Update docs

examples/image_and_video_search/smqtk_on_chips/README.rst

@@ -6,18 +6,18 @@ Image Search Using SMQTK
 This folder contains examples covering image search on top of an archive of images. 
 
 |
-| Building and running this examples requires: 
+|Building and running this examples requires: 
 |
-|  (a) The python packages: numpy 
-|  (b) Linux or Mac systems, Windows is not fully supported. 
-|  (c) A VIAME build with the following flags enabled:
-|        - VIAME_ENABLE_SMQTK
-|        - VIAME_ENABLE_CAFFE
-|        - VIAME_ENABLE_CUDA (Optional, but desired for performance)
-|        - VIAME_ENABLE_YOLO (Optional, for detector ingest example)
-|  (d) An installation of MongoDB to run the web client 
+| (a) The python packages: numpy 
+| (b) Linux or Mac systems, Windows is not fully supported. 
+| (c) A VIAME build with the following flags enabled:
+|      - VIAME_ENABLE_SMQTK
+|      - VIAME_ENABLE_CAFFE
+|      - VIAME_ENABLE_CUDA (Optional, but desired for performance)
+|      - VIAME_ENABLE_YOLO (Optional, for detector ingest example)
+| (d) An installation of MongoDB to run the web client 
 |
-| The system can either be configured to perform queries via: 
+|The system can either be configured to perform queries via: 
 |
 | (a) Indexing descriptors around each full input image as-is.
 | (b) Tiling up each input image into fixed-size tiles.