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Published at November 27
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FreqX: What neural networks learn is what network designers say
cs.LG
cs.AI
Released Date: November 27, 2024
Authors:
Zechen Liu
Arxiv:
http://arxiv.org/abs/2411.18343v1
Method
Contain Texture
Batch Size
Time
Space (MB)
Need Entire Dataset
Need Auxiliary
Model/Training
EAC
✓
128
>24h
6660
No
Yes
CRAFT
✓
128
>24h
1566
Yes
No
LPI
No
32
13621.7
13621.7
13621.7
13621.7
s
✗
Yes
Yes
IntGrad
No
4
6087.34
6087.34
6087.34
6087.34
s
✗
No
No
DeepLift
No
64
𝟓𝟐𝟐
522
\bm{522}
bold_522
s
✗
No
No
FullGrad
No
12
1857.36
1857.36
1857.36
1857.36
s
✗
No
No
InputGrad
No
128
284.10
284.10
\bm{284.10}
bold_284.10
s
12294
No
No
SmoothGrad
No
128
6915.53
6915.53
6915.53
6915.53
s
12212
No
No
GradCam
No
128
286.56
286.56
\bm{286.56}
bold_286.56
s
13122
No
No
Ours
✓
128
638.70
638.70
\bm{638.70}
bold_638.70
s
15862
No
No
