update README

README.md

@@ -17,10 +17,19 @@ Detecting forest fires using deep learning.
 
 | Model | Params (M) | IoU | F1 |
 | --- | --- | --- | --- |
-| deeplabv3\_mobilenet\_v3\_large | 11.0 | 0.3544 | 0.523 |
-| deeplabv3\_resnet101 | 60.9 | 0.375 | 0.545 |
+| deeplabv3\_mobilenet\_v3\_large | 11.0 | 0.3544 | 0.5230 |
+| deeplabv3\_resnet101 | 60.9 | 0.375 | 0.5450 |
 | deeplabv3\_resnet50 | 42.0 | 0.3915 | 0.5623 |
 | lraspp\_mobilenet\_v3 | 3.2 | 0.3713 | 0.5412 |
 | segformer-b0 | 3.7 | 0.7446 | 0.8535 |
-| segformer-b2 | 25.8 | 0.7671 | 0.868 |
-| Ensemble Model | 26.5 | 0.0006 | 0.0012 |
+| segformer-b2 | 25.8 | 0.7671 | 0.8680 |
+| ensemble | | 0.3724 | 0.5423 |
+
+## Checkpoints
+
+Checkpoints of the trained models are available in releases.
+
+## Installation and inference
+
+- The notebooks will automatically download the self hosted dataset and checkpoints.
+- The notebooks themselves are divided into subsections and are self-explanatory.