Update info about VoVNet-27-slim & InceptionV3 models (fixed osmr#93)

AASHRITH1903 · Jul 26, 2021 · 1e4ed70 · 1e4ed70
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diff --git a/chainer_/README.md b/chainer_/README.md
@@ -338,6 +338,7 @@ Some remarks:
 | HRNetV2-W44 | 19.67 | 4.90 | 67,064,984 | 14,946.96M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.541/hrnetv2_w44-0490-6e10e2b5.npz.log)) |
 | HRNetV2-W48 | 19.45 | 4.86 | 77,469,864 | 17,345.39M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.541/hrnetv2_w48-0486-e8df81b5.npz.log)) |
 | HRNetV2-W64 | 19.50 | 4.79 | 128,059,944 | 28,976.42M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/hrnetv2_w64-0479-702c5688.npz.log)) |
+| VoVNet-27-slim | 29.35 | 9.78 | 3,525,736 | 2,187.25M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.551/vovnet27s-0978-6983e4ee.npz.log)) |
 | VoVNet-39 | 21.49 | 5.53 | 22,600,296 | 7,086.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/vovnet39-0553-6a8b6783.npz.log)) |
 | VoVNet-57 | 20.16 | 5.12 | 36,640,296 | 8,943.09M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.505/vovnet57-0512-beb31bd5.npz.log)) |
 | SelecSLS-42b | 21.74 | 6.01 | 32,458,248 | 2,980.62M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/selecsls42b-0601-d89a5042.npz.log)) |
@@ -418,7 +419,7 @@ 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 | 21.11 | 5.61 | 23,834,568 | 5,743.06M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.92/inceptionv3-0561-4ddea4df.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)) |
 | 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)) |
 | 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)) |

diff --git a/chainer_/chainercv2/models/model_store.py b/chainer_/chainercv2/models/model_store.py
@@ -203,6 +203,7 @@
     ('hrnetv2_w44', '0490', '6e10e2b59d14d390c539c07a399c52513ca3f348', 'v0.0.541'),
     ('hrnetv2_w48', '0486', 'e8df81b5f3c59b8a09b4ca898c9f557ea93abfb6', 'v0.0.541'),
     ('hrnetv2_w64', '0479', '702c5688006ccc606cfc7deabab67a988aa7bf7e', 'v0.0.543'),
+    ('vovnet27s', '0978', '6983e4ee743e345a1ff587522d4daa2a344d7c12', 'v0.0.551'),
     ('vovnet39', '0553', '6a8b67836ffb3e08fbad0b56b4ba0e5437dd9056', 'v0.0.493'),
     ('vovnet57', '0512', 'beb31bd5037c55a1652cf84ab4bff37775bdd515', 'v0.0.505'),
     ('selecsls42b', '0601', 'd89a50426a90267fcb5f23fb29f323de8eb53a20', 'v0.0.493'),
@@ -283,7 +284,7 @@
     ('proxylessnas_mobile14', '0651', '7467ce2d73d14facfc593c395fe73a6f2d7dc456', 'v0.0.331'),
     ('fbnet_cb', '0764', '9a8153a55f4338aa22671f090cbb20e65b19c7df', 'v0.0.486'),
     ('xception', '0518', 'a311fd377a845eacdec8146503a61e672d82a78c', 'v0.0.544'),
-    ('inceptionv3', '0561', '4ddea4df44f132ffc9e2b22b1e7d686f8b59703b', 'v0.0.92'),
+    ('inceptionv3', '0552', '7e509089b4d1249b31726efba93d2bd75c111719', 'v0.0.551'),
     ('inceptionv4', '0487', '75970908c643ff9a4cd681ab82d21fb56e3604cd', 'v0.0.543'),
     ('inceptionresnetv2', '0472', '178ff37acc2c10d9c770bd0ae14d4aec77aff683', 'v0.0.547'),
     ('polynet', '0450', '6dc7028b0edc48c452f83dd38448b1242c554a5e', 'v0.0.96'),

