Update readme and add mobilenet v3 reference (#7847)

research/deeplab/README.md

@@ -52,6 +52,17 @@ works:
 }
 ```
 
+*   MobileNetv3:
+
+```
+@inproceedings{mobilenetv32019,
+  title={Searching for MobileNetV3},
+  author={Andrew Howard and Mark Sandler and Grace Chu and Liang-Chieh Chen and Bo Chen and Mingxing Tan and Weijun Wang and Yukun Zhu and Ruoming Pang and Vijay Vasudevan and Quoc V. Le and Hartwig Adam},
+  booktitle={ICCV},
+  year={2019}
+}
+```
+
 *  Architecture search for dense prediction cell:
 
 ```
@@ -82,7 +93,8 @@ Image Segmentation},
 In the current implementation, we support adopting the following network
 backbones:
 
-1.  MobileNetv2 [8]: A fast network structure designed for mobile devices.
+1.  MobileNetv2 [8] and MobileNetv3 [16]: A fast network structure designed
+    for mobile devices.
 
 2.  Xception [9, 10]: A powerful network structure intended for server-side
     deployment.
@@ -157,6 +169,11 @@ under tensorflow/models. Please refer to the LICENSE for details.
 
 ## Change Logs
 
+### November 20, 2019
+* Supported MobileNetV3 large and small model variants on Cityscapes.
+**Contributor**: Yukun Zhu.
+
+
 ### March 27, 2019
 
 * Supported using different loss weights on different classes during training.
@@ -294,3 +311,7 @@ and Cityscapes.
 15. **Progressive Neural Architecture Search**<br />
     Chenxi Liu, Barret Zoph, Maxim Neumann, Jonathon Shlens, Wei Hua, Li-Jia Li, Li Fei-Fei, Alan Yuille, Jonathan Huang, Kevin Murphy. <br />
     [[link]](https://arxiv.org/abs/1712.00559). In ECCV, 2018.
+
+16 **Searching for MobileNetV3**<br />
+    Andrew Howard, Mark Sandler, Grace Chu, Liang-Chieh Chen, Bo Chen, Mingxing Tan, Weijun Wang, Yukun Zhu, Ruoming Pang, Vijay Vasudevan, Quoc V. Le, Hartwig Adam. <br />
+    [[link]](https://arxiv.org/abs/1905.02244). In ICCV, 2019.