Fix up references to pydicom's RLE handler

Author: scaramallion

README.md

@@ -30,28 +30,28 @@ python -m setup.py develop
 ### Benchmarks
 #### Decoding
 
-Time per 1000 decodes, pydicom's NumPy RLE handler vs. pylibjpeg-rle
-
-| Dataset                     | Pixels  | Bytes   | NumPy  | pylibjpeg-rle |
-| ---                         | ---     | ---     | ---    | ---           |
-| OBXXXX1A_rle.dcm            | 480,000 | 480,000 | 4.89 s |        0.79 s |
-| OBXXXX1A_rle_2frame.dcm     | 960,000 | 960,000 | 9.89 s |        1.65 s |
-| SC_rgb_rle.dcm              |  10,000 |  30,000 | 0.20 s |        0.15 s |
-| SC_rgb_rle_2frame.dcm       |  20,000 |  60,000 | 0.32 s |        0.18 s |
-| MR_small_RLE.dcm            |   4,096 |   8,192 | 0.35 s |        0.13 s |
-| emri_small_RLE.dcm          |  40,960 |  81,920 | 1.13 s |        0.28 s |
-| SC_rgb_rle_16bit.dcm        |  10,000 |  60,000 | 0.33 s |        0.17 s |
-| SC_rgb_rle_16bit_2frame.dcm |  20,000 | 120,000 | 0.56 s |        0.21 s |
-| rtdose_rle_1frame.dcm       |     100 |     400 | 0.12 s |        0.13 s |
-| rtdose_rle.dcm              |   1,500 |   6,000 | 0.53 s |        0.26 s |
-| SC_rgb_rle_32bit.dcm        |  10,000 | 120,000 | 0.56 s |        0.19 s |
-| SC_rgb_rle_32bit_2frame.dcm |  20,000 | 240,000 | 1.03 s |        0.28 s |
+Time per 1000 decodes, pydicom's default RLE handler vs. pylibjpeg-rle
+
+| Dataset                     | Pixels  | Bytes   | pydicom | pylibjpeg-rle |
+| ---                         | ---     | ---     | ---     | ---           |
+| OBXXXX1A_rle.dcm            | 480,000 | 480,000 | 4.89 s  |        0.79 s |
+| OBXXXX1A_rle_2frame.dcm     | 960,000 | 960,000 | 9.89 s  |        1.65 s |
+| SC_rgb_rle.dcm              |  10,000 |  30,000 | 0.20 s  |        0.15 s |
+| SC_rgb_rle_2frame.dcm       |  20,000 |  60,000 | 0.32 s  |        0.18 s |
+| MR_small_RLE.dcm            |   4,096 |   8,192 | 0.35 s  |        0.13 s |
+| emri_small_RLE.dcm          |  40,960 |  81,920 | 1.13 s  |        0.28 s |
+| SC_rgb_rle_16bit.dcm        |  10,000 |  60,000 | 0.33 s  |        0.17 s |
+| SC_rgb_rle_16bit_2frame.dcm |  20,000 | 120,000 | 0.56 s  |        0.21 s |
+| rtdose_rle_1frame.dcm       |     100 |     400 | 0.12 s  |        0.13 s |
+| rtdose_rle.dcm              |   1,500 |   6,000 | 0.53 s  |        0.26 s |
+| SC_rgb_rle_32bit.dcm        |  10,000 | 120,000 | 0.56 s  |        0.19 s |
+| SC_rgb_rle_32bit_2frame.dcm |  20,000 | 240,000 | 1.03 s  |        0.28 s |
 
 ### Usage
 #### Decoding
 ##### With pylibjpeg
 
-Because pydicom defaults to the NumPy RLE decoder, you must specify the use
+Because pydicom defaults to its own RLE decoder, you must specify the use
 of pylibjpeg when decompressing:
 ```python
 from pydicom import dcmread
@@ -62,7 +62,7 @@ ds.decompress("pylibjpeg")
 arr = ds.pixel_array
 ```
 
-#### Standalone with pydicom
+##### Standalone with pydicom
 Alternatively you can use the included functions to decode a given dataset:
 ```python
 from rle import pixel_array, generate_frames