doc: extended set of supported applications and functionality

Author: tprimak

README.md

@@ -21,13 +21,14 @@ of the following deep learning topologies and variations of these.
 
 | Application                               | Example topology
 |:---                                       |:---
-| Image recognition                         | AlexNet, VGG, GoogleNet, ResNet
-| Image segmenation                         | FCN, SegNet
+| Image recognition                         | AlexNet, VGG, GoogleNet, ResNet, MobileNet
+| Image segmenation                         | FCN, SegNet, MaskRCNN, U-Net
 | Volumetric segmentation                   | 3D-Unet
 | Object detection                          | SSD, Faster R-CNN, Yolo
 | Neural Machine Translation (experimental) | GNMT
 | Speech Recognition (experimental)         | DeepSpeech
-
+| Adversarial Networks                      | DCGAN, 3DGAN
+| Reinforcement Learning                    | A3C
 
 Intel MKL-DNN is used in the following software products:
 * [Caffe\* Optimized for Intel Architecture](https://github.com/intel/caffe)

doc/mainpage.md

@@ -19,7 +19,7 @@ The table below summarizes the list of supported functions and their variants.
 | Primitive class   | Primitive                | fp32 training | fp32 inference | int8 inference |
 | :---------------- | :----------------------- | :-----------: | :------------: | :------------: |
 | Convolution       | 2D direct convolution    | x             | x              | x              |
-|                   | 2D direct deconvolution  | x             | x              |                |
+|                   | 2D direct deconvolution  | x             | x              | x              |
 |                   | 2D winograd convolution  | x             | x              | x              |
 |                   | 3D direct convolution    | x             | x              |                |
 |                   | 3D direct deconvolution  | x             | x              |                |
@@ -42,7 +42,7 @@ The table below summarizes the list of supported functions and their variants.
 |                   | Bounded ReLU             |               | x              |                |
 |                   | Soft ReLU                |               | x              |                |
 |                   | Logistic regression      |               | x              |                |
-|                   | Softmax                  |               | x              |                |
+|                   | Softmax                  | x             | x              |                |
 | Data manipulation | Reorder/quantization     | x             | x              | x              |
 |                   | Sum                      | x             | x              | x              |
 |                   | Concat                   | x             | x              | x              |