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mobilenetv3-small-classification.yaml
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mobilenetv3-small-classification.yaml
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model:
task: classification
name: mobilenet_v3_small
checkpoint:
use_pretrained: True
load_head: False
path: ~
fx_model_path: ~
optimizer_path: ~
freeze_backbone: False
architecture:
full: ~ # auto
backbone:
name: mobilenetv3
params: ~
stage_params:
-
in_channels: [16]
kernel_sizes: [3]
expanded_channels: [16]
out_channels: [16]
use_se: [True]
act_type: ["relu"]
stride: [2]
-
in_channels: [16, 24]
kernel_sizes: [3, 3]
expanded_channels: [72, 88]
out_channels: [24, 24]
use_se: [False, False]
act_type: ["relu", "relu"]
stride: [2, 1]
-
in_channels: [24, 40, 40, 40, 48]
kernel_sizes: [5, 5, 5, 5, 5]
expanded_channels: [96, 240, 240, 120, 144]
out_channels: [40, 40, 40, 48, 48]
use_se: [True, True, True, True, True]
act_type: ["hard_swish", "hard_swish", "hard_swish", "hard_swish", "hard_swish"]
stride: [2, 1, 1, 1, 1]
-
in_channels: [48, 96, 96]
kernel_sizes: [5, 5, 5]
expanded_channels: [288, 576, 576]
out_channels: [96, 96, 96]
use_se: [True, True, True]
act_type: ["hard_swish", "hard_swish", "hard_swish"]
stride: [2, 1, 1]
head:
name: fc
params:
num_layers: 2
intermediate_channels: 1024
act_type: hard_swish
dropout_prob: 0.
losses:
- criterion: cross_entropy
label_smoothing: 0.1
weight: ~