Upd info about models: InceptionV3, InceptionResNetV1, IBN-ResNet-101…

…, IBN(b)-ResNet-50, DRN-D-38
ricklentz · Aug 18, 2021 · a35386b · a35386b
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diff --git a/README.md b/README.md
@@ -133,7 +133,7 @@ Some remarks:
 | Xception | A | A | A | - | - | A | [link](https://arxiv.org/abs/1610.02357) | [link](https://github.com/fchollet/deep-learning-models) | 2016 |
 | InceptionV3 | A | A | A | - | - | A | [link](https://arxiv.org/abs/1512.00567) | [link](https://github.com/tensorflow/models) | 2015 |
 | InceptionV4 | A | A | A | - | - | A | [link](https://arxiv.org/abs/1602.07261) | [link](https://github.com/tensorflow/models) | 2016 |
-| InceptionResNetV1 | a | a | a | - | - | a | [link](https://arxiv.org/abs/1602.07261) | [link](https://github.com/tensorflow/models) | 2016 |
+| InceptionResNetV1 | A | A | A | - | - | A | [link](https://arxiv.org/abs/1602.07261) | [link](https://github.com/tensorflow/models) | 2016 |
 | InceptionResNetV2 | A | A | A | - | - | A | [link](https://arxiv.org/abs/1602.07261) | [link](https://github.com/tensorflow/models) | 2016 |
 | PolyNet | A | A | A | - | - | A | [link](https://arxiv.org/abs/1611.05725) | [link](https://github.com/open-mmlab/polynet) | 2016 |
 | NASNet-Large | A | A | A | - | - | A | [link](https://arxiv.org/abs/1707.07012) | [link](https://github.com/tensorflow/models) | 2017 |

diff --git a/chainer_/README.md b/chainer_/README.md
@@ -292,7 +292,7 @@ Some remarks:
 | DRN-C-42 | 23.72 | 6.93 | 31,234,744 | 25,093.75M | From [fyu/drn] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.116/drnc42-0693-ec938cc4.npz.log)) |
 | DRN-C-58 | 22.35 | 6.29 | 40,542,008 | 32,489.94M | From [fyu/drn] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.116/drnc58-0629-063ef199.npz.log)) |
 | DRN-D-22 | 24.73 | 7.47 | 16,393,752 | 13,051.33M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.498/drnd22-0747-e4c5cf73.npz.log)) |
-| DRN-D-38 | 24.53 | 7.36 | 26,501,912 | 21,151.19M | From [fyu/drn] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.116/drnd38-0736-153481d6.npz.log)) |
+| DRN-D-38 | 22.83 | 6.24 | 26,501,912 | 21,151.19M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/drnd38-0624-1a1a7b99.npz.log)) |
 | DRN-D-54 | 22.08 | 6.23 | 35,809,176 | 28,547.38M | From [fyu/drn] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.116/drnd54-0623-31e8eeb8.npz.log)) |
 | DRN-D-105 | 21.32 | 5.84 | 54,801,304 | 43,442.43M | From [fyu/drn] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.116/drnd105-0584-c0d7657b.npz.log)) |
 | DPN-68 | 22.93 | 6.56 | 12,611,602 | 2,351.84M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.310/dpn68-0656-bf9b72e9.npz.log)) |
@@ -419,8 +419,9 @@ Some remarks:
 | ProxylessNAS Mob-14 | 22.95 | 6.51 | 6,857,568 | 597.10M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.331/proxylessnas_mobile14-0651-7467ce2d.npz.log)) |
 | FBNet-Cb | 24.77 | 7.64 | 5,572,200 | 399.26M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/fbnet_cb-0764-9a8153a5.npz.log)) |
 | Xception | 20.36 | 5.18 | 22,855,952 | 8,403.63M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.544/xception-0518-a311fd37.npz.log)) |
-| InceptionV3 | 21.22 | 5.52 | 23,834,568 | 5,743.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.551/inceptionv3-0552-7e509089.npz.log)) |
+| InceptionV3 | 20.47 | 5.35 | 23,834,568 | 5,743.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/inceptionv3-0535-1662fcdc.npz.log)) |
 | InceptionV4 | 19.94 | 4.87 | 42,679,816 | 12,304.93M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/inceptionv4-0487-75970908.npz.log)) |
