Update info about WRN-20-10-1/32bit models

Swapnil2095 · Apr 11, 2019 · 66d0628 · 66d0628
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diff --git a/README.md b/README.md
@@ -81,7 +81,7 @@ Some remarks:
 | SparseNet | A | A | A | - | - | [link](https://arxiv.org/abs/1801.05895) | [link](https://github.com/Lyken17/SparseNet) | 2018 |
 | PeleeNet | A+ | A+ | A+ | - | - | [link](https://arxiv.org/abs/1804.06882) | [link](https://github.com/Robert-JunWang/Pelee) | 2018 |
 | WRN | A+B+C+D+ | A+B+C+D+ | A+B+C+D+ | - | - | [link](https://arxiv.org/abs/1605.07146) | [link](https://github.com/szagoruyko/wide-residual-networks) | 2016 |
-| WRN-1bit | BCD | BCD | BCD | - | - | [link](https://arxiv.org/abs/1802.08530) | [link](https://github.com/McDonnell-Lab/1-bit-per-weight) | 2018 |
+| WRN-1bit | B+C+D+ | B+C+D+ | B+C+D+ | - | - | [link](https://arxiv.org/abs/1802.08530) | [link](https://github.com/McDonnell-Lab/1-bit-per-weight) | 2018 |
 | DRN-C | A+ | A+ | A+ | - | - | [link](https://arxiv.org/abs/1705.09914) | [link](https://github.com/fyu/drn) | 2017 |
 | DRN-D | A+ | A+ | A+ | - | - | [link](https://arxiv.org/abs/1705.09914) | [link](https://github.com/fyu/drn) | 2017 |
 | DPN | A+ | A+ | A+ | - | - | [link](https://arxiv.org/abs/1707.01629) | [link](https://github.com/cypw/DPNs) | 2017 |

diff --git a/chainer_/README.md b/chainer_/README.md
@@ -311,6 +311,8 @@ Some remarks:
 | WRN-16-10 | 2.93 | 17,116,634 | 2,414.04M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.166/wrn16_10_cifar10-0293-4ac60015.npz.log)) |
 | WRN-28-10 | 2.39 | 36,479,194 | 5,246.98M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.166/wrn28_10_cifar10-0239-f8a24941.npz.log)) |
 | WRN-40-8 | 2.37 | 35,748,314 | 5,176.90M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.166/wrn40_8_cifar10-0237-3f56f24a.npz.log)) |
+| WRN-20-10-1bit | 3.26 | 26,737,140 | 4,019.14M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.302/wrn20_10_1bit_cifar10-0326-3288c59a.npz.log)) |
+| WRN-20-10-32bit | 3.14 | 26,737,140 | 4,019.14M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.302/wrn20_10_32bit_cifar10-0314-90b3fc15.npz.log)) |
 | RoR-3-56 | 5.43 | 762,746 | 113.43M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.228/ror3_56_cifar10-0543-7ca1b24c.npz.log)) |
 | RoR-3-110 | 4.35 | 1,637,690 | 242.07M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.235/ror3_110_cifar10-0435-bf021f25.npz.log)) |
 | RoR-3-164 | 3.93 | 2,512,634 | 370.72M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.294/ror3_164_cifar10-0393-7ac7b446.npz.log)) |
@@ -345,6 +347,8 @@ Some remarks:
 | X-DenseNet-BC-40-2 (k=24) | 23.96 | 714,196 | 293.11M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.227/xdensenet40_2_k24_bc_cifar100-2396-84357bb4.npz.log)) |
 | X-DenseNet-BC-40-2 (k=36) | 21.65 | 1,578,412 | 654.64M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.234/xdensenet40_2_k36_bc_cifar100-2165-9ac51e90.npz.log)) |
 | WRN-16-10 | 18.95 | 17,174,324 | 2,414.09M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.204/wrn16_10_cifar100-1895-d6e85278.npz.log)) |
+| WRN-20-10-1bit | 19.04 | 26,794,920 | 4,022.81M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.302/wrn20_10_1bit_cifar100-1904-1c6f1917.npz.log)) |
+| WRN-20-10-32bit | 18.12 | 26,794,920 | 4,022.81M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.302/wrn20_10_32bit_cifar100-1812-346f276f.npz.log)) |
 | RoR-3-56 | 25.49 | 768,596 | 113.43M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.229/ror3_56_cifar100-2549-a7903e5f.npz.log)) |
 | RoR-3-110 | 23.64 | 1,643,540 | 242.08M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.236/ror3_110_cifar100-2364-13de922a.npz.log)) |
 | RoR-3-164 | 22.34 | 2,518,484 | 370.72M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.294/ror3_164_cifar100-2234-d5a53210.npz.log)) |
@@ -373,6 +377,8 @@ Some remarks:
 | WRN-16-10 | 2.78 | 17,116,634 | 2,414.04M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.271/wrn16_10_svhn-0278-b87185c8.npz.log)) |
 | WRN-28-10 | 2.71 | 36,479,194 | 5,246.98M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.276/wrn28_10_svhn-0271-59f255be.npz.log)) |
 | WRN-40-8 | 2.54 | 35,748,314 | 5,176.90M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.277/wrn40_8_svhn-0254-8af6aad0.npz.log)) |
+| WRN-20-10-1bit | 2.73 | 26,737,140 | 4,019.14M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.302/wrn20_10_1bit_svhn-0273-4d7bfe0d.npz.log)) |
+| WRN-20-10-32bit | 2.59 | 26,737,140 | 4,019.14M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.302/wrn20_10_32bit_svhn-0259-af3fddd1.npz.log)) |
 | RoR-3-56 | 2.69 | 762,746 | 113.43M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.287/ror3_56_svhn-0269-113859bb.npz.log)) |
 | RoR-3-110 | 2.57 | 1,637,690 | 242.07M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.287/ror3_110_svhn-0257-4b8b6963.npz.log)) |
 | RoR-3-164 | 2.73 | 2,512,634 | 370.72M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.294/ror3_164_svhn-0273-1d0a2f12.npz.log)) |

