Update info about ResNet-BC-26b model for IN1K

Swapnil2095 · Apr 25, 2019 · 1b96867 · 1b96867
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diff --git a/chainer_/README.md b/chainer_/README.md
@@ -127,6 +127,7 @@ Some remarks:
 | ResNet-18 x0.75 | 29.98 | 10.67 | 8,476,056 | 1,129.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.266/resnet18_w3d4-1067-4defa49f.npz.log)) |
 | ResNet-18 | 28.08 | 9.59 | 11,689,512 | 1,820.41M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.153/resnet18-0959-d80fbe60.npz.log)) |
 | ResNet-26 | 26.14 | 8.36 | 17,960,232 | 2,746.79M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.305/resnet26-0836-ebd61df8.npz.log)) |
+| ResNet-BC-26b | 24.82 | 7.55 | 15,995,176 | 2,356.67M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.313/resnetbc26b-0755-74cf9fe9.npz.log)) |
 | ResNet-34 | 24.51 | 7.46 | 21,797,672 | 3,672.68M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.291/resnet34-0746-1856e049.npz.log)) |
 | ResNet-50 | 22.61 | 6.41 | 25,557,032 | 3,877.95M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.147/resnet50-0641-ca0cd7a1.npz.log)) |
 | ResNet-50b | 22.08 | 6.15 | 25,557,032 | 4,110.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.308/resnet50b-0615-32bc835e.npz.log)) |
@@ -167,7 +168,7 @@ Some remarks:
 | PyramidNet-101 (a=360) | 22.66 | 6.49 | 42,455,070 | 8,743.54M | From [dyhan0920/Pyramid...PyTorch] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.104/pyramidnet101_a360-0649-b68c786b.npz.log)) |
 | DiracNetV2-18 | 30.60 | 11.13 | 11,511,784 | 1,796.62M | From [szagoruyko/diracnets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.111/diracnet18v2-1113-b85b43d1.npz.log)) |
 | DiracNetV2-34 | 27.90 | 9.48 | 21,616,232 | 3,646.93M | From [szagoruyko/diracnets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.111/diracnet34v2-0948-0245163a.npz.log)) |
-| DenseNet-121 | 25.04 | 7.79 | 7,978,856 | 2,872.13M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.29/densenet121-0779-06d5ebbf.npz.log)) |
+| DenseNet-121 | 23.24 | 6.83 | 7,978,856 | 2,872.13M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.314/densenet121-0683-4caa2458.npz.log)) |
 | DenseNet-161 | 22.36 | 6.20 | 28,681,000 | 7,793.16M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.29/densenet161-0620-6d05f3b9.npz.log)) |
 | DenseNet-169 | 23.85 | 6.86 | 14,149,480 | 3,403.89M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.29/densenet169-0686-1978656b.npz.log)) |
 | DenseNet-201 | 22.64 | 6.29 | 20,013,928 | 4,347.15M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.29/densenet201-0629-77702939.npz.log)) |

diff --git a/chainer_/chainercv2/models/model_store.py b/chainer_/chainercv2/models/model_store.py
@@ -30,6 +30,7 @@
     ('resnet18_w3d4', '1067', '4defa49f9173d881ac7c3f9595db1d176d4be122', 'v0.0.266'),
     ('resnet18', '0959', 'd80fbe604f4d4580f72a523e0577e75b2d4d0661', 'v0.0.153'),
     ('resnet26', '0836', 'ebd61df8afbfcddbc56e169c01fa540081122876', 'v0.0.305'),
+    ('resnetbc26b', '0755', '74cf9fe93063636e46bcae0ab00ce02e34be9ae5', 'v0.0.313'),
