Update README.md

README.md

@@ -13,13 +13,14 @@ This is the companion site for our paper - "End-to-end Training for Whole Image
 For our entry in the DREAM2016 Digital Mammography challenge, see this [write-up](https://www.synapse.org/LiShenDMChallenge). This work is much improved from our method used in the challenge.
 
 ## Whole image model downloads
-A few best whole image models are available for downloading at this Google Drive [folder](https://drive.google.com/open?id=0B1PVLadG_dCKV2pZem5MTjc1cHc). Here is a table for individual downloads:
+A few best whole image models are available for downloading at this Google Drive [folder](https://drive.google.com/open?id=0B1PVLadG_dCKV2pZem5MTjc1cHc). YaroslavNet is the DM challenge top-performing team's [method](https://www.synapse.org/#!Synapse:syn9773040/wiki/426908). Here is a table for individual downloads:
 
 | Database  | Patch Classifier  | Top Layers (two blocks)  | Single AUC  | Augmented AUC  | Link  |
 |---|---|---|---|---|---|
 | DDSM  | Resnet50  | \[512-512-1024\]x2  | 0.86  | 0.88  | [download](https://drive.google.com/open?id=0B1PVLadG_dCKSUJYdzNyZjVsZHc)  |
 | DDSM  | VGG16  | 512x1  | 0.83  | 0.86  | [download](https://drive.google.com/open?id=0B1PVLadG_dCKYnREWlJQZ2JaSDQ)  |
 | DDSM  | VGG16  | \[512-512-1024\]x2  | 0.85  | 0.88  | [download](https://drive.google.com/open?id=0B1PVLadG_dCKdVQzbDRLNTZ4TXM)  |
+| DDSM | YaroslavNet | heatmap + max pooling + FC16-8 + shortcut | 0.83 | 0.86 | [download](https://drive.google.com/open?id=0B1PVLadG_dCKVk9RM1dMeTkwcTg) |
 | INbreast  | VGG16  | 512x1  | 0.92  | 0.94  | [download](https://drive.google.com/open?id=0B1PVLadG_dCKN0ZxNFdCRWxHRFU)  |
 | INbreast  | VGG16  | \[512-512-1024\]x2  | 0.95  | 0.96  | [download](https://drive.google.com/open?id=0B1PVLadG_dCKUnQwYVhOd2NfQlk)  |
 
@@ -36,6 +37,7 @@ Several patch classifier models (i.e. patch state) are also available for downlo
 | Resnet50  | S10  | 0.89  | [download](https://drive.google.com/open?id=0B1PVLadG_dCKMTc2RGV1NGF6bm8) |
 | VGG16  | S10  | 0.84  | [download](https://drive.google.com/open?id=0B1PVLadG_dCKZUotelJBTzkwaGM) |
 | VGG19  | S10  | 0.79  | [download](https://drive.google.com/open?id=0B1PVLadG_dCKUHFpeTgwaVFYS1E) |
+| YaroslavNet (Final) | S10 | 0.89 | [download](https://drive.google.com/open?id=0B1PVLadG_dCKSlR4V1QwTGdsbGs) |
 | Resnet50  | S30  | 0.91  | [download](https://drive.google.com/open?id=0B1PVLadG_dCKSW1RZ0NzOVBJWHc) |
 | VGG16  | S30  | 0.86  | [download](https://drive.google.com/open?id=0B1PVLadG_dCKbjdodnp2SlR2WFU) |
 | VGG19  | S30  | 0.89  | [download](https://drive.google.com/open?id=0B1PVLadG_dCKNUpGc3Q1dWJ5OGM) |