diff --git a/chainer_/chainercv2/model_provider.py b/chainer_/chainercv2/model_provider.py
@@ -61,6 +61,7 @@
 from .models.densenet_cifar import *
 from .models.xdensenet_cifar import *
 from .models.wrn_cifar import *
+from .models.wrn1bit_cifar import *
 from .models.ror_cifar import *
 from .models.rir_cifar import *
 from .models.resdropresnet_cifar import *
@@ -72,8 +73,6 @@
 from .models.pspnet import *
 from .models.deeplabv3 import *
 
-from .models.wrn1bit_cifar import *
-
 __all__ = ['get_model']
 
 
@@ -479,6 +478,13 @@
     'wrn40_8_cifar100': wrn40_8_cifar100,
     'wrn40_8_svhn': wrn40_8_svhn,
 
+    'wrn20_10_1bit_cifar10': wrn20_10_1bit_cifar10,
+    'wrn20_10_1bit_cifar100': wrn20_10_1bit_cifar100,
+    'wrn20_10_1bit_svhn': wrn20_10_1bit_svhn,
+    'wrn20_10_32bit_cifar10': wrn20_10_32bit_cifar10,
+    'wrn20_10_32bit_cifar100': wrn20_10_32bit_cifar100,
+    'wrn20_10_32bit_svhn': wrn20_10_32bit_svhn,
+
     'ror3_56_cifar10': ror3_56_cifar10,
     'ror3_56_cifar100': ror3_56_cifar100,
     'ror3_56_svhn': ror3_56_svhn,
@@ -540,13 +546,6 @@
     'deeplabv3_resnetd101b_ade20k': deeplabv3_resnetd101b_ade20k,
     'deeplabv3_resnetd50b_cityscapes': deeplabv3_resnetd50b_cityscapes,
     'deeplabv3_resnetd101b_cityscapes': deeplabv3_resnetd101b_cityscapes,
-
-    'wrn20_10_1bit_cifar10': wrn20_10_1bit_cifar10,
-    'wrn20_10_1bit_cifar100': wrn20_10_1bit_cifar100,
-    'wrn20_10_1bit_svhn': wrn20_10_1bit_svhn,
-    'wrn20_10_32bit_cifar10': wrn20_10_32bit_cifar10,
-    'wrn20_10_32bit_cifar100': wrn20_10_32bit_cifar100,
-    'wrn20_10_32bit_svhn': wrn20_10_32bit_svhn,
 }
 