     ('resnet34', '0746', '1856e049c0f6c18c1812b51e56f7d26efde52733', 'v0.0.291'),
     ('resnet50', '0641', 'ca0cd7a1b40ea232bd20fd5312ca48b81c80b27e', 'v0.0.147'),
     ('resnet50b', '0615', '32bc835e3844b1da62a31198047304b5dc6f799d', 'v0.0.308'),
@@ -70,7 +71,7 @@
     ('pyramidnet101_a360', '0649', 'b68c786b43512e4297ce00756bd32f8beaa418ba', 'v0.0.104'),
     ('diracnet18v2', '1113', 'b85b43d13697dfbddbea6e46dea4766359fff7e5', 'v0.0.111'),
     ('diracnet34v2', '0948', '0245163a5c947bd6e07a743f17e6ca92c79c84da', 'v0.0.111'),
-    ('densenet121', '0779', '06d5ebbf5b3f923ce8863268995ab5ed0f5b5019', 'v0.0.29'),
+    ('densenet121', '0683', '4caa2458d39ef6dc467ef3d1a2921ce214b9ddda', 'v0.0.314'),
     ('densenet161', '0620', '6d05f3b9991bc570cb35fff22410d2065b667835', 'v0.0.29'),
     ('densenet169', '0686', '1978656b46c2b7de94c1e12350c74f492d683f7e', 'v0.0.29'),
     ('densenet201', '0629', '7770293931c03c2852115267dde3100d7140bbba', 'v0.0.29'),

diff --git a/gluon/README.md b/gluon/README.md
@@ -140,6 +140,7 @@ bottleneck block. Respectively a network without b-suffix has the stride in the
 | ResNet-18 x0.75 | 30.00 | 10.66 | 8,476,056 | 1,129.45M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.266/resnet18_w3d4-1066-1a574a41.params.log)) |
 | ResNet-18 | 28.09 | 9.51 | 11,689,512 | 1,820.41M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.153/resnet18-0951-98a2545b.params.log)) |
 | ResNet-26 | 26.14 | 8.37 | 17,960,232 | 2,746.79M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.305/resnet26-0837-d81d836f.params.log)) |
+| ResNet-BC-26b | 24.86 | 7.58 | 15,995,176 | 2,356.67M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.313/resnetbc26b-0758-2b5e8d08.params.log)) |
 | ResNet-34 | 24.53 | 7.43 | 21,797,672 | 3,672.68M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.291/resnet34-0743-5cdeeccd.params.log)) |
 | ResNet-50 | 22.65 | 6.41 | 25,557,032 | 3,877.95M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.147/resnet50-0641-1eaa883b.params.log)) |
 | ResNet-50b | 22.06 | 6.11 | 25,557,032 | 4,110.48M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.308/resnet50b-0611-ca12f8d8.params.log)) |
@@ -187,7 +188,7 @@ bottleneck block. Respectively a network without b-suffix has the stride in the
 | DiracNetV2-18 | 30.61 | 11.17 | 11,511,784 | 1,796.62M | From [szagoruyko/diracnets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.111/diracnet18v2-1117-27601f6f.params.log)) |
 | DiracNetV2-34 | 27.93 | 9.46 | 21,616,232 | 3,646.93M | From [szagoruyko/diracnets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.111/diracnet34v2-0946-1faa6f12.params.log)) |
 | CRU-Net-56 | 25.72 | 8.25 | 25,609,384 | 5,660.66M | From [cypw/CRU-Net] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.197/crunet56-0825-ad16523b.params.log)) |
-| DenseNet-121 | 25.11 | 7.80 | 7,978,856 | 2,872.13M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.3/densenet121-0780-49b72d04.params.log)) |
+| DenseNet-121 | 23.25 | 6.85 | 7,978,856 | 2,872.13M | Training ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.314/densenet121-0685-d3a1fae8.params.log)) |
