resnet110 pretrained model added

Author: yerlan

README.md

@@ -11,7 +11,7 @@ The purpose of this repo is to provide a valid pytorch implementation of ResNet-
 |ResNet32   |    32    | 0.46M   | 7.51%| **7.37%**|
 |ResNet44   |    44    | 0.66M   | 7.17%| **6.90%**|
 |ResNet56   |    56    | 0.85M   | 6.97%| **6.61%**|
-|ResNet110  |   110    |  1.7M   | 6.43%| |
+|ResNet110  |   110    |  1.7M   | 6.43%| **6.32%**|
 |ResNet1202 |  1202    | 19.4M   | 7.93%| |
 
 And their implementation matches description in original paper, with comparable or better test error.
@@ -29,9 +29,9 @@ This implementation follows paper in straightforward manner with some caveats. *
 ## Pretrained models for download
 1. [ResNet20, 8.27% err](https://github.com/akamaster/pytorch_resnet_cifar10/raw/master/pretrained_models/resnet20.th)
 2. [ResNet32, 7.37% err](https://github.com/akamaster/pytorch_resnet_cifar10/raw/master/pretrained_models/resnet32.th)
-3. [ResNet44, 6.90% err](https://github.com/akamaster/pytorch_resnet_cifar10/raw/master/pretrained_models/resnet32.th)
+3. [ResNet44, 6.90% err](https://github.com/akamaster/pytorch_resnet_cifar10/raw/master/pretrained_models/resnet44.th)
 4. [ResNet56, 6.61% err](https://github.com/akamaster/pytorch_resnet_cifar10/raw/master/pretrained_models/resnet56.th)
-5. ResNet110
+5. [ResNet110,6.32% err](https://github.com/akamaster/pytorch_resnet_cifar10/raw/master/pretrained_models/resnet110.th)
 6. ResNet1202
 
 If you find this implementation is useful and used it in your production/academic work please cite/mention this page and author Yerlan Idelbayev.