+| InceptionResNetV1 | 19.58 | 4.81 | 23,995,624 | 6,329.60M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/inceptionresnetv1-0481-a3ddee2c.npz.log)) |
 | InceptionResNetV2 | 19.44 | 4.72 | 55,843,464 | 13,188.64M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.547/inceptionresnetv2-0472-178ff37a.npz.log)) |
 | PolyNet | 19.08 | 4.50 | 95,366,600 | 34,821.34M | From [Cadene/pretrained...pytorch] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.96/polynet-0450-6dc7028b.npz.log)) |
 | NASNet-A 4@1056 | 25.18 | 7.90 | 5,289,978 | 584.90M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/nasnet_4a1056-0790-92b4789b.npz.log)) |

diff --git a/chainer_/chainercv2/models/model_store.py b/chainer_/chainercv2/models/model_store.py
@@ -157,7 +157,7 @@
     ('drnc42', '0693', 'ec938cc429d3d0e54c34243c10be83ffae38023e', 'v0.0.116'),
     ('drnc58', '0629', '063ef19974f0158bcc6b9e4020729291462a08a3', 'v0.0.116'),
     ('drnd22', '0747', 'e4c5cf7351f691f0afe4c7b4325fd4e3a4b47681', 'v0.0.498'),
-    ('drnd38', '0736', '153481d6f8d0b113981fc323f5b2c2ad6b2ad7f5', 'v0.0.116'),
+    ('drnd38', '0624', '1a1a7b99703d3d8bade3ebb0f22f0ffbad33ad60', 'v0.0.552'),
     ('drnd54', '0623', '31e8eeb88bdbb07d8613a16471c8c5bd67ae823a', 'v0.0.116'),
     ('drnd105', '0584', 'c0d7657b2d3c4cf7d97ff407cd50dda5d1bd1880', 'v0.0.116'),
     ('dpn68', '0656', 'bf9b72e9749da4c6ee5a544639f78ac7fa85f7ce', 'v0.0.310'),
@@ -284,8 +284,9 @@
     ('proxylessnas_mobile14', '0651', '7467ce2d73d14facfc593c395fe73a6f2d7dc456', 'v0.0.331'),
     ('fbnet_cb', '0764', '9a8153a55f4338aa22671f090cbb20e65b19c7df', 'v0.0.486'),
     ('xception', '0518', 'a311fd377a845eacdec8146503a61e672d82a78c', 'v0.0.544'),
-    ('inceptionv3', '0552', '7e509089b4d1249b31726efba93d2bd75c111719', 'v0.0.551'),
+    ('inceptionv3', '0535', '1662fcdcc33232e91193a9e9076f9fa66266c4e8', 'v0.0.552'),
     ('inceptionv4', '0487', '75970908c643ff9a4cd681ab82d21fb56e3604cd', 'v0.0.543'),
+    ('inceptionresnetv1', '0481', 'a3ddee2c2e5347b7103889cd2590204048d70d4f', 'v0.0.552'),
     ('inceptionresnetv2', '0472', '178ff37acc2c10d9c770bd0ae14d4aec77aff683', 'v0.0.547'),
     ('polynet', '0450', '6dc7028b0edc48c452f83dd38448b1242c554a5e', 'v0.0.96'),
     ('nasnet_4a1056', '0790', '92b4789ba1ad62d39ff7aac4ddbb21af45e84d02', 'v0.0.495'),

diff --git a/gluon/README.md b/gluon/README.md
@@ -260,8 +260,8 @@ bottleneck block. Respectively a network without b-suffix has the stride in the
 | ResNeSt(A)-200 | 16.78 | 3.40 | 70,201,544 | 22,854.22M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta200-0340-3bd1f0c8.params.log)) |
 | ResNeSt(A)-269 | 16.38 | 3.36 | 110,929,480 | 46,005.88M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta269-0336-8333862a.params.log)) |
 | IBN-ResNet-50 | 21.46 | 5.59 | 25,557,032 | 4,110.48M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/ibn_resnet50-0559-0f75710a.params.log)) |
-| IBN-ResNet-101 | 21.89 | 5.87 | 44,549,160 | 7,830.48M | From [XingangPan/IBN-Net] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.127/ibn_resnet101-0587-946e7f10.params.log)) |
-| IBN(b)-ResNet-50 | 23.91 | 6.97 | 25,558,568 | 4,112.89M | From [XingangPan/IBN-Net] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.127/ibnb_resnet50-0697-0aea51d2.params.log)) |
+| IBN-ResNet-101 | 19.69 | 4.89 | 44,549,160 | 7,830.48M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/ibn_resnet101-0489-db938be9.params.log)) |
+| IBN(b)-ResNet-50 | 21.70 | 5.79 | 25,558,568 | 4,112.89M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/ibnb_resnet50-0579-146aa6e1.params.log)) |