 | DenseNet-161 | 22.40 | 6.18 | 28,681,000 | 7,793.16M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.3/densenet161-0618-52e30516.params.log)) |
 | DenseNet-169 | 23.89 | 6.89 | 14,149,480 | 3,403.89M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.3/densenet169-0689-281ec06b.params.log)) |
 | DenseNet-201 | 22.71 | 6.36 | 20,013,928 | 4,347.15M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.3/densenet201-0636-65b5d389.params.log)) |

diff --git a/gluon/gluoncv2/models/model_store.py b/gluon/gluoncv2/models/model_store.py
@@ -30,6 +30,7 @@
     ('resnet18_w3d4', '1066', '1a574a4198a5bbf01572c2b3f091eb824ff8196e', 'v0.0.266'),
     ('resnet18', '0951', '98a2545bf310e974848d96dee8da9095db623fbc', 'v0.0.153'),
     ('resnet26', '0837', 'd81d836f0e8808d7bc3d85db08207b91d4b2c68f', 'v0.0.305'),
+    ('resnetbc26b', '0758', '2b5e8d0888936a340ea13c7e8ba30b237cd62f1c', 'v0.0.313'),
     ('resnet34', '0743', '5cdeeccda6f87fe13aed279213006061a8b42037', 'v0.0.291'),
     ('resnet50', '0641', '1eaa883b422b797657160ac4efa3390271657243', 'v0.0.147'),
     ('resnet50b', '0611', 'ca12f8d804000bf5202e2e3838dec7ef6b772149', 'v0.0.308'),
@@ -77,7 +78,7 @@
     ('diracnet18v2', '1117', '27601f6fa54e3b10d77981f30650d7a9d4bce91e', 'v0.0.111'),
     ('diracnet34v2', '0946', '1faa6f1245e152d1a3e12de4b5dc1ba554bc3bb8', 'v0.0.111'),
     ('crunet56', '0825', 'ad16523bfa306aefae5f931ed3bd6d01cd6d1804', 'v0.0.197'),
-    ('densenet121', '0780', '49b72d04bace00bb1964b38cec13d19059a14e86', 'v0.0.3'),
+    ('densenet121', '0685', 'd3a1fae8b311343498f736e494d60d32e35debfb', 'v0.0.314'),
     ('densenet161', '0618', '52e30516e566bdef53dcb417f86849530c83d0d1', 'v0.0.3'),
     ('densenet169', '0689', '281ec06b02f407b4523245622371da669a287044', 'v0.0.3'),
     ('densenet201', '0636', '65b5d389b1f2a18c62dc39f74960266c601fec76', 'v0.0.3'),

diff --git a/keras_/README.md b/keras_/README.md
@@ -86,6 +86,7 @@ Some remarks:
 | ResNet-18 x0.75 | 29.98 | 10.66 | 8,476,056 | 1,129.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.266/resnet18_w3d4-1066-afa3a239.h5.log)) |
 | ResNet-18 | 28.08 | 9.52 | 11,689,512 | 1,820.41M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.153/resnet18-0952-0817d058.h5.log)) |
 | ResNet-26 | 26.12 | 8.37 | 17,960,232 | 2,746.79M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.305/resnet26-0837-b3c764c0.h5.log)) |
+| ResNet-BC-26b | 24.85 | 7.59 | 15,995,176 | 2,356.67M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.313/resnetbc26b-0759-a1916fd0.h5.log)) |
 | ResNet-34 | 24.53 | 7.44 | 21,797,672 | 3,672.68M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.291/resnet34-0744-d366daf8.h5.log)) |
 | ResNet-50 | 22.63 | 6.41 | 25,557,032 | 3,877.95M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.147/resnet50-0641-38a4c231.h5.log)) |
 | ResNet-50b | 22.06 | 6.10 | 25,557,032 | 4,110.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.308/resnet50b-0610-8a54fb83.h5.log)) |
@@ -118,7 +119,7 @@ Some remarks:
 | SE-ResNeXt-50 (32x4d) | 21.05 | 5.57 | 27,559,896 | 4,258.40M | From [Cadene/pretrained...pytorch] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.53/seresnext50_32x4d-0557-997ef4dd.h5.log)) |
 | SE-ResNeXt-101 (32x4d) | 19.98 | 4.99 | 48,955,416 | 8,008.26M | From [Cadene/pretrained...pytorch] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.53/seresnext101_32x4d-0499-59e4e584.h5.log)) |
 | SENet-154 | 18.83 | 4.65 | 115,088,984 | 20,745.78M | From [Cadene/pretrained...pytorch] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.54/senet154-0465-962aeede.h5.log)) |
-| DenseNet-121 | 25.09 | 7.80 | 7,978,856 | 2,872.13M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.55/densenet121-0780-52b0611c.h5.log)) |
+| DenseNet-121 | 23.23 | 6.84 | 7,978,856 | 2,872.13M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.314/densenet121-0684-7c6d506a.h5.log)) |
 | DenseNet-161 | 22.39 | 6.18 | 28,681,000 | 7,793.16M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.55/densenet161-0618-070fcb45.h5.log)) |
 | DenseNet-169 | 23.88 | 6.89 | 14,149,480 | 3,403.89M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.55/densenet169-0689-ae41b4a6.h5.log)) |
 | DenseNet-201 | 22.69 | 6.35 | 20,013,928 | 4,347.15M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.55/densenet201-0635-cf3afbb2.h5.log)) |

diff --git a/keras_/kerascv/models/model_store.py b/keras_/kerascv/models/model_store.py
@@ -34,6 +34,7 @@
     ('resnet18_w3d4', '1066', 'afa3a2391bfb24bc46a19ad0332fc9824418a8a7', 'v0.0.266'),
     ('resnet18', '0952', '0817d05847105afe00b42c99ab4dc8031f196fbe', 'v0.0.153'),
     ('resnet26', '0837', 'b3c764c0a35c1e2bca5d0526a72fc2b007f72f97', 'v0.0.305'),
+    ('resnetbc26b', '0759', 'a1916fd0f4ffa2d116c20be61d7f78c52aaea58b', 'v0.0.313'),
     ('resnet34', '0744', 'd366daf86c928d3aa2efd63328fa37e918d6fa32', 'v0.0.291'),
     ('resnet50', '0641', '38a4c2318728ab3164f5954f020eb87ba8de0b79', 'v0.0.147'),
     ('resnet50b', '0610', '8a54fb83791e86cdc190fc9a35cfab30c70d394b', 'v0.0.308'),
@@ -66,7 +67,7 @@
     ('seresnext50_32x4d', '0557', '997ef4dd811c2f126f685d91af61a0dad96a7d26', 'v0.0.53'),
     ('seresnext101_32x4d', '0499', '59e4e5846d8e78601c255102f302c89b2d9402e7', 'v0.0.53'),
     ('senet154', '0465', '962aeede627d5196eaf0cf8c25b6f7281f62e9ea', 'v0.0.54'),
-    ('densenet121', '0780', '52b0611c336904038764ed777ccad356ede89b21', 'v0.0.55'),
+    ('densenet121', '0684', '7c6d506aa37ffdbab6fbe8ee45f8ef8d9b505fa2', 'v0.0.314'),
     ('densenet161', '0618', '070fcb455db45c45aeb67fa4fb0fda4a89b7ef45', 'v0.0.55'),
     ('densenet169', '0689', 'ae41b4a6e3008020b71ec75705cefe35b244dc80', 'v0.0.55'),
     ('densenet201', '0635', 'cf3afbb259163bb76eee519f9d43ddbdf0a583b9', 'v0.0.55'),

diff --git a/pytorch/README.md b/pytorch/README.md
@@ -136,6 +136,7 @@ OpenCV `Resize` transformation instead of PIL one quality evaluation results wil
 | ResNet-18 x0.75 | 30.40 | 11.06 | 8,476,056 | 1,129.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.266/resnet18_w3d4-1106-3636648b.pth.log)) |
 | ResNet-18 | 28.53 | 9.82 | 11,689,512 | 1,820.41M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.153/resnet18-0982-0126861b.pth.log)) |