diff --git a/gluon/README.md b/gluon/README.md
@@ -359,6 +359,7 @@ bottleneck block. Respectively a network without b-suffix has the stride in the
 | HRNetV2-W44 | 19.67 | 4.86 | 67,064,984 | 14,945.95M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.541/hrnetv2_w44-0486-f5882024.params.log)) |
 | HRNetV2-W48 | 19.46 | 4.84 | 77,469,864 | 17,344.29M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.541/hrnetv2_w48-0484-936bb78f.params.log)) |
 | HRNetV2-W64 | 19.50 | 4.78 | 128,059,944 | 28,974.95M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/hrnetv2_w64-0478-4c18c514.params.log)) |
+| VoVNet-27-slim | 29.28 | 9.80 | 3,525,736 | 2,187.25M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.551/vovnet27s-0980-2a44d455.params.log)) |
 | VoVNet-39 | 21.54 | 5.48 | 22,600,296 | 7,086.16M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/vovnet39-0548-20b60ee6.params.log)) |
 | VoVNet-57 | 20.14 | 5.10 | 36,640,296 | 8,943.09M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.505/vovnet57-0510-ed3cad77.params.log)) |
 | SelecSLS-42b | 21.72 | 5.96 | 32,458,248 | 2,980.62M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/selecsls42b-0596-f5a35c74.params.log)) |
@@ -439,7 +440,7 @@ 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 | 21.22 | 5.59 | 23,834,568 | 5,743.06M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.92/inceptionv3-0559-6c087967.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)) |
 | 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)) |
 | 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)) |

diff --git a/gluon/gluoncv2/models/model_store.py b/gluon/gluoncv2/models/model_store.py
@@ -210,6 +210,7 @@
     ('hrnetv2_w44', '0486', 'f5882024ac9513c2d6c2b41bc774862e392f69ad', 'v0.0.541'),
     ('hrnetv2_w48', '0484', '936bb78f8c187ca3cc96c7564fa3ff8ad9cb68a6', 'v0.0.541'),
     ('hrnetv2_w64', '0478', '4c18c51411db532c3b8168f0a1ae3e461e703d68', 'v0.0.543'),
+    ('vovnet27s', '0980', '2a44d455a86e740bd1be61d204553af213ca3ac6', 'v0.0.551'),
     ('vovnet39', '0548', '20b60ee6bb8c59c684f8ffed7fbda3d76b1a7280', 'v0.0.493'),
     ('vovnet57', '0510', 'ed3cad779b94c4f4f531d6c37f90f1a5209d3b1c', 'v0.0.505'),
     ('selecsls42b', '0596', 'f5a35c74880fbe94fbe3770a96968fc81186b42b', 'v0.0.493'),
@@ -290,7 +291,7 @@
     ('proxylessnas_mobile14', '0651', 'f08baec85343104994b821581cde3ee965a2c593', 'v0.0.331'),
     ('fbnet_cb', '0761', '3db688f2fa465bc93bc546b4432389fe33aec5b3', 'v0.0.486'),
     ('xception', '0511', '9755eb77589d627d816fe9806a2b2aa931b6c2f6', 'v0.0.544'),
-    ('inceptionv3', '0559', '6c087967685135a321ed66b9ad2277512e9b2868', 'v0.0.92'),
+    ('inceptionv3', '0556', 'f76c632f625bb78cef2feec44d16281a39850c58', 'v0.0.551'),
     ('inceptionv4', '0488', 'a828ae6ccccb3178257d20e5f17cc8c6ac4348cc', 'v0.0.543'),
     ('inceptionresnetv2', '0470', '4ea29355ae39ececb733e949dfdcbdff72272559', 'v0.0.547'),
     ('polynet', '0453', '742803144e5a2a6148212570726350da09adf3f6', 'v0.0.96'),

diff --git a/pytorch/README.md b/pytorch/README.md
@@ -362,6 +362,7 @@ OpenCV `Resize` transformation instead of PIL one quality evaluation results wil
 | HRNetV2-W44 | 19.74 | 5.01 | 67,064,984 | 14,946.96M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.541/hrnetv2_w44-0501-ec40e545.pth.log)) |
 | HRNetV2-W48 | 19.67 | 5.00 | 77,469,864 | 17,345.39M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.541/hrnetv2_w48-0500-0554b840.pth.log)) |
 | HRNetV2-W64 | 19.67 | 4.87 | 128,059,944 | 28,976.42M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/hrnetv2_w64-0487-108e78b1.pth.log)) |
+| VoVNet-27-slim | 29.78 | 9.97 | 3,525,736 | 2,187.25M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.551/vovnet27s-0997-b7a5bf67.pth.log)) |
 | VoVNet-39 | 21.71 | 5.64 | 22,600,296 | 7,086.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/vovnet39-0564-63bfa613.pth.log)) |
 | VoVNet-57 | 20.33 | 5.18 | 36,640,296 | 8,943.09M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.505/vovnet57-0518-c080e471.pth.log)) |
 | SelecSLS-42b | 21.93 | 6.11 | 32,458,248 | 2,980.62M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/selecsls42b-0611-acff1e8b.pth.log)) |
@@ -442,7 +443,7 @@ 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 | 21.12 | 5.65 | 23,834,568 | 5,743.06M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.92/inceptionv3-0565-cf406180.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)) |
 | 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)) |
 | 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)) |

