diff --git a/README.md b/README.md
index 9232904df..cd3072e49 100644
--- a/README.md
+++ b/README.md
@@ -234,6 +234,15 @@ To use your webcam/camera, simply replace `videofile.avi` with keyword `camera`.
 
 To save a video with predicted bounding box, add `--saveVideo` option.
 
+## Evaluating accuracy
+To evaluate the performance of your model, you can use **mean Average Precision (mAP)** metric from [this repository here](https://github.com/Cartucho/mAP). It works well with darkflow's predicted `json` files.
+
+1) Clone [mAP](https://github.com/Cartucho/mAP) repository
+2) Flow your darkflow model with `--json` option. Then move the predicted `json` files into the `predicted` folder of mAP repo.
+3) Move your ground truth annotation files into `ground-truth` folder. (E.g. `.xml` files generated from [labelImg](https://github.com/tzutalin/labelImg) or `.txt` files generated from [BBox-Label-Tool](https://github.com/puzzledqs/BBox-Label-Tool))
+4) Read the `README.md` and `extra/README.md` of that repository for further information, you'll need to run some `extra/` scripts based on your circumstance.
+5) Run `python main.py` of mAP repo.
+
 ## Using darkflow from another python application
 
 Please note that `return_predict(img)` must take an `numpy.ndarray`. Your image must be loaded beforehand and passed to `return_predict(img)`. Passing the file path won't work.
diff --git a/darkflow/utils/pascal_voc_clean_xml.py b/darkflow/utils/pascal_voc_clean_xml.py
index 70eb3e0fc..9666c5f60 100644
--- a/darkflow/utils/pascal_voc_clean_xml.py
+++ b/darkflow/utils/pascal_voc_clean_xml.py
@@ -19,7 +19,8 @@ def pascal_voc_clean_xml(ANN, pick, exclusive = False):
     cur_dir = os.getcwd()
     os.chdir(ANN)
     annotations = os.listdir('.')
-    annotations = glob.glob(str(annotations)+'*.xml')
+    # annotations = glob.glob(str(annotations)+'*.xml')
+    annotations = glob.glob('*.xml')
     size = len(annotations)
 
     for i, file in enumerate(annotations):
@@ -36,7 +37,10 @@ def pascal_voc_clean_xml(ANN, pick, exclusive = False):
         in_file = open(file)
         tree=ET.parse(in_file)
         root = tree.getroot()
-        jpg = str(root.find('filename').text)
+        # jpg = str(root.find('filename').text)
+        from pathlib import Path
+        jpg = str(Path(file).with_suffix('.jpg').name)
+        # print('jpg:', jpg)
         imsize = root.find('size')
         w = int(imsize.find('width').text)
         h = int(imsize.find('height').text)
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diff --git a/sample_img/sample_computer.jpg b/sample_img/sample_computer.jpg
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diff --git a/sample_img/sample_giraffe.jpg b/sample_img/sample_giraffe.jpg
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diff --git a/sample_img/sample_person.jpg b/sample_img/sample_person.jpg
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diff --git a/sample_img/sample_scream.jpg b/sample_img/sample_scream.jpg
index 43f2c36a8..82b34e393 100644
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diff --git a/test/training/images/1.jpg b/test/training/images/1.jpg
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