Update README.md

README.md

@@ -29,12 +29,15 @@ If you find R-CNN useful in your research, please consider citing:
 
 ### Requirements: software
 
-1. Requirements for `Caffe` and `pycaffe` (see: [Caffe installation instructions](http://caffe.berkeleyvision.org/installation.html))
-  **Note:** Caffe must be built with support for Python layers
+1. Requirements for `Caffe` and `pycaffe` (see: [Caffe installation instructions](http://caffe.berkeleyvision.org/installation.html)
+
+  **Note:** Caffe *must* be built with support for Python layers!
+
   ```make
   # In your Makefile.config, make sure to have this line uncommented
   WITH_PYTHON_LAYER := 1
   ```
+
   You can download my [Makefile.config](http://www.cs.berkeley.edu/~rbg/fast-rcnn-data/Makefile.config) for reference.
 2. Python packages you might not have: `cython`, `python-opencv`, `easydict`
 3. [optional] MATLAB (required for PASCAL VOC evaluation only)
@@ -182,4 +185,4 @@ Test output is written underneath `$FRCN_ROOT/output`.
 ```
 
 ### Experiment scripts
-Scripts to reproduce the experiments in the paper (up to stochastic variation) are provided in `$FRCN_ROOT/experiments/scripts`. Log files for experiments are located in `experiments/logs`.
+Scripts to reproduce the experiments in the paper (*up to stochastic variation*) are provided in `$FRCN_ROOT/experiments/scripts`. Log files for experiments are located in `experiments/logs`.