Merge pull request #543 from microsoft/PreRelease

Typo and citation fixes

README.md

@@ -220,6 +220,17 @@ We have recently published a [summary paper on Pytorch-Wildlife](https://arxiv.o
 }
 ```
 
+Also, don't forget to cite our original paper for MegaDetector: 
+
+```
+@article{beery2019efficient,
+  title={Efficient Pipeline for Camera Trap Image Review},
+  author={Beery, Sara and Morris, Dan and Yang, Siyu},
+  journal={arXiv preprint arXiv:1907.06772},
+  year={2019}
+}
+```
+
 ## 🤝 Contributing
 This project is open to your ideas and contributions. If you want to submit a pull request, we'll have some guidelines available soon.
 

demo/image_detection_demo_herdnet.ipynb

@@ -5,7 +5,7 @@
    "id": "b739c0e2",
    "metadata": {},
    "source": [
-    "# Hedrnet Satellite Image Detection Demo with PytorchWildlife"
+    "# Herdnet Overhead Image Detection Demo with PytorchWildlife"
    ]
   },
   {
@@ -47,7 +47,7 @@
    "metadata": {},
    "source": [
     "## Model Initialization\n",
-    "We will initialize the HerdNet model for satellite image detection. This model is designed locate and count dense herds in satellite images."
+    "We will initialize the HerdNet model for overhead image detection. This model is designed locate and count dense herds in overhead images."
    ]
   },
   {

megadetector.md

@@ -219,6 +219,17 @@ We have recently published a [summary paper on Pytorch-Wildlife](https://arxiv.o
 }
 ```
 
+Also, don't forget to cite our original paper for MegaDetector: 
+
+```
+@article{beery2019efficient,
+  title={Efficient Pipeline for Camera Trap Image Review},
+  author={Beery, Sara and Morris, Dan and Yang, Siyu},
+  journal={arXiv preprint arXiv:1907.06772},
+  year={2019}
+}
+```
+
 ## 🤝 Contributing
 This project is open to your ideas and contributions. If you want to submit a pull request, we'll have some guidelines available soon.