diff --git a/pytorch/pytorchcv/models/model_store.py b/pytorch/pytorchcv/models/model_store.py
@@ -210,6 +210,7 @@
     ('hrnetv2_w44', '0501', 'ec40e5455147db5a03aab423cac75b816030976d', 'v0.0.541', 'HRNetV2-W44', '1908.07919', 'in1k', 224, 0.875, 200, ''),  # noqa
     ('hrnetv2_w48', '0500', '0554b840b6f3f87403433595d946170d91d15334', 'v0.0.541', 'HRNetV2-W48', '1908.07919', 'in1k', 224, 0.875, 200, ''),  # noqa
     ('hrnetv2_w64', '0487', '108e78b1f2eedcf705bcce55e286969861f67cf8', 'v0.0.543', 'HRNetV2-W64', '1908.07919', 'in1k', 224, 0.875, 200, ''),  # noqa
+    ('vovnet27s', '0997', 'b7a5bf677bd3431bbed44b439fde7a01d699ace1', 'v0.0.551', 'VoVNet-27-slim', '1904.09730', 'in1k', 224, 0.875, 200, ''),  # noqa
     ('vovnet39', '0564', '63bfa613870b37bd4fb5b71412e7875392aa4f66', 'v0.0.493', 'VoVNet-39', '1904.09730', 'in1k', 224, 0.875, 200, ''),  # noqa
     ('vovnet57', '0518', 'c080e47169a176043f298b1e909ddd8776d5aa76', 'v0.0.505', 'VoVNet-57', '1904.09730', 'in1k', 224, 0.875, 200, ''),  # noqa
     ('selecsls42b', '0611', 'acff1e8b36428719059eec4b60c7b2c045a54d8e', 'v0.0.493', 'SelecSLS-42b', '1907.00837', 'in1k', 224, 0.875, 200, ''),  # noqa
@@ -290,7 +291,7 @@
     ('proxylessnas_mobile14', '0662', '0c0ad983f4fb88470d0f3e557d0b23f15e16624f', 'v0.0.331', 'ProxylessNAS Mob-14', '1812.00332', 'in1k', 224, 0.875, 200, ''),  # noqa
     ('fbnet_cb', '0762', '2edb61f8e4b5c45d958d0e57beff41fbfacd6061', 'v0.0.415', 'FBNet-Cb', '1812.03443', 'in1k', 224, 0.875, 200, '[rwightman/pyt...models]'),  # noqa
     ('xception', '0516', 'a75b50eceb5fdfb1e1bfaada6820a448ce40e593', 'v0.0.544', 'Xception', '1610.02357', 'in1k', 299, 0.875, 200, ''),  # noqa
-    ('inceptionv3', '0565', 'cf4061800bc1dc3b090920fc9536d8ccc15bb86e', 'v0.0.92', 'InceptionV3', '1512.00567', 'in1k', 299, 0.875, 200, '[dmlc/gluon-cv]'),  # noqa
+    ('inceptionv3', '0553', '91e8dcb3e9795a4babd2720f9b5886b3d94e1606', 'v0.0.551', 'InceptionV3', '1512.00567', 'in1k', 299, 0.875, 200, ''),  # noqa
     ('inceptionv4', '0488', '4ae4f331a5ff649e39626fc49cd5c24b8159cd8c', 'v0.0.543', 'InceptionV4', '1602.07261', 'in1k', 299, 0.875, 200, ''),  # noqa
     ('inceptionresnetv2', '0474', '19f51781f8a454803207e319289f404d50e252cb', 'v0.0.547', 'InceptionResNetV2', '1602.07261', 'in1k', 299, 0.875, 200, ''),  # noqa
     ('polynet', '0452', '6a1b295dad3f261b48e845f1b283e4eef3ab5a0b', 'v0.0.96', 'PolyNet', '1611.05725', 'in1k', 331, 0.875, 200, '[Cadene/pretrained...pytorch]'),  # noqa

