cleaning up readme

README.md

 # ai4hdr_backend
 
-## "sliceImage.py" program:
-Slices an image into even sized tiles. 
-Note: if the slice size doesn't fit evenly into the size of 
-      the original image, pixels will be lost.
-
-## Command line arguments:
-- arg1: name of image file used for slicing
-- arg2: file name used as base for all slices
-- arg3: width of new slices
-- arg4: height of new slices
-- arg5: directory to save slices 
-
-## Example run:
-```bash
-python ./Scripts/sliceImage.py ./TestResults/Slice/GeoEye_Original.jpg GeoEye_Slice 512 512 ./TestResults/Slice/
-```
-
-## Example run result:
-## Original Image: 1180x1180, resized to 512x512 for viewing
-![](TestResults/Slice/GeoEye_Original.jpg =512x512)
-<img src="TestResults/Slice/GeoEye_Original.jpg" width="100" height="100">
-
-| Slice 1: 512x512  | Slice 2: 512x512 |
-| ------------- | ------------- |
-| ![](TestResults/Slice/GeoEye_Slice-0-0.jpg)  | ![](TestResults/Slice/GeoEye_Slice-0-512.jpg)  |
-
-| Slice 3: 512x512  | Slice 4: 512x512 |
-| ------------- | ------------- |
-| ![](TestResults/Slice/GeoEye_Slice-512-0.jpg) | ![](TestResults/Slice/GeoEye_Slice-512-512.jpg)  |
-
-
-## "meanShiftSeg.py" program:
- - Uses the pymeanshift library to create a segmented images
- - Install pymeanshift: pip install git+git://github.com/fjean/pymeanshift.git
-
-## Command line arguments:
- - arg1: image file used for segmentation
- - arg2: directory to save results
- - arg3: base name for results files
- - arg4: spatial radius for ms algo
- - arg5: range radius for ms algo
- - arg6: min density for ms algo
-
-## Example run:
- ```bash
-python ./Scripts/meanShiftSeg.py ./TestResults/MS/GeoEye_MS_Original.jpg ./TestResults/MS pyms 6 6 50
-```
-
-## Example run result:
-## Original Image:
-![](TestResults/MS/GeoEye_MS_Original.jpg)
-
-## Result:
-| Segmentation Image  | Labels Image |
-| ------------- | ------------- |
-| ![](TestResults/MS/pyms-color-seg.jpg)  | ![](TestResults/MS/pyms-labels-image.jpg)  |
-
-
 ## "initDB.py" program:
  - Sets up the base file structure for an image database at a given location.
 
@@ -161,6 +103,62 @@ python Scripts/importAndProcessImage.py TestResults/MS/GeoEye_MS_Original.jpg ..
             └── GeoEye-0-0.jpg
 ```
 
+## "sliceImage.py" program:
+Slices an image into even sized tiles. 
+Note: if the slice size doesn't fit evenly into the size of 
+      the original image, pixels will be lost.
+
+## Command line arguments:
+- arg1: name of image file used for slicing
+- arg2: file name used as base for all slices
+- arg3: width of new slices
+- arg4: height of new slices
+- arg5: directory to save slices 
+
+## Example run:
+```bash
+python ./Scripts/sliceImage.py ./TestResults/Slice/GeoEye_Original.jpg GeoEye_Slice 512 512 ./TestResults/Slice/
+```
+
+## Example run result:
+## Original Image: 1180x1180, resized to 512x512 for viewing
+<img src="TestResults/Slice/GeoEye_Original.jpg" width="512" height="512">
+
+| Slice 1: 512x512  | Slice 2: 512x512 |
+| ------------- | ------------- |
+| ![](TestResults/Slice/GeoEye_Slice-0-0.jpg)  | ![](TestResults/Slice/GeoEye_Slice-0-512.jpg)  |
+
+| Slice 3: 512x512  | Slice 4: 512x512 |
+| ------------- | ------------- |
+| ![](TestResults/Slice/GeoEye_Slice-512-0.jpg) | ![](TestResults/Slice/GeoEye_Slice-512-512.jpg)  |
+
+
+## "meanShiftSeg.py" program:
+ - Uses the pymeanshift library to create a segmented images
+ - Install pymeanshift: pip install git+git://github.com/fjean/pymeanshift.git
+
+## Command line arguments:
+ - arg1: image file used for segmentation
+ - arg2: directory to save results
+ - arg3: base name for results files
+ - arg4: spatial radius for ms algo
+ - arg5: range radius for ms algo
+ - arg6: min density for ms algo
+
+## Example run:
+ ```bash
+python ./Scripts/meanShiftSeg.py ./TestResults/MS/GeoEye_MS_Original.jpg ./TestResults/MS pyms 6 6 50
+```
+
+## Example run result:
+## Original Image:
+![](TestResults/MS/GeoEye_MS_Original.jpg)
+
+## Result:
+| Segmentation Image  | Labels Image |
+| ------------- | ------------- |
+| ![](TestResults/MS/pyms-color-seg.jpg)  | ![](TestResults/MS/pyms-labels-image.jpg)  |
+
 ## "meanShift3Channel.py" program:
 Uses the mean shift algorithm to create a segmentation mask for an image.