 

diff --git a/chainer_/chainercv2/models/model_store.py b/chainer_/chainercv2/models/model_store.py
@@ -251,6 +251,12 @@
     ('wrn28_10_svhn', '0271', '59f255be865678bc0d3c7dcc9785022f30265d69', 'v0.0.276'),
     ('wrn40_8_cifar10', '0237', '3f56f24a07be7155fb143cc4360755d564e3761a', 'v0.0.166'),
     ('wrn40_8_svhn', '0254', '8af6aad0c2034ed8a574f74391869a0d20def51b', 'v0.0.277'),
+    ('wrn20_10_1bit_cifar10', '0326', '3288c59a265fc3531502b9c53e33322ff74dd33f', 'v0.0.302'),
+    ('wrn20_10_1bit_cifar100', '1904', '1c6f1917c49134da366abfbd27c1d7ad61182882', 'v0.0.302'),
+    ('wrn20_10_1bit_svhn', '0273', '4d7bfe0dfa88d593f691b39ca9d20eb3e78636ea', 'v0.0.302'),
+    ('wrn20_10_32bit_cifar10', '0314', '90b3fc15d99009b35b1939baefa2e2290003968a', 'v0.0.302'),
+    ('wrn20_10_32bit_cifar100', '1812', '346f276fe7e6b61cc93482fdb3d471064d1e1de3', 'v0.0.302'),
+    ('wrn20_10_32bit_svhn', '0259', 'af3fddd1f68f373038eea1828e7ae15d21a03ef9', 'v0.0.302'),
     ('ror3_56_cifar10', '0543', '7ca1b24c4a573d53484ca92b19bad5c08e38fa8b', 'v0.0.228'),
     ('ror3_56_cifar100', '2549', 'a7903e5f5f80bf53c07e12ce34659e0d9af4b106', 'v0.0.229'),
     ('ror3_56_svhn', '0269', '113859bb3c23fde05fce740647a26dca69678a34', 'v0.0.287'),

