Update README.md

README.md

@@ -183,14 +183,13 @@ The following illustration gives the resulting confusion matrix :
 
 ### Results
 
-Samples of results. 
-From test patches with at least 10k points (i.e. at least 4 pts/m²), we sample without cherry-picking, with the following criteria: 
-* (1) WATER & BRIDGE
-* (2) BUILD_GREENHOUSE
-* (3) OTHER_PARKING
-* (4) HIGHSLOPE1
-* (5) URBAN
+From test patches with at least 10k points (i.e. at least 4 pts/m²), we sample without cherry-picking, 
+to match matches with the following metadata: a) URBAN, b) WATER & BRIDGE, c) OTHER_PARKING, d) BUILD_GREENHOUSE, e) HIGHSLOPE.
 
+<div style="position: relative; text-align: center;">
+    <p style="margin: 0;">Input point cloud, target classification, and model prediction for a subset of patches from the test set of FRACTAL.</p>
+    <img src="FRACTAL-LidarHD_7cl_randlanet-sample_predictions.excalidraw.png" alt="Sample input pc, target, and predictions" style="width: 70%; display: block; margin: 0 auto;"/>
+</div>
 
 ---
 
@@ -200,12 +199,15 @@ From test patches with at least 10k points (i.e. at least 4 pts/m²), we sample
 **BibTeX:**
 
 ```
-
-```
-
-
-**APA:**
-```
+@misc{gaydon2024pureforest,
+      title={TBD}, 
+      author={Charles Gaydon and Michel Daab and Floryne Roche},
+      year={2024},
+      eprint={TBD},
+      archivePrefix={arXiv},
+      url={TBD}
+      primaryClass={cs.CV}
+}
 
 ```