- a/.venv/lib/python3.10/site-packages/sklearn/externals/README
+++ /dev/null
@@ -1,7 +0,0 @@
-This directory contains bundled external dependencies that are updated
-every once in a while.
-
-Note for distribution packagers: if you want to remove the duplicated
-code and depend on a packaged version, we suggest that you simply do a
-symbolic link in this directory.
-
diff --git a/README.md b/README.md
index efc17d068d1ac7b2ccceb19bf17589a961716678..21c1c55c7b509514791736a0b30b77313642da4a 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,16 @@
 # SpatioPath Project Overview
 
+
+
+
 Welcome to the SpatioPath project, a comprehensive suite of tools designed for spatial statistical analysis and cell detection in biomedical images. This project consists of two main subprojects:
 
+
+
+
+
+
+
 1. [SpatioPath](#spatiopath)
 2. [CellDetection](#celldetection)
 
@@ -111,3 +120,21 @@ The project is organized into two main subprojects:
   - `requirements.txt`: Dependencies for CellDetection.
   - `logs/`: Logs for TensorBoard visualization.
 
+
+
+
+## Acknowledgments  
+
+We thank the authors of this work for their significant contributions:  
+
+- **Mohamed M. Benimam**, **Vannary Meas-Yedid**, and **Suvadip Mukherjee** for their equal efforts.  
+- **Astri Frafjord** and **Alexandre Corthay** for their expertise and collaboration.  
+- **Thibault Lagache** and **Jean-Christophe Olivo-Marin** for their supervision and guidance.  
+
+This work was made possible by contributions from:  
+- **Institut Pasteur, Université de Paris Cité, CNRS UMR 3691** (BioImage Analysis Unit, Paris, France).  
+- **Oslo University Hospital** and the **University of Oslo** (Tumor Immunology Lab and Hybrid Technology Hub, Oslo, Norway).  
+
+For inquiries, contact the corresponding authors: [thibault.lagache@pasteur.fr](mailto:thibault.lagache@pasteur.fr), [jcolivo@pasteur.fr](mailto:jcolivo@pasteur.fr).  
+
+