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SOTA Neural Architecture Search benchmarks and papers with code | Wizwand
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Neural Architecture Search
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
NAS-Bench-201 ImageNet-16-120 (test)
Λ-DARTS
Accuracy
58.92
140
15d ago
CIFAR-10 NAS-Bench-201 (val)
DCL-ENAS
Accuracy
94.37
111
15d ago
NAS-Bench-201 CIFAR-10 (test)
Optimal
Accuracy
94.37
110
15d ago
ImageNet16-120 NAS-Bench-201 (val)
optimal
Accuracy
46.77
104
15d ago
NAS-Bench-201 CIFAR-100 (test)
optimal
Accuracy
73.51
103
15d ago
CIFAR-100 NAS-Bench-201 (val)
optimal
Accuracy
74.49
92
15d ago
NASBench-201 CIFAR-10
GenNAS
Retrieving Rate @ Top 10%
71
85
3mo ago
Neural Design Spaces ImageNet
GenNAS
Retrieval Rate @ Top 10%
75
56
3mo ago
CIFAR-100 (test)
DARTS-PT
Accuracy
83.6
41
2mo ago
CIFAR-10 (test)
DARTS-PT
Test Accuracy
97.42
41
2mo ago
NASBench-201 ImageNet16-120
DCL-ENAS
Rank
1
38
3mo ago
HW-NAS-Bench (val)
AG-Net
Validation Accuracy
46.4
36
3mo ago
HW-NAS-Bench Edge GPU
AG-Net
Accuracy
46.8
28
3mo ago
NAS-Bench-201 CIFAR-100
NPENAS-SSCCL
Accuracy
73.49
24
2mo ago
NAS-Bench-101 1.0 (test)
Optimum
Test Accuracy
0.9432
22
3mo ago
NAS-Bench-101
DCL-ENAS
Accuracy
94.2
19
3mo ago
NASBench-201 cifar100
DCL-ENAS
Rank
1
19
3mo ago
NASBench-201 cifar10 (val)
DCL-ENAS
Rank
1
19
3mo ago
NASBench-101
DCL-ENAS
Rank
1
19
3mo ago
NAS-Bench-101 CIFAR-10 (test)
Optimal
Accuracy
94.32
18
3mo ago
NAS
CMA-ES
Median Normalized Score
0.591
16
3mo ago
HW-NAS-Bench Raspi 4
AG-Net
Accuracy
43.6
14
3mo ago
NDS ENAS
ParZC
Spearman Correlation
0.69
13
3mo ago
NDS NASNet
ParZC
Spearman Rho
0.549
13
3mo ago
NDS DARTS
ParZC
Spearman Correlation Coefficient
0.678
13
3mo ago
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