 | ResNet-26 | 26.30 | 8.54 | 17,960,232 | 2,746.79M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.305/resnet26-0854-25834733.pth.log)) |
+| ResNet-BC-26b | 25.09 | 7.97 | 15,995,176 | 2,356.67M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.313/resnetbc26b-0797-7af52a73.pth.log)) |
 | ResNet-34 | 24.84 | 7.80 | 21,797,672 | 3,672.68M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.291/resnet34-0780-3f775482.pth.log)) |
 | ResNet-50 | 22.96 | 6.58 | 25,557,032 | 3,877.95M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.147/resnet50-0658-828686d7.pth.log)) |
 | ResNet-50b | 22.39 | 6.38 | 25,557,032 | 4,110.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.308/resnet50b-0638-8a5473ef.pth.log)) |
@@ -182,7 +183,7 @@ OpenCV `Resize` transformation instead of PIL one quality evaluation results wil
 | PyramidNet-101 (a=360) | 21.98 | 6.20 | 42,455,070 | 8,743.54M | From [dyhan0920/Pyramid...PyTorch] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.104/pyramidnet101_a360-0620-3a24427b.pth.log)) |
 | DiracNetV2-18 | 31.47 | 11.70 | 11,511,784 | 1,796.62M | From [szagoruyko/diracnets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.111/diracnet18v2-1170-e0673770.pth.log)) |
 | DiracNetV2-34 | 28.75 | 9.93 | 21,616,232 | 3,646.93M | From [szagoruyko/diracnets] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.111/diracnet34v2-0993-a6a661c0.pth.log)) |
-| DenseNet-121 | 25.57 | 8.03 | 7,978,856 | 2,872.13M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.3/densenet121-0803-f994107a.pth.log)) |
+| DenseNet-121 | 23.48 | 7.04 | 7,978,856 | 2,872.13M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.314/densenet121-0704-cf90d139.pth.log)) |
 | DenseNet-161 | 22.86 | 6.44 | 28,681,000 | 7,793.16M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.3/densenet161-0644-c0fb22c8.pth.log)) |
 | DenseNet-169 | 24.40 | 7.19 | 14,149,480 | 3,403.89M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.3/densenet169-0719-27139105.pth.log)) |
 | DenseNet-201 | 23.10 | 6.63 | 20,013,928 | 4,347.15M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.3/densenet201-0663-71ece4ad.pth.log)) |

diff --git a/pytorch/pytorchcv/models/model_store.py b/pytorch/pytorchcv/models/model_store.py
@@ -30,6 +30,7 @@
     ('resnet18_w3d4', '1106', '3636648b504e1ba134947743eb34dd0e78feda02', 'v0.0.266'),
     ('resnet18', '0982', '0126861b4cd7f7b14196b1e01827da688f8bab6d', 'v0.0.153'),
     ('resnet26', '0854', '258347330aefca1c2387583680f812c9d6a8a66c', 'v0.0.305'),
+    ('resnetbc26b', '0797', '7af52a73b234dc56ab4b0757cf3ea772d0699622', 'v0.0.313'),
     ('resnet34', '0780', '3f775482a327e5fc4850fbb77785bfc55e171e5f', 'v0.0.291'),
     ('resnet50', '0658', '828686d7a4b0bef906d7bcc115efd894fc5c1e0a', 'v0.0.147'),
     ('resnet50b', '0638', '8a5473ef985d65076a3758117ad5700d726bd952', 'v0.0.308'),
@@ -76,7 +77,7 @@
     ('pyramidnet101_a360', '0620', '3a24427baf21ee6566d7e4c7dee25da0e5744f7f', 'v0.0.104'),
     ('diracnet18v2', '1170', 'e06737707a1f5a5c7fe4e57da92ed890b034cb9a', 'v0.0.111'),
