COMPMID-1744: Add paper references in graph models.

Change-Id: I031488247673de305f63b2a2e636f4cb17bd57f2

16 files changed, 80 insertions, 0 deletions

diff --git a/examples/graph_alexnet.cpp b/examples/graph_alexnet.cpp
index c607672e5b..cfa8e94d10 100644
--- a/examples/graph_alexnet.cpp
+++ b/examples/graph_alexnet.cpp
@@ -171,6 +171,11 @@ private:
 
 /** Main program for AlexNet
  *
+ * Model is based on:
+ *      https://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks
+ *      "ImageNet Classification with Deep Convolutional Neural Networks"
+ *      Alex Krizhevsky and Sutskever, Ilya and Hinton, Geoffrey E
+ *
  * @note To list all the possible arguments execute the binary appended with the --help option
  *
  * @param[in] argc Number of arguments
diff --git a/examples/graph_cl_shufflenet.cpp b/examples/graph_cl_shufflenet.cpp
index 70695bac56..0db34d6123 100644
--- a/examples/graph_cl_shufflenet.cpp
+++ b/examples/graph_cl_shufflenet.cpp
@@ -240,6 +240,11 @@ private:
 
 /** Main program for ShuffleNet
  *
+ * Model is based on:
+ *      https://arxiv.org/abs/1707.01083
+ *      "ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices"
+ *      Xiangyu Zhang, Xinyu Zhou, Mengxiao Lin, Jian Sun
+ *
  * @note To list all the possible arguments execute the binary appended with the --help option
  *
  * @param[in] argc Number of arguments
diff --git a/examples/graph_googlenet.cpp b/examples/graph_googlenet.cpp
index c0954f775c..0b3ecffd86 100644
--- a/examples/graph_googlenet.cpp
+++ b/examples/graph_googlenet.cpp
@@ -199,6 +199,11 @@ private:
 
 /** Main program for Googlenet
  *
+ * Model is based on:
+ *      https://arxiv.org/abs/1409.4842
+ *      "Going deeper with convolutions"
+ *      Christian Szegedy, Wei Liu, Yangqing Jia, Pierre Sermanet, Scott Reed, Dragomir Anguelov, Dumitru Erhan, Vincent Vanhoucke, Andrew Rabinovich
+ *
  * @note To list all the possible arguments execute the binary appended with the --help option
  *
  * @param[in] argc Number of arguments
diff --git a/examples/graph_inception_resnet_v2.cpp b/examples/graph_inception_resnet_v2.cpp
index 7e9fd412af..5115696e65 100644
--- a/examples/graph_inception_resnet_v2.cpp
+++ b/examples/graph_inception_resnet_v2.cpp
@@ -783,6 +783,11 @@ private:
 
 /** Main program for Inception ResNet V2
  *
+ * Model is based on:
+ *      https://arxiv.org/abs/1602.07261
+ *      "Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning"
+ *      Christian Szegedy, Sergey Ioffe, Vincent Vanhoucke, Alex Alemi
+ *
  * @note To list all the possible arguments execute the binary appended with the --help option
  *
  * @param[in] argc Number of arguments
diff --git a/examples/graph_inception_v3.cpp b/examples/graph_inception_v3.cpp
index 6a381a1749..d9b7b05c9a 100644
--- a/examples/graph_inception_v3.cpp
+++ b/examples/graph_inception_v3.cpp
@@ -847,6 +847,11 @@ private:
 
 /** Main program for Inception V3
  *
+ * Model is based on:
+ *      https://arxiv.org/abs/1512.00567
+ *      "Rethinking the Inception Architecture for Computer Vision"
+ *      Christian Szegedy, Vincent Vanhoucke, Sergey Ioffe, Jonathon Shlens, Zbigniew Wojna
+ *
  * @note To list all the possible arguments execute the binary appended with the --help option
  *
  * @param[in] argc Number of arguments
diff --git a/examples/graph_inception_v4.cpp b/examples/graph_inception_v4.cpp
index 77ef54cf98..d4854cff70 100644
--- a/examples/graph_inception_v4.cpp
+++ b/examples/graph_inception_v4.cpp
@@ -721,6 +721,11 @@ private:
 
