Update eff net config

2 files changed, 7 insertions, 20 deletions

diff --git a/text_recognizer/networks/efficientnet/efficientnet.py b/text_recognizer/networks/efficientnet/efficientnet.py
index de08457..2a712d8 100644
--- a/text_recognizer/networks/efficientnet/efficientnet.py
+++ b/text_recognizer/networks/efficientnet/efficientnet.py
@@ -61,14 +61,14 @@ class EfficientNet(nn.Module):
         """Builds the efficientnet backbone."""
         _block_args = block_args()[: self.depth]
         in_channels = 1  # BW
-        out_channels = round_filters(32, self.params)
+        out_channels = round_filters(16, self.params)
         self._conv_stem = nn.Sequential(
             nn.ZeroPad2d((0, 1, 0, 1)),
             nn.Conv2d(
                 in_channels=in_channels,
                 out_channels=out_channels,
                 kernel_size=3,
-                stride=self.stride,
+                stride=2,
                 bias=False,
             ),
             nn.BatchNorm2d(
@@ -98,19 +98,6 @@ class EfficientNet(nn.Module):
             nn.Conv2d(
                 in_channels,
                 self.out_channels,
-                kernel_size=2,
-                stride=self.stride,
-                bias=False,
-            ),
-            nn.BatchNorm2d(
-                num_features=self.out_channels,
-                momentum=self.bn_momentum,
-                eps=self.bn_eps,
-            ),
-            nn.Mish(inplace=True),
-            nn.Conv2d(
-                self.out_channels,
-                self.out_channels,
                 kernel_size=1,
                 stride=1,
                 bias=False,
diff --git a/text_recognizer/networks/efficientnet/utils.py b/text_recognizer/networks/efficientnet/utils.py
index 5234324..770f85b 100644
--- a/text_recognizer/networks/efficientnet/utils.py
+++ b/text_recognizer/networks/efficientnet/utils.py
@@ -72,13 +72,13 @@ def block_args() -> List[DictConfig]:
         "se_ratio",
     ]
     args = [
-        [1, 3, (1, 1), 1, 32, 16, 0.25],
+        [1, 3, (1, 1), 1, 16, 16, 0.25],
         [2, 3, (2, 2), 6, 16, 24, 0.25],
         [2, 5, (2, 2), 6, 24, 40, 0.25],
-        [3, 3, (2, 2), 6, 40, 80, 0.25],
-        [3, 5, (1, 1), 6, 80, 112, 0.25],
-        [4, 5, (2, 2), 6, 112, 192, 0.25],
-        [1, 3, (1, 1), 6, 192, 320, 0.25],
+        [3, 3, (2, 1), 6, 40, 80, 0.25],
+        [3, 5, (2, 1), 6, 80, 112, 0.25],
+        [4, 5, (2, 1), 6, 112, 192, 0.25],
+        [1, 3, (2, 1), 6, 192, 320, 0.25],
     ]
     block_args_ = []
     for row in args: