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Explainable AI (XAI) Inference Efficiency on ImageNet (1000 images)
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7
Inference Time (s)
FEX
-5.248
77.426
160.1
242.774
May 29, 2024
Inference Time (s)
Peak Memory Usage (GB)
Time-Memory Product
Updated 2mo ago
Evaluation Results
Method
Method
Links
Inference Time (s)
Peak Memory Usage (GB)
Time-Memory Product
FEX
Backbone=pretrained Vi...
2024.05
7
2
14
FastSHAP
Backbone=pretrained Vi...
2024.05
11.6
1.2
13.9
GradCAM
Backbone=pretrained Vi...
2024.05
14.9
1.9
28.3
AttLRP
Backbone=pretrained Vi...
2024.05
106.8
2
213.6
RISE
Backbone=pretrained Vi...
2024.05
260.2
15.9
4,137.2
IG
Backbone=pretrained Vi...
2024.05
311.9
24.5
7,641.6
GradSHAP
Backbone=pretrained Vi...
2024.05
313.2
7.1
2,223.7
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