diff --git a/docs/docs/release_notes.xml b/docs/docs/release_notes.xml
index f05fb5650..6026fa1cf 100644
--- a/docs/docs/release_notes.xml
+++ b/docs/docs/release_notes.xml
@@ -12,12 +12,21 @@
 
 <current>
 New Features:
+   - Added spectral_cluster()
+   - Added sub_image() and sub_image_proxy
+   - Added set_all_logging_headers()
 
 Non-Backwards Compatible Changes:
 
 Bug fixes:
+   - Fixed a bug that caused the correlation_tracker to erroneously trigger an assert when
+     run in debug mode.
 
 Other:
+   - Improved the usability of the new drectanle object.
+   - Optimized extract_fhog_features() for the case where cell_size==1. This makes it about
+     4x faster in that case.
+   - Made it so you can compose point transform objects via operator *.
 
 </current>
 
diff --git a/docs/docs/term_index.xml b/docs/docs/term_index.xml
index 811032c89..2cbc4de12 100644
--- a/docs/docs/term_index.xml
+++ b/docs/docs/term_index.xml
@@ -237,6 +237,7 @@
          <term file="algorithms.html" name="square_root"                   include="dlib/algs.h"/>
          <term file="linear_algebra.html" name="vector"                    include="dlib/geometry.h"/>
          <term file="linear_algebra.html" name="point"                     include="dlib/geometry.h"/>
+         <term file="dlib/geometry/vector_abstract.h.html" name="dpoint"   include="dlib/geometry.h"/>
          <term file="linear_algebra.html" name="rotate_point"              include="dlib/geometry.h"/>
          <term file="linear_algebra.html" name="point_rotator"             include="dlib/geometry.h"/>
          <term file="linear_algebra.html" name="point_transform"           include="dlib/geometry.h"/>