     ('diracnet34v2', '0993', 'a6a661c0c3e96af320e5b9bf65a6c8e5e498a474', 'v0.0.111'),
-    ('densenet121', '0803', 'f994107a83aed162916ff89e2ded4c5af5bc6457', 'v0.0.3'),
+    ('densenet121', '0704', 'cf90d1394d197fde953f57576403950345bd0a66', 'v0.0.314'),
     ('densenet161', '0644', 'c0fb22c83e8077a952ce1a0c9703d1a08b2b9e3a', 'v0.0.3'),
     ('densenet169', '0719', '271391051775ba9bbf458a6bd77af4b3007dc892', 'v0.0.3'),
     ('densenet201', '0663', '71ece4ad7be5d1e2aa4bbf6f1a6b32ac2562d847', 'v0.0.3'),

diff --git a/tensorflow_/README.md b/tensorflow_/README.md
@@ -86,6 +86,7 @@ Some remarks:
 | ResNet-18 x0.75 | 30.00 | 10.69 | 8,476,056 | 1,129.45M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.266/resnet18_w3d4-1066-afa3a239.h5.log)) |
 | ResNet-18 | 28.16 | 9.56 | 11,689,512 | 1,820.41M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.153/resnet18-0956-b4fc7198.tf.npz.log)) |
 | ResNet-26 | 26.13 | 8.38 | 17,960,232 | 2,746.79M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.305/resnet26-0838-f647811d.tf.npz.log)) |
+| ResNet-BC-26b | 24.81 | 7.57 | 15,995,176 | 2,356.67M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.313/resnetbc26b-0757-55c88013.tf.npz.log)) |
 | ResNet-34 | 24.57 | 7.42 | 21,797,672 | 3,672.68M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.291/resnet34-0742-8faa0ab2.tf.npz.log)) |
 | ResNet-50 | 22.61 | 6.42 | 25,557,032 | 3,877.95M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.147/resnet50-0642-39e88383.tf.npz.log)) |
 | ResNet-50b | 22.03 | 6.09 | 25,557,032 | 4,110.48M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.308/resnet50b-0609-4b684173.tf.npz.log)) |
@@ -118,7 +119,7 @@ Some remarks:
 | SE-ResNeXt-50 (32x4d) | 21.01 | 5.53 | 27,559,896 | 4,258.40M | From [Cadene/pretrained...pytorch] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.76/seresnext50_32x4d-0553-20723214.tf.npz.log)) |
 | SE-ResNeXt-101 (32x4d) | 19.99 | 4.97 | 48,955,416 | 8,008.26M | From [Cadene/pretrained...pytorch] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.76/seresnext101_32x4d-0497-268d7d22.tf.npz.log)) |
 | SENet-154 | 18.77 | 4.63 | 115,088,984 | 20,745.78M | From [Cadene/pretrained...pytorch] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.86/senet154-0463-c86eaaed.tf.npz.log)) |
-| DenseNet-121 | 25.16 | 7.82 | 7,978,856 | 2,872.13M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.77/densenet121-0782-1bfa61d4.tf.npz.log)) |
+| DenseNet-121 | 23.21 | 6.88 | 7,978,856 | 2,872.13M | Converted from GL model ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.314/densenet121-0688-e3bccdc5.tf.npz.log)) |
 | DenseNet-161 | 22.40 | 6.17 | 28,681,000 | 7,793.16M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.77/densenet161-0617-9deca33a.tf.npz.log)) |
 | DenseNet-169 | 23.93 | 6.87 | 14,149,480 | 3,403.89M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.77/densenet169-0687-23910539.tf.npz.log)) |
 | DenseNet-201 | 22.70 | 6.35 | 20,013,928 | 4,347.15M | From [dmlc/gluon-cv] ([log](https://github.com/osmr/imgclsmob/releases/download/v0.0.77/densenet201-0635-5eda7895.tf.npz.log)) |