 /** Main program for Inception V4
  *
+ * Model is based on:
+ *      https://arxiv.org/abs/1602.07261
+ *      "Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning"
+ *      Christian Szegedy, Sergey Ioffe, Vincent Vanhoucke, Alex Alemi
+ *
  * @note To list all the possible arguments execute the binary appended with the --help option
  *
  * @param[in] argc Number of arguments
diff --git a/examples/graph_mobilenet.cpp b/examples/graph_mobilenet.cpp
index 864937ffbf..19a395d492 100644
--- a/examples/graph_mobilenet.cpp
+++ b/examples/graph_mobilenet.cpp
@@ -340,6 +340,11 @@ private:
 
 /** Main program for MobileNetV1
  *
+ * Model is based on:
+ *      https://arxiv.org/abs/1704.04861
+ *      "MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications"
+ *      Andrew G. Howard, Menglong Zhu, Bo Chen, Dmitry Kalenichenko, Weijun Wang, Tobias Weyand, Marco Andreetto, Hartwig Adam
+ *
  * @note To list all the possible arguments execute the binary appended with the --help option
  *
  * @param[in] argc Number of arguments
diff --git a/examples/graph_mobilenet_v2.cpp b/examples/graph_mobilenet_v2.cpp
index 44061809bf..2bff367b57 100644
--- a/examples/graph_mobilenet_v2.cpp
+++ b/examples/graph_mobilenet_v2.cpp
@@ -237,6 +237,11 @@ private:
 
 /** Main program for MobileNetV2
  *
+ * Model is based on:
+ *      https://arxiv.org/abs/1801.04381
+ *      "MobileNetV2: Inverted Residuals and Linear Bottlenecks"
+ *      Mark Sandler, Andrew Howard, Menglong Zhu, Andrey Zhmoginov, Liang-Chieh Chen
+ *
  * @note To list all the possible arguments execute the binary appended with the --help option
  *
  * @param[in] argc Number of arguments
diff --git a/examples/graph_resnet50.cpp b/examples/graph_resnet50.cpp
index f13383e5b7..ffdce2da4b 100644
--- a/examples/graph_resnet50.cpp
+++ b/examples/graph_resnet50.cpp
@@ -236,6 +236,11 @@ private:
 
 /** Main program for ResNetV1_50
  *
+ * Model is based on:
+ *      https://arxiv.org/abs/1512.03385
+ *      "Deep Residual Learning for Image Recognition"
+ *      Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun
+ *
  * @note To list all the possible arguments execute the binary appended with the --help option
  *
  * @param[in] argc Number of arguments
diff --git a/examples/graph_resnet_v2_50.cpp b/examples/graph_resnet_v2_50.cpp
index b2c85e8938..c5c2e296f5 100644
--- a/examples/graph_resnet_v2_50.cpp
+++ b/examples/graph_resnet_v2_50.cpp
@@ -231,6 +231,11 @@ private:
 
 /** Main program for ResNetV2_50
  *
+ * Model is based on:
+ *      https://arxiv.org/abs/1603.05027
+ *      "Identity Mappings in Deep Residual Networks"
+ *      Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun
+ *
  * @note To list all the possible arguments execute the binary appended with the --help option
  *
  * @param[in] argc Number of arguments
diff --git a/examples/graph_resnext50.cpp b/examples/graph_resnext50.cpp
index a52e18111c..f611535b90 100644
--- a/examples/graph_resnext50.cpp
+++ b/examples/graph_resnext50.cpp
@@ -186,6 +186,11 @@ private:
 