 | IBN-ResNeXt-101 (32x4d) | 21.43 | 5.62 | 44,177,704 | 8,003.45M | From [XingangPan/IBN-Net] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.127/ibn_resnext101_32x4d-0562-05ddba79.params.log)) |
 | IBN-DenseNet-121 | 23.33 | 6.46 | 7,978,856 | 2,872.13M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/ibn_densenet121-0646-82ee3ff4.params.log)) |
 | IBN-DenseNet-169 | 22.14 | 6.08 | 14,149,480 | 3,403.89M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.500/ibn_densenet169-0608-b509f339.params.log)) |
@@ -313,7 +313,7 @@ bottleneck block. Respectively a network without b-suffix has the stride in the
 | DRN-C-42 | 23.80 | 6.92 | 31,234,744 | 25,093.75M | From [fyu/drn] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.116/drnc42-0692-f89c26d6.params.log)) |
 | DRN-C-58 | 22.35 | 6.27 | 40,542,008 | 32,489.94M | From [fyu/drn] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.116/drnc58-0627-44cbf15c.params.log)) |
 | DRN-D-22 | 24.67 | 7.44 | 16,393,752 | 13,051.33M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.498/drnd22-0744-aecf15fc.params.log)) |
-| DRN-D-38 | 24.51 | 7.36 | 26,501,912 | 21,151.19M | From [fyu/drn] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.116/drnd38-0736-c7d53bc0.params.log)) |
+| DRN-D-38 | 22.83 | 6.24 | 26,501,912 | 21,151.19M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/drnd38-0624-4a86d6eb.params.log)) |
 | DRN-D-54 | 22.05 | 6.27 | 35,809,176 | 28,547.38M | From [fyu/drn] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.116/drnd54-0627-87d44c87.params.log)) |
 | DRN-D-105 | 21.31 | 5.81 | 54,801,304 | 43,442.43M | From [fyu/drn] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.116/drnd105-0581-ab12d662.params.log)) |
 | DPN-68 | 22.87 | 6.58 | 12,611,602 | 2,351.84M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.310/dpn68-0658-07251919.params.log)) |
@@ -440,8 +440,9 @@ bottleneck block. Respectively a network without b-suffix has the stride in the
 | ProxylessNAS Mob-14 | 22.96 | 6.51 | 6,857,568 | 597.10M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.331/proxylessnas_mobile14-0651-f08baec8.params.log)) |
 | FBNet-Cb | 24.86 | 7.61 | 5,572,200 | 399.26M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/fbnet_cb-0761-3db688f2.params.log)) |
 | Xception | 20.43 | 5.11 | 22,855,952 | 8,403.63M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.544/xception-0511-9755eb77.params.log)) |
-| InceptionV3 | 21.25 | 5.56 | 23,834,568 | 5,743.06M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.551/inceptionv3-0556-f76c632f.params.log)) |
+| InceptionV3 | 20.51 | 5.33 | 23,834,568 | 5,743.06M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/inceptionv3-0533-4a05a7ff.params.log)) |
 | InceptionV4 | 19.83 | 4.88 | 42,679,816 | 12,304.93M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/inceptionv4-0488-a828ae6c.params.log)) |
+| InceptionResNetV1 | 19.56 | 4.81 | 23,995,624 | 6,329.60M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/inceptionresnetv1-0481-3cc3b495.params.log)) |
 | InceptionResNetV2 | 19.48 | 4.70 | 55,843,464 | 13,188.64M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.547/inceptionresnetv2-0470-4ea29355.params.log)) |
 | PolyNet | 19.09 | 4.53 | 95,366,600 | 34,821.34M | From [Cadene/pretrained...pytorch] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.96/polynet-0453-74280314.params.log)) |
 | NASNet-A 4@1056 | 25.16 | 7.90 | 5,289,978 | 584.90M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/nasnet_4a1056-0790-f89dd74f.params.log)) |

diff --git a/gluon/gluoncv2/models/model_store.py b/gluon/gluoncv2/models/model_store.py
@@ -111,8 +111,8 @@
