diff --git a/README.md b/README.md
index 63ed6dcfe..17fb553a6 100644
--- a/README.md
+++ b/README.md
@@ -352,6 +352,15 @@ bottleneck block. Respectively a network without b-suffix has the stride in the
 | ResNet-101b | 21.17 | 5.60 | 44,549,160 | 7,818.04M | Converted from Gluon Model Zoo ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.49/resnet101b-0560-241918fa.h5.log)) |
 | ResNet-152 | 21.00 | 5.61 | 60,192,808 | 11,304.85M | Converted from Gluon Model Zoo ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.49/resnet152-0561-001efbff.h5.log)) |
 | ResNet-152b | 20.53 | 5.37 | 60,192,808 | 11,536.58M | Converted from Gluon Model Zoo ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.49/resnet152b-0537-8870623c.h5.log)) |
+| PreResNet-18 | 28.72 | 9.88 | 11,687,848 | 1,818.41M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.50/preresnet18-0988-36f6c05c.h5.log)) |
+| PreResNet-34 | 25.86 | 8.11 | 21,796,008 | 3,669.36M | Converted from Gluon Model Zoo ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.50/preresnet34-0811-1663d695.h5.log)) |
+| PreResNet-50 | 23.38 | 6.68 | 25,549,480 | 3,869.16M | Converted from Gluon Model Zoo ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.50/preresnet50-0668-90326d19.h5.log)) |
+| PreResNet-50b | 23.14 | 6.63 | 25,549,480 | 4,100.90M | Converted from Gluon Model Zoo ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.50/preresnet50b-0663-c30588ee.h5.log)) |
+| PreResNet-101 | 21.43 | 5.75 | 44,541,608 | 7,586.50M | Converted from Gluon Model Zoo ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.50/preresnet101-0575-5dff088d.h5.log)) |
+| PreResNet-101b | 21.71 | 5.88 | 44,541,608 | 7,818.24M | Converted from Gluon Model Zoo ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.50/preresnet101b-0588-fad1f60c.h5.log)) |
+| PreResNet-152 | 20.69 | 5.31 | 60,185,256 | 11,305.05M | Converted from Gluon Model Zoo ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.50/preresnet152-0531-a5ac128d.h5.log)) |
+| PreResNet-152b | 20.99 | 5.76 | 60,185,256 | 11,536.78M | Converted from Gluon Model Zoo ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.50/preresnet152b-0576-ea9dda1e.h5.log)) |
+| PreResNet-200b | 21.09 | 5.64 | 64,666,280 | 15,040.27M | From [tornadomeet/ResNet] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.50/preresnet200b-0564-9172d4c0.h5.log)) |
 
 [tornadomeet/ResNet]: https://github.com/tornadomeet/ResNet
 [Cadene/pretrained...pytorch]: https://github.com/Cadene/pretrained-models.pytorch
diff --git a/keras_/models/model_store.py b/keras_/models/model_store.py
index 43ca1a7ab..3a26b886e 100644
--- a/keras_/models/model_store.py
+++ b/keras_/models/model_store.py
@@ -25,6 +25,15 @@
     ('resnet101b', '0560', '241918fa75a8fb44b3e5ee90061859c0764b8202', 'v0.0.49'),
     ('resnet152', '0561', '001efbfffb6907bafdf5e54794f8ecb8ab831ce0', 'v0.0.49'),
     ('resnet152b', '0537', '8870623c9bdfbf0a9b69df350cbdb19dabd3958c', 'v0.0.49'),
+    ('preresnet18', '0988', '36f6c05c959feb51e542c52ac5c6a4a5ef771d68', 'v0.0.50'),
+    ('preresnet34', '0811', '1663d6958d1895e59da2e6e5f6acc7e768cacf58', 'v0.0.50'),
+    ('preresnet50', '0668', '90326d19b9fc870ba91ca9b5a99544cc3a1f8a43', 'v0.0.50'),
+    ('preresnet50b', '0663', 'c30588eeb1daa0b2761c83f21ede6dee8e235d51', 'v0.0.50'),
+    ('preresnet101', '0575', '5dff088de44ce782ac72b4c5fbc03de83b379d1c', 'v0.0.50'),
+    ('preresnet101b', '0588', 'fad1f60cb51fe6afedc982cb984dd736070cfc0b', 'v0.0.50'),
+    ('preresnet152', '0531', 'a5ac128d79e3e6eb01a4a5eeb571e252482edbc7', 'v0.0.50'),
+    ('preresnet152b', '0576', 'ea9dda1ed3497452723bc21d4b189ae43ea497ed', 'v0.0.50'),
+    ('preresnet200b', '0564', '9172d4c02aef8c6ff1504dcf3c299518325afae0', 'v0.0.50'),
 ]}
 
 imgclsmob_repo_url = 'https://github.com/osmr/imgclsmob'