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Benchmarks
Image Classification on CIFAR-10 (Inference Efficiency)
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17.24
Latency (ms/iter)
SGD
14.6716
32.0083
49.345
66.6817
Jan 21, 2026
Latency (ms/iter)
Extra Rate
Memory Footprint (x Model)
Updated 4d ago
Evaluation Results
Method
Method
Links
Latency (ms/iter)
Extra Rate
Memory Footprint (x Model)
SGD
Model=VGG-19
2026.01
17.24
0
0
ZENITH
Model=VGG-19
2026.01
17.47
1.337
0
DoG
Model=VGG-19
2026.01
19.98
15.86
1
SPS
Model=VGG-19
2026.01
20.44
18.56
0
ALIG
Model=VGG-19
2026.01
20.47
18.72
0
DoWG
Model=VGG-19
2026.01
22.06
27.91
1
GeN
Model=VGG-19
2026.01
22.29
29.25
1
DAdapt
Model=VGG-19
2026.01
24.16
40.12
3
PAL
Model=VGG-19
2026.01
25.86
49.99
1
COCOB
Model=VGG-19
2026.01
25.95
50.49
5
Prodigy
Model=VGG-19
2026.01
29.14
68.97
4
L4
Model=VGG-19
2026.01
31.31
81.55
2
LQA
Model=VGG-19
2026.01
81.45
372.3
5
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