diff --git a/tensorflow2/README.md b/tensorflow2/README.md
@@ -311,6 +311,7 @@ Some remarks:
 | HRNetV2-W44 | 19.63 | 4.88 | 67,064,984 | 14,945.95M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.541/hrnetv2_w44-0488-14fcc1a2.tf2.h5.log)) |
 | HRNetV2-W48 | 19.44 | 4.81 | 77,469,864 | 17,344.29M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.541/hrnetv2_w48-0481-7b8bb74f.tf2.h5.log)) |
 | HRNetV2-W64 | 19.50 | 4.79 | 128,059,944 | 28,974.95M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/hrnetv2_w64-0479-0bd946ed.tf2.h5.log)) |
+| VoVNet-27-slim | 31.86 | 11.54 | 3,525,736 | 2,187.25M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.551/vovnet27s-1154-f36b2e78.tf2.h5.log)) |
 | VoVNet-39 | 23.75 | 6.94 | 22,600,296 | 7,086.16M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/vovnet39-0694-ae8d6df0.tf2.h5.log)) |
 | VoVNet-57 | 22.42 | 6.23 | 36,640,296 | 8,943.09M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.505/vovnet57-0623-16133ef5.tf2.h5.log)) |
 | SelecSLS-42b | 21.79 | 5.98 | 32,458,248 | 2,980.62M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.493/selecsls42b-0598-6003cd2d.tf2.h5.log)) |
@@ -390,7 +391,7 @@ Some remarks:
 | ProxylessNAS Mob-14 | 22.93 | 6.53 | 6,857,568 | 597.10M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.424/proxylessnas_mobile14-0653-478b58cd.tf2.h5.log)) |
 | FBNet-Cb | 24.82 | 7.65 | 5,572,200 | 399.26M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.486/fbnet_cb-0765-1f5ffd7c.tf2.h5.log)) |
 | Xception | 20.41 | 5.20 | 22,855,952 | 8,403.63M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.544/xception-0520-9b570c49.tf2.h5.log)) |
-| InceptionV3 | 21.11 | 5.63 | 23,834,568 | 5,743.06M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.427/inceptionv3-0563-b0094c1c.tf2.h5.log)) |
+| InceptionV3 | 21.21 | 5.53 | 23,834,568 | 5,743.06M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.551/inceptionv3-0553-46ce02da.tf2.h5.log)) |
 | InceptionV4 | 19.94 | 5.06 | 42,679,816 | 12,304.93M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.543/inceptionv4-0506-62135f80.tf2.h5.log)) |
 | InceptionResNetV2 | 19.43 | 4.70 | 55,843,464 | 13,188.64M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.547/inceptionresnetv2-0470-7f761d81.tf2.h5.log)) |
 | PolyNet | 19.09 | 4.51 | 95,366,600 | 34,821.34M | From [Cadene/pretrained...pytorch] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.428/polynet-0451-e752c86b.tf2.h5.log)) |

diff --git a/tensorflow2/tf2cv/models/model_store.py b/tensorflow2/tf2cv/models/model_store.py
@@ -201,6 +201,7 @@
     ('hrnetv2_w44', '0488', '14fcc1a2c49eb808782f808b84a125629a677e29', 'v0.0.541', 'in1k', 0.875),
     ('hrnetv2_w48', '0481', '7b8bb74f095831ebc2c71f2bf9c765800ed36df5', 'v0.0.541', 'in1k', 0.875),
     ('hrnetv2_w64', '0479', '0bd946ed4729dc338f6299e403f348bcfda2ea8a', 'v0.0.543', 'in1k', 0.875),
+    ('vovnet27s', '1154', 'f36b2e780f19e2e6638d723a6572c887118feffb', 'v0.0.551', 'in1k', 0.875),
     ('vovnet39', '0694', 'ae8d6df08237ff093b87ee9864902d2a64ad3fb6', 'v0.0.493', 'in1k', 0.875),
     ('vovnet57', '0623', '16133ef5c2fb5472cd91ebe5733b5451b9e6e493', 'v0.0.505', 'in1k', 0.875),
     ('selecsls42b', '0598', '6003cd2dc23f95da22760bd04299505f55cf9504', 'v0.0.493', 'in1k', 0.875),
@@ -280,7 +281,7 @@
     ('proxylessnas_mobile14', '0653', '478b58cdb6c94007f786ec06a9e71a8dbc14507f', 'v0.0.424', 'in1k', 0.875),
     ('fbnet_cb', '0765', '1f5ffd7c9b72de05daa1d3a0b4ae298e3d15f235', 'v0.0.486', 'in1k', 0.875),
     ('xception', '0520', '9b570c498e25b7d92fbbe30e7c0abea6b3c203f6', 'v0.0.544', 'in1k', 0.875),
-    ('inceptionv3', '0563', 'b0094c1c279551394aa5c9709003c567324dcd70', 'v0.0.427', 'in1k', 0.875),
+    ('inceptionv3', '0553', '46ce02da21ff518199864e70a0bb201c8ecefc2c', 'v0.0.551', 'in1k', 0.875),
     ('inceptionv4', '0506', '62135f80437e8d069ec6656545ccd1df2490d81c', 'v0.0.543', 'in1k', 0.875),
     ('inceptionresnetv2', '0470', '7f761d8133fc70ec7194966e1fff4553eaad9f96', 'v0.0.547', 'in1k', 0.875),
     ('polynet', '0451', 'e752c86bbde4f5ce07ab6d079673a62a7565acf7', 'v0.0.428', 'in1k', 0.875),