 /** Main program for ResNeXt50
  *
+ * Model is based on:
+ *      https://arxiv.org/abs/1611.05431
+ *      "Aggregated Residual Transformations for Deep Neural Networks"
+ *      Saining Xie, Ross Girshick, Piotr Dollar, Zhuowen Tu, Kaiming He
+ *
  * @note To list all the possible arguments execute the binary appended with the --help option
  *
  * @param[in] argc Number of arguments
diff --git a/examples/graph_squeezenet.cpp b/examples/graph_squeezenet.cpp
index ddb4474aac..17ec26e2a6 100644
--- a/examples/graph_squeezenet.cpp
+++ b/examples/graph_squeezenet.cpp
@@ -202,6 +202,11 @@ private:
 
 /** Main program for Squeezenet v1.0
  *
+ * Model is based on:
+ *      https://arxiv.org/abs/1602.07360
+ *      "SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size"
+ *      Forrest N. Iandola, Song Han, Matthew W. Moskewicz, Khalid Ashraf, William J. Dally, Kurt Keutzer
+ *
  * @note To list all the possible arguments execute the binary appended with the --help option
  *
  * @param[in] argc Number of arguments
diff --git a/examples/graph_squeezenet_v1_1.cpp b/examples/graph_squeezenet_v1_1.cpp
index de3d4e88c3..bfa69384c6 100644
--- a/examples/graph_squeezenet_v1_1.cpp
+++ b/examples/graph_squeezenet_v1_1.cpp
@@ -202,6 +202,11 @@ private:
 
 /** Main program for Squeezenet v1.1
  *
+ * Model is based on:
+ *      https://arxiv.org/abs/1602.07360
+ *      "SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size"
+ *      Forrest N. Iandola, Song Han, Matthew W. Moskewicz, Khalid Ashraf, William J. Dally, Kurt Keutzer
+ *
  * @note To list all the possible arguments execute the binary appended with the --help option
  *
  * @param[in] argc Number of arguments
diff --git a/examples/graph_vgg16.cpp b/examples/graph_vgg16.cpp
index 8e1e621cdc..4b5f33a7e8 100644
--- a/examples/graph_vgg16.cpp
+++ b/examples/graph_vgg16.cpp
@@ -236,6 +236,11 @@ private:
 
 /** Main program for VGG16
  *
+ * Model is based on:
+ *      https://arxiv.org/abs/1409.1556
+ *      "Very Deep Convolutional Networks for Large-Scale Image Recognition"
+ *      Karen Simonyan, Andrew Zisserman
+ *
  * @note To list all the possible arguments execute the binary appended with the --help option
  *
  * @param[in] argc Number of arguments
diff --git a/examples/graph_vgg19.cpp b/examples/graph_vgg19.cpp
index 6127c745ea..ff7cf751a1 100644
--- a/examples/graph_vgg19.cpp
+++ b/examples/graph_vgg19.cpp
@@ -247,6 +247,11 @@ private:
 
 /** Main program for VGG19
  *
+ * Model is based on:
+ *      https://arxiv.org/abs/1409.1556
+ *      "Very Deep Convolutional Networks for Large-Scale Image Recognition"
+ *      Karen Simonyan, Andrew Zisserman
+ *
  * @note To list all the possible arguments execute the binary appended with the --help option
  *
  * @param[in] argc Number of arguments
diff --git a/examples/graph_yolov3.cpp b/examples/graph_yolov3.cpp
index aa136e1d6c..11d564c778 100644
--- a/examples/graph_yolov3.cpp
+++ b/examples/graph_yolov3.cpp
@@ -571,6 +571,11 @@ private:
 
 /** Main program for YOLOv3
  *
+ * Model is based on:
+ *      https://arxiv.org/abs/1804.02767
+ *      "YOLOv3: An Incremental Improvement"
+ *      Joseph Redmon, Ali Farhadi
+ *
  * @note To list all the possible arguments execute the binary appended with the --help option
  *
  * @param[in] argc Number of arguments