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Test-Time Training Computational Efficiency on Generic 224x224 input
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10
GFLOPs Measured
APM(s)
-10.76
129.37
269.5
409.63
Oct 27, 2024
GFLOPs Measured
Params (M)
Memory Measured (GB)
Memory Initial (GB)
GFLOPs Initial
Updated 4d ago
Evaluation Results
Method
Method
Links
GFLOPs Measured
Params (M)
Memory Measured (GB)
Memory Initial (GB)
GFLOPs Initial
APM(s)
t (TTT iterations)=2,...
2024.10
10
-
-
-
10
CLIP VIT-B/16 (teacher)
t (TTT iterations)=1,...
2024.10
20.5
149.2
1.8
1.8
20.5
APM(s)
t (TTT iterations)=1,...
2024.10
20.5
-
-
-
20.5
Swin
t (TTT iterations)=1-20
2024.10
353
87
1.5
1.4
308
CLIP VIT-B/16
t (TTT iterations)=1-20
2024.10
462
149.2
2.3
1.8
410
TPT
t (TTT iterations)=1-20
2024.10
529
151.3
3.1
2.7
476
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