     ('resnesta200', '0340', '3bd1f0c8d9a2862b89590c1c490a38d6d982522c', 'v0.0.465'),
     ('resnesta269', '0336', '8333862a0c016432f6cd5b45f7e9de7ee6e3f319', 'v0.0.465'),
     ('ibn_resnet50', '0559', '0f75710a144ea1483e6235f6909f8b8c3555ec01', 'v0.0.495'),
-    ('ibn_resnet101', '0587', '946e7f1072a70b19f2bbc9776f73b818473482c3', 'v0.0.127'),
-    ('ibnb_resnet50', '0697', '0aea51d29d4123676e447b92db800f5a574a35be', 'v0.0.127'),
+    ('ibn_resnet101', '0489', 'db938be9060c0ea48913fa0fa9794bf6bcacea7f', 'v0.0.552'),
+    ('ibnb_resnet50', '0579', '146aa6e143d582cd33af23c942e3e0b2fe152817', 'v0.0.552'),
     ('ibn_resnext101_32x4d', '0562', '05ddba79597927b5c0fa516d435c3788803438f6', 'v0.0.127'),
     ('ibn_densenet121', '0646', '82ee3ff44fd308107ec07d759c52a99e94af7041', 'v0.0.493'),
     ('ibn_densenet169', '0608', 'b509f33947b2f205f03e49ce2d5ee87855bbf708', 'v0.0.500'),
@@ -164,7 +164,7 @@
     ('drnc42', '0692', 'f89c26d6a3792bef0850b7fe09ee10f715dcd3ce', 'v0.0.116'),
     ('drnc58', '0627', '44cbf15ccaea33ee1e91b780e70170e8e66b12d7', 'v0.0.116'),
     ('drnd22', '0744', 'aecf15fc2171d29d8ea765afa540e4ddb40a9b19', 'v0.0.498'),
-    ('drnd38', '0736', 'c7d53bc0f70196dda589fcf0bfac904b5d76d872', 'v0.0.116'),
+    ('drnd38', '0624', '4a86d6ebd970e02792068c46c80ae00686d759cc', 'v0.0.552'),
     ('drnd54', '0627', '87d44c87953d98241f85007802a61e3cefd77792', 'v0.0.116'),
     ('drnd105', '0581', 'ab12d66220c1bbf4af5c33db78aaafc9f0d9bd5a', 'v0.0.116'),
     ('dpn68', '0658', '07251919c08640c94375670cbc5f0fbc312ed59b', 'v0.0.310'),
@@ -291,8 +291,9 @@
     ('proxylessnas_mobile14', '0651', 'f08baec85343104994b821581cde3ee965a2c593', 'v0.0.331'),
     ('fbnet_cb', '0761', '3db688f2fa465bc93bc546b4432389fe33aec5b3', 'v0.0.486'),
     ('xception', '0511', '9755eb77589d627d816fe9806a2b2aa931b6c2f6', 'v0.0.544'),
-    ('inceptionv3', '0556', 'f76c632f625bb78cef2feec44d16281a39850c58', 'v0.0.551'),
+    ('inceptionv3', '0533', '4a05a7ffcb5963d44678933596ef85a0f724ebab', 'v0.0.552'),
     ('inceptionv4', '0488', 'a828ae6ccccb3178257d20e5f17cc8c6ac4348cc', 'v0.0.543'),
+    ('inceptionresnetv1', '0481', '3cc3b4959349e56d6b29619b07ae020e19039f67', 'v0.0.552'),
     ('inceptionresnetv2', '0470', '4ea29355ae39ececb733e949dfdcbdff72272559', 'v0.0.547'),
     ('polynet', '0453', '742803144e5a2a6148212570726350da09adf3f6', 'v0.0.96'),
     ('nasnet_4a1056', '0790', 'f89dd74f47e42c35c9a1182f248df1d319524db7', 'v0.0.495'),

diff --git a/pytorch/README.md b/pytorch/README.md
@@ -264,8 +264,8 @@ OpenCV `Resize` transformation instead of PIL one quality evaluation results wil
 | ResNeSt(A)-200 | 16.87 | 3.39 | 70,201,544 | 22,857.88M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta200-0339-6dc30087.pth.log)) |
 | ResNeSt(A)-269 | 16.47 | 3.38 | 110,929,480 | 46,012.95M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.465/resnesta269-0338-6a555ce8.pth.log)) |
 | IBN-ResNet-50 | 21.61 | 5.76 | 25,557,032 | 4,110.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/ibn_resnet50-0576-40c420fc.pth.log)) |
-| IBN-ResNet-101 | 21.29 | 5.61 | 44,549,160 | 7,830.48M | From [XingangPan/IBN-Net] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.127/ibn_resnet101-0561-5279c78a.pth.log)) |
-| IBN(b)-ResNet-50 | 23.64 | 6.86 | 25,558,568 | 4,112.89M | From [XingangPan/IBN-Net] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.127/ibnb_resnet50-0686-e138995e.pth.log)) |
+| IBN-ResNet-101 | 19.97 | 5.07 | 44,549,160 | 7,830.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/ibn_resnet101-0507-6f488f24.pth.log)) |