diff --git a/gluon/README.md b/gluon/README.md
@@ -335,6 +335,8 @@ Some remarks:
 | WRN-16-10 | 2.93 | 640 | 17,116,634 | 2,414.04M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.166/wrn16_10_cifar10-0293-ecf1c17c.params.log)) |
 | WRN-28-10 | 2.39 | 640 | 36,479,194 | 5,246.98M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.166/wrn28_10_cifar10-0239-16f3c8a2.params.log)) |
 | WRN-40-8 | 2.37 | 512 | 35,748,314 | 5,176.90M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.166/wrn40_8_cifar10-0237-3b81d261.params.log)) |
+| WRN-20-10-1bit | 3.26 | 640 | 26,737,140 | 4,019.14M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.302/wrn20_10_1bit_cifar10-0326-c1a8ba4f.params.log)) |
+| WRN-20-10-32bit | 3.14 | 640 | 26,737,140 | 4,019.14M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.302/wrn20_10_32bit_cifar10-0314-35549618.params.log)) |
 | RoR-3-56 | 5.43 | 64 | 762,746 | 113.43M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.228/ror3_56_cifar10-0543-ee31a69a.params.log)) |
 | RoR-3-110 | 4.35 | 64 | 1,637,690 | 242.07M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.235/ror3_110_cifar10-0435-03599165.params.log)) |
 | RoR-3-164 | 3.93 | 64 | 2,512,634 | 370.72M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.294/ror3_164_cifar10-0393-cc11aa06.params.log)) |
@@ -372,6 +374,8 @@ Some remarks:
 | X-DenseNet-BC-40-2 (k=24) | 23.96 | 714,196 | 293.11M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.227/xdensenet40_2_k24_bc_cifar100-2396-73d5ba88.params.log)) |
 | X-DenseNet-BC-40-2 (k=36) | 21.65 | 1,578,412 | 654.64M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.234/xdensenet40_2_k36_bc_cifar100-2165-78b6e754.params.log)) |
 | WRN-16-10 | 18.95 | 17,174,324 | 2,414.09M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.204/wrn16_10_cifar100-1895-bcb5c89c.params.log)) |
+| WRN-20-10-1bit | 19.04 | 26,794,920 | 4,022.81M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.302/wrn20_10_1bit_cifar100-1904-adae01d6.params.log)) |
+| WRN-20-10-32bit | 18.12 | 26,794,920 | 4,022.81M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.302/wrn20_10_32bit_cifar100-1812-d064f38a.params.log)) |
 | RoR-3-56 | 25.49 | 768,596 | 113.43M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.229/ror3_56_cifar100-2549-43345593.params.log)) |
 | RoR-3-110 | 23.64 | 1,643,540 | 242.08M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.236/ror3_110_cifar100-2364-b8c4d317.params.log)) |
 | RoR-3-164 | 22.34 | 2,518,484 | 370.72M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.294/ror3_164_cifar100-2234-eb6a7fb8.params.log)) |
@@ -400,6 +404,8 @@ Some remarks:
 | WRN-16-10 | 2.78 | 17,116,634 | 2,414.04M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.271/wrn16_10_svhn-0278-76f4e136.params.log)) |
 | WRN-28-10 | 2.71 | 36,479,194 | 5,246.98M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.276/wrn28_10_svhn-0271-fcd7a6b0.params.log)) |
 | WRN-40-8 | 2.54 | 35,748,314 | 5,176.90M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.277/wrn40_8_svhn-0254-be7a21da.params.log)) |
+| WRN-20-10-1bit | 2.73 | 26,737,140 | 4,019.14M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.302/wrn20_10_1bit_svhn-0273-ce9f819c.params.log)) |
+| WRN-20-10-32bit | 2.59 | 26,737,140 | 4,019.14M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.302/wrn20_10_32bit_svhn-0259-d9e8b46e.params.log)) |
 | RoR-3-56 | 2.69 | 762,746 | 113.43M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.287/ror3_56_svhn-0269-56617cf9.params.log)) |
 | RoR-3-110 | 2.57 | 1,637,690 | 242.07M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.287/ror3_110_svhn-0257-0677b7df.params.log)) |
 | RoR-3-164 | 2.73 | 2,512,634 | 370.72M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.294/ror3_164_svhn-0273-b008c1b0.params.log)) |

diff --git a/gluon/gluoncv2/model_provider.py b/gluon/gluoncv2/model_provider.py
@@ -69,6 +69,7 @@
 from .models.densenet_cifar import *
 from .models.xdensenet_cifar import *
 from .models.wrn_cifar import *
+from .models.wrn1bit_cifar import *
 from .models.ror_cifar import *
 from .models.rir_cifar import *
 from .models.resdropresnet_cifar import *
@@ -81,8 +82,6 @@
 from .models.pspnet import *
 from .models.deeplabv3 import *
 
-from .models.wrn1bit_cifar import *
-
 __all__ = ['get_model']
 
 
@@ -517,6 +516,13 @@
     'wrn40_8_cifar100': wrn40_8_cifar100,
     'wrn40_8_svhn': wrn40_8_svhn,
 
+    'wrn20_10_1bit_cifar10': wrn20_10_1bit_cifar10,
+    'wrn20_10_1bit_cifar100': wrn20_10_1bit_cifar100,
+    'wrn20_10_1bit_svhn': wrn20_10_1bit_svhn,
+    'wrn20_10_32bit_cifar10': wrn20_10_32bit_cifar10,
+    'wrn20_10_32bit_cifar100': wrn20_10_32bit_cifar100,
+    'wrn20_10_32bit_svhn': wrn20_10_32bit_svhn,
+
     'ror3_56_cifar10': ror3_56_cifar10,
     'ror3_56_cifar100': ror3_56_cifar100,
     'ror3_56_svhn': ror3_56_svhn,
@@ -588,13 +594,6 @@
     'deeplabv3_resnetd101b_ade20k': deeplabv3_resnetd101b_ade20k,
     'deeplabv3_resnetd50b_cityscapes': deeplabv3_resnetd50b_cityscapes,
     'deeplabv3_resnetd101b_cityscapes': deeplabv3_resnetd101b_cityscapes,
-
-    'wrn20_10_1bit_cifar10': wrn20_10_1bit_cifar10,
-    'wrn20_10_1bit_cifar100': wrn20_10_1bit_cifar100,
-    'wrn20_10_1bit_svhn': wrn20_10_1bit_svhn,
-    'wrn20_10_32bit_cifar10': wrn20_10_32bit_cifar10,
-    'wrn20_10_32bit_cifar100': wrn20_10_32bit_cifar100,
-    'wrn20_10_32bit_svhn': wrn20_10_32bit_svhn,
 }
 
 

diff --git a/gluon/gluoncv2/models/model_store.py b/gluon/gluoncv2/models/model_store.py
@@ -258,6 +258,12 @@
     ('wrn28_10_svhn', '0271', 'fcd7a6b03a552b22ec25ee9a3833dc260976a757', 'v0.0.276'),
     ('wrn40_8_cifar10', '0237', '3b81d261706b751f5b731149b05fa92f500218e8', 'v0.0.166'),
     ('wrn40_8_svhn', '0254', 'be7a21da6bc958c79725d7a29502c6a781cc67d9', 'v0.0.277'),
+    ('wrn20_10_1bit_cifar10', '0326', 'c1a8ba4f1e1336a289c4b2eec75e25445b511ca6', 'v0.0.302'),
+    ('wrn20_10_1bit_cifar100', '1904', 'adae01d6bec92d4fe388cddbb7f7eb598b1655d1', 'v0.0.302'),
+    ('wrn20_10_1bit_svhn', '0273', 'ce9f819cf117fa66af112d9cbb0b65568623118d', 'v0.0.302'),
+    ('wrn20_10_32bit_cifar10', '0314', '355496184493a55323c99bad9f79b0803548d373', 'v0.0.302'),
+    ('wrn20_10_32bit_cifar100', '1812', 'd064f38aeaa14e9a2f4e9893ef6cca65615c53f9', 'v0.0.302'),
+    ('wrn20_10_32bit_svhn', '0259', 'd9e8b46e180a34c0a765e22d24741f3849fca13a', 'v0.0.302'),
     ('ror3_56_cifar10', '0543', 'ee31a69a0503b41878c49d8925ac8e7ee813293b', 'v0.0.228'),
     ('ror3_56_cifar100', '2549', '4334559313cd9291af3d6ec0df144b21e695228b', 'v0.0.229'),
     ('ror3_56_svhn', '0269', '56617cf90e0902e88686af14939605c45d1170cf', 'v0.0.287'),

