Update modelzoo with eval results and fixes

Author: lolipopshock

docs/notes/modelzoo.md

@@ -7,28 +7,28 @@ We provide a spectrum of pre-trained models on different datasets.
 ```python
 import layoutparser as lp
 model = lp.Detectron2LayoutModel(
-            config='lp://PubLayNet/faster_rcnn_R_50_FPN_3x/config', # In model catalog
-            label_map={0: "Text", 1: "Title", 2: "List", 3:"Table", 4:"Figure"}, # In model`label_map`
+            config_file ='lp://PubLayNet/faster_rcnn_R_50_FPN_3x/config', # In model catalog
+            label_map   ={0: "Text", 1: "Title", 2: "List", 3:"Table", 4:"Figure"}, # In model`label_map`
             extra_config=["MODEL.ROI_HEADS.SCORE_THRESH_TEST", 0.8] # Optional
         )
 model.detect(image)
 ```
 
 ## Model Catalog
 
-| Dataset                                                      | Model                                                        | Config Path                                   |
-| ------------------------------------------------------------ | ------------------------------------------------------------ | --------------------------------------------- |
-| [HJDataset](https://dell-research-harvard.github.io/HJDataset/) | [faster_rcnn_R_50_FPN_3x](https://www.dropbox.com/s/j4yseny2u0hn22r/config.yml?dl=1) | lp://HJDataset/faster_rcnn_R_50_FPN_3x/config |
-| [HJDataset](https://dell-research-harvard.github.io/HJDataset/) | [mask_rcnn_R_50_FPN_3x](https://www.dropbox.com/s/4jmr3xanmxmjcf8/config.yml?dl=1) | lp://HJDataset/mask_rcnn_R_50_FPN_3x/config   |
-| [HJDataset](https://dell-research-harvard.github.io/HJDataset/) | [retinanet_R_50_FPN_3x](https://www.dropbox.com/s/z8a8ywozuyc5c2x/config.yml?dl=1) | lp://HJDataset/retinanet_R_50_FPN_3x/config   |
-| [PubLayNet](https://github.com/ibm-aur-nlp/PubLayNet)        | [faster_rcnn_R_50_FPN_3x](https://www.dropbox.com/s/f3b12qc4hc0yh4m/config.yml?dl=1) | lp://PubLayNet/faster_rcnn_R_50_FPN_3x/config |
-| [PubLayNet](https://github.com/ibm-aur-nlp/PubLayNet)        | [mask_rcnn_R_50_FPN_3x](https://www.dropbox.com/s/u9wbsfwz4y0ziki/config.yml?dl=1) | lp://PubLayNet/mask_rcnn_R_50_FPN_3x/config   |
-| [PrimaLayout](https://www.primaresearch.org/dataset/)        | [mask_rcnn_R_50_FPN_3x](https://www.dropbox.com/s/thdqhkvdihtr8yb/config.yml?dl=1) | lp://PrimaLayout/mask_rcnn_R_50_FPN_3x/config |
+| Dataset                                                      | Model                                                        | Config Path                                   | Eval Result (mAP)                                            |
+| ------------------------------------------------------------ | ------------------------------------------------------------ | --------------------------------------------- | ------------------------------------------------------------ |
+| [HJDataset](https://dell-research-harvard.github.io/HJDataset/) | [faster_rcnn_R_50_FPN_3x](https://www.dropbox.com/s/j4yseny2u0hn22r/config.yml?dl=1) | lp://HJDataset/faster_rcnn_R_50_FPN_3x/config |                                                              |
+| [HJDataset](https://dell-research-harvard.github.io/HJDataset/) | [mask_rcnn_R_50_FPN_3x](https://www.dropbox.com/s/4jmr3xanmxmjcf8/config.yml?dl=1) | lp://HJDataset/mask_rcnn_R_50_FPN_3x/config   |                                                              |
+| [HJDataset](https://dell-research-harvard.github.io/HJDataset/) | [retinanet_R_50_FPN_3x](https://www.dropbox.com/s/z8a8ywozuyc5c2x/config.yml?dl=1) | lp://HJDataset/retinanet_R_50_FPN_3x/config   |                                                              |
+| [PubLayNet](https://github.com/ibm-aur-nlp/PubLayNet)        | [faster_rcnn_R_50_FPN_3x](https://www.dropbox.com/s/f3b12qc4hc0yh4m/config.yml?dl=1) | lp://PubLayNet/faster_rcnn_R_50_FPN_3x/config |                                                              |
+| [PubLayNet](https://github.com/ibm-aur-nlp/PubLayNet)        | [mask_rcnn_R_50_FPN_3x](https://www.dropbox.com/s/u9wbsfwz4y0ziki/config.yml?dl=1) | lp://PubLayNet/mask_rcnn_R_50_FPN_3x/config   |                                                              |
+| [PrimaLayout](https://www.primaresearch.org/dataset/)        | [mask_rcnn_R_50_FPN_3x](https://www.dropbox.com/s/yc92x97k50abynt/config.yaml?dl=1) | lp://PrimaLayout/mask_rcnn_R_50_FPN_3x/config | 69.35 [eval.csv](https://www.dropbox.com/s/9uuql57uedvb9mo/eval.csv?dl=0) |
 
 ## Model `label_map`
 
 | Dataset                                                      | Label Map                                                    |
 | ------------------------------------------------------------ | ------------------------------------------------------------ |
 | [HJDataset](https://dell-research-harvard.github.io/HJDataset/) | `{1:"Page Frame", 2:"Row", 3:"Title Region", 4:"Text Region", 5:"Title", 6:"Subtitle", 7:"Other"}` |
 | [PubLayNet](https://github.com/ibm-aur-nlp/PubLayNet)        | `{0: "Text", 1: "Title", 2: "List", 3:"Table", 4:"Figure"}`     |
-| [PrimaLayout](https://www.primaresearch.org/dataset/)        | `{0:"TextRegion", 1:"ImageRegion", 2:"TableRegion", 3:"MathsRegion", 4:"SeparatorRegion", 5:"OtherRegion"}` |
+| [PrimaLayout](https://www.primaresearch.org/dataset/)        | `{1:"TextRegion", 2:"ImageRegion", 3:"TableRegion", 4:"MathsRegion", 5:"SeparatorRegion", 6:"OtherRegion"}` |