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Higher weight decay leads to higher accuracy
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Higher weight decay leads to higher accuracy
Lukas Biewald
Created on September 1
|
Last edited on September 1
Comment
Section 1
Parameter importance with respect to
acc
Parameters
1-10
of 12
Config parameter
Importance
Correlation
num_valid
num_valid
num_train
num_train
epochs
epochs
bn_weight_decay
bn_weight_decay
training_stages
training_stages
learning_rate
learning_rate
weight_decay
weight_decay
pretrained
pretrained
batch_size
batch_size
one_cycle
one_cycle
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iou
iou
0
5
10
15
Step
0.72
0.74
0.76
0.78
0.8
road_acc, car_acc
road_acc, car_acc
0
10
20
30
Step
0.86
0.88
0.9
0.92
0.94
0.96
human_acc, iou, car_acc
human_acc, iou, car_acc
10
20
30
40
Time (minutes)
0
0.2
0.4
0.6
0.8
Run set
2
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