Add lcnet_100 and mnasnet_small weights

README.md

@@ -23,6 +23,13 @@ I'm fortunate to be able to dedicate significant time and money of my own suppor
 
 ## What's New
 
+### Jan 6, 2022
+* Tried training a few smaller models, two are good so far, more on the way...
+  * `mnasnet_small` - 65.6 top-1
+  * `lcnet_100` - 72.1 top-1
+* TinyNet models added by [rsomani95](https://github.com/rsomani95)
+* LCNet added via MobileNetV3 architecture
+
 ### Nov 22, 2021
 * A number of updated weights anew new model defs
   * `eca_halonext26ts` - 79.5 @ 256

tests/test_models.py

@@ -350,6 +350,7 @@ if 'GITHUB_ACTIONS' in os.environ:
         'vit_large*',
         'vit_base_patch8*',
         'xcit_large*',
+        '*evob', '*evos',  # until norm_norm_norm branch is merged
     ]
 
 
@@ -427,7 +428,6 @@ if 'GITHUB_ACTIONS' not in os.environ:
         'deit_*_distilled_patch16_224',
         'levit*',
         'pit_*_distilled_224',
-        '*evob', '*evos',  # until norm_norm_norm branch is merged
     ] + EXCLUDE_FX_FILTERS
 
 

timm/models/efficientnet.py

@@ -77,7 +77,8 @@ default_cfgs = {
     'semnasnet_100': _cfg(
         url='https://github.com/rwightman/pytorch-image-models/releases/download/v0.1-weights/mnasnet_a1-d9418771.pth'),
     'semnasnet_140': _cfg(url=''),
-    'mnasnet_small': _cfg(url=''),
+    'mnasnet_small': _cfg(
+        url='https://github.com/rwightman/pytorch-image-models/releases/download/v0.1-weights/mnasnet_small-eb785140.pth'),
 
     'mobilenetv2_035': _cfg(
         url=''),

timm/models/mobilenetv3.py

@@ -82,7 +82,10 @@ default_cfgs = {
     "lcnet_035": _cfg(),
     "lcnet_050": _cfg(),
     "lcnet_075": _cfg(),
-    "lcnet_100": _cfg(),
+    "lcnet_100": _cfg(
+        url='https://github.com/rwightman/pytorch-image-models/releases/download/v0.1-weights/lcnet_100-a929038c.pth',
+        interpolation='bicubic',
+    ),
     "lcnet_150": _cfg(),
 }