+| IBN(b)-ResNet-50 | 21.79 | 5.97 | 25,558,568 | 4,112.89M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/ibnb_resnet50-0597-383b4432.pth.log)) |
 | IBN-ResNeXt-101 (32x4d) | 20.88 | 5.42 | 44,177,704 | 8,003.45M | From [XingangPan/IBN-Net] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.127/ibn_resnext101_32x4d-0542-b5233c66.pth.log)) |
 | IBN-DenseNet-121 | 23.58 | 6.73 | 7,978,856 | 2,872.13M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/ibn_densenet121-0673-0ea2c535.pth.log)) |
 | IBN-DenseNet-169 | 22.42 | 6.19 | 14,149,480 | 3,403.89M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.500/ibn_densenet169-0619-ec2c0556.pth.log)) |
@@ -316,7 +316,7 @@ OpenCV `Resize` transformation instead of PIL one quality evaluation results wil
 | DRN-C-42 | 22.94 | 6.57 | 31,234,744 | 25,093.75M | From [fyu/drn] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.116/drnc42-0657-7c99c460.pth.log)) |
 | DRN-C-58 | 21.73 | 6.01 | 40,542,008 | 32,489.94M | From [fyu/drn] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.116/drnc58-0601-70ec1f56.pth.log)) |
 | DRN-D-22 | 24.86 | 7.58 | 16,393,752 | 13,051.33M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.498/drnd22-0758-02cb44bd.pth.log)) |
-| DRN-D-38 | 23.79 | 6.95 | 26,501,912 | 21,151.19M | From [fyu/drn] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.116/drnd38-0695-4630f0fb.pth.log)) |
+| DRN-D-38 | 22.94 | 6.43 | 26,501,912 | 21,151.19M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/drnd38-0643-496f648b.pth.log)) |
 | DRN-D-54 | 21.22 | 5.86 | 35,809,176 | 28,547.38M | From [fyu/drn] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.116/drnd54-0586-bfdc1f88.pth.log)) |
 | DRN-D-105 | 20.62 | 5.48 | 54,801,304 | 43,442.43M | From [fyu/drn] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.116/drnd105-0548-a643f4dc.pth.log)) |
 | DPN-68 | 23.24 | 6.79 | 12,611,602 | 2,351.84M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.310/dpn68-0679-a33c98c7.pth.log)) |
@@ -443,8 +443,9 @@ OpenCV `Resize` transformation instead of PIL one quality evaluation results wil
 | ProxylessNAS Mob-14 | 23.29 | 6.62 | 6,857,568 | 597.10M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.331/proxylessnas_mobile14-0662-0c0ad983.pth.log)) |
 | FBNet-Cb | 24.89 | 7.62 | 5,572,200 | 399.26M | From [rwightman/pyt...models] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.415/fbnet_cb-0762-2edb61f8.pth.log)) |
 | Xception | 20.35 | 5.16 | 22,855,952 | 8,403.63M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.544/xception-0516-a75b50ec.pth.log)) |
-| InceptionV3 | 21.13 | 5.53 | 23,834,568 | 5,743.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.551/inceptionv3-0553-91e8dcb3.pth.log)) |
+| InceptionV3 | 20.44 | 5.33 | 23,834,568 | 5,743.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/inceptionv3-0533-025fb71c.pth.log)) |
 | InceptionV4 | 19.83 | 4.88 | 42,679,816 | 12,304.93M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/inceptionv4-0488-4ae4f331.pth.log)) |
+| InceptionResNetV1 | 19.63 | 4.80 | 23,995,624 | 6,329.60M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.552/inceptionresnetv1-0480-f8b3e9e3.pth.log)) |
 | InceptionResNetV2 | 19.40 | 4.74 | 55,843,464 | 13,188.64M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.547/inceptionresnetv2-0474-19f51781.pth.log)) |
 | PolyNet | 19.10 | 4.52 | 95,366,600 | 34,821.34M | From [Cadene/pretrained...pytorch] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.96/polynet-0452-6a1b295d.pth.log)) |
 | NASNet-A 4@1056 | 25.32 | 8.03 | 5,289,978 | 584.90M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.495/nasnet_4a1056-0803-44f5ecbe.pth.log)) |