diff --git a/documentation/method_demo/XRAI.png b/documentation/method_demo/XRAI.png
new file mode 100644
index 0000000..1f87ba6
Binary files /dev/null and b/documentation/method_demo/XRAI.png differ
diff --git a/documentation/method_demo/blur_ig.png b/documentation/method_demo/blur_ig.png
new file mode 100644
index 0000000..d2a0881
Binary files /dev/null and b/documentation/method_demo/blur_ig.png differ
diff --git a/documentation/method_demo/guided_ig.png b/documentation/method_demo/guided_ig.png
new file mode 100644
index 0000000..697bf37
Binary files /dev/null and b/documentation/method_demo/guided_ig.png differ
diff --git a/documentation/method_demo/integrated_grad.png b/documentation/method_demo/integrated_grad.png
new file mode 100644
index 0000000..d2f88ec
Binary files /dev/null and b/documentation/method_demo/integrated_grad.png differ
diff --git a/documentation/method_demo/smooth_grad.png b/documentation/method_demo/smooth_grad.png
new file mode 100644
index 0000000..d971b36
Binary files /dev/null and b/documentation/method_demo/smooth_grad.png differ
diff --git a/documentation/method_demo/vanilla_grad.png b/documentation/method_demo/vanilla_grad.png
new file mode 100644
index 0000000..85c729e
Binary files /dev/null and b/documentation/method_demo/vanilla_grad.png differ
diff --git a/documentation/methods.md b/documentation/methods.md
new file mode 100644
index 0000000..dca9146
--- /dev/null
+++ b/documentation/methods.md
@@ -0,0 +1,18 @@
+# Methods Examples
+Keeping everything the same, but changing the model to demonstrate visual differences.
+
+![hex]()
+
+## What is it? 
+
+Model_name: vgg16
+method: THIS IS WHAT CHANGES
+composition: pure_white
+colormap: magma
+intensity: 0.75
+contrast: 1.5
+threshold: 0.25
+class_index: -1
+input_size: 224
+uses_smooth_grad: true
+snoothgrad_samples: 25
\ No newline at end of file