diff --git a/pytorch/README.md b/pytorch/README.md
@@ -326,6 +326,8 @@ OpenCV `Resize` transformation instead of PIL one quality evaluation results wil
 | WRN-16-10 | 2.93 | 17,116,634 | 2,414.04M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.166/wrn16_10_cifar10-0293-ce810d8a.pth.log)) |
 | WRN-28-10 | 2.39 | 36,479,194 | 5,246.98M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.166/wrn28_10_cifar10-0239-fe97dcd6.pth.log)) |
 | WRN-40-8 | 2.37 | 35,748,314 | 5,176.90M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.166/wrn40_8_cifar10-0237-8dc84ec7.pth.log)) |
+| WRN-20-10-1bit | 3.26 | 26,737,140 | 4,019.14M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.302/wrn20_10_1bit_cifar10-0326-e6140f8a.pth.log)) |
+| WRN-20-10-32bit | 3.14 | 26,737,140 | 4,019.14M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.302/wrn20_10_32bit_cifar10-0314-a18146e8.pth.log)) |
 | RoR-3-56 | 5.43 | 762,746 | 113.43M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.228/ror3_56_cifar10-0543-44f0f47d.pth.log)) |
 | RoR-3-110 | 4.35 | 1,637,690 | 242.07M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.235/ror3_110_cifar10-0435-fb2a2b04.pth.log)) |
 | RoR-3-164 | 3.93 | 2,512,634 | 370.72M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.294/ror3_164_cifar10-0393-de7b6dc6.pth.log)) |
@@ -360,6 +362,8 @@ OpenCV `Resize` transformation instead of PIL one quality evaluation results wil
 | X-DenseNet-BC-40-2 (k=24) | 23.96 | 714,196 | 293.11M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.227/xdensenet40_2_k24_bc_cifar100-2396-0ce8f78a.pth.log)) |
 | X-DenseNet-BC-40-2 (k=36) | 21.65 | 1,578,412 | 654.64M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.234/xdensenet40_2_k36_bc_cifar100-2165-6f68f83d.pth.log)) |
 | WRN-16-10 | 18.95 | 17,174,324 | 2,414.09M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.204/wrn16_10_cifar100-1895-bef9809c.pth.log)) |
+| WRN-20-10-1bit | 19.04 | 26,794,920 | 4,022.81M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.302/wrn20_10_1bit_cifar100-1904-149860c8.pth.log)) |
+| WRN-20-10-32bit | 18.12 | 26,794,920 | 4,022.81M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.302/wrn20_10_32bit_cifar100-1812-70d8972c.pth.log)) |
 | RoR-3-56 | 25.49 | 768,596 | 113.43M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.229/ror3_56_cifar100-2549-34be6719.pth.log)) |
 | RoR-3-110 | 23.64 | 1,643,540 | 242.08M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.236/ror3_110_cifar100-2364-d599e3a9.pth.log)) |
 | RoR-3-164 | 22.34 | 2,518,484 | 370.72M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.294/ror3_164_cifar100-2234-d37483fc.pth.log)) |
@@ -388,6 +392,8 @@ OpenCV `Resize` transformation instead of PIL one quality evaluation results wil
 | WRN-16-10 | 2.78 | 17,116,634 | 2,414.04M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.271/wrn16_10_svhn-0278-5ab2a4ed.pth.log)) |
 | WRN-28-10 | 2.71 | 36,479,194 | 5,246.98M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.276/wrn28_10_svhn-0271-d62b6bba.pth.log)) |
 | WRN-40-8 | 2.54 | 35,748,314 | 5,176.90M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.277/wrn40_8_svhn-0254-dee59602.pth.log)) |
+| WRN-20-10-1bit | 2.73 | 26,737,140 | 4,019.14M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.302/wrn20_10_1bit_svhn-0273-ffe96cb7.pth.log)) |
+| WRN-20-10-32bit | 2.59 | 26,737,140 | 4,019.14M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.302/wrn20_10_32bit_svhn-0259-ce402a58.pth.log)) |
 | RoR-3-56 | 2.69 | 762,746 | 113.43M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.287/ror3_56_svhn-0269-5a9ad66c.pth.log)) |
 | RoR-3-110 | 2.57 | 1,637,690 | 242.07M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.287/ror3_110_svhn-0257-155380ad.pth.log)) |
 | RoR-3-164 | 2.73 | 2,512,634 | 370.72M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.294/ror3_164_svhn-0273-ff0d9af0.pth.log)) |