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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
CIFAR-10 NAS-Bench-201 (val)
DCL-ENAS
Accuracy
94.37
86
4d ago
NAS-Bench-201 ImageNet-16-120 (test)
optimal
Accuracy
47.31
86
4d ago
NASBench-201 CIFAR-10
GenNAS
Retrieving Rate @ Top 10%
71
85
4d ago
NAS-Bench-201 CIFAR-10 (test)
Optimal
Accuracy
94.37
85
4d ago
ImageNet16-120 NAS-Bench-201 (val)
optimal
Accuracy
46.77
79
4d ago
NAS-Bench-201 CIFAR-100 (test)
optimal
Accuracy
73.51
78
4d ago
CIFAR-100 NAS-Bench-201 (val)
optimal
Accuracy
74.49
67
4d ago
Neural Design Spaces ImageNet
GenNAS
Retrieval Rate @ Top 10%
75
56
4d ago
NASBench-201 ImageNet16-120
DCL-ENAS
Rank
1
38
4d ago
HW-NAS-Bench (val)
AG-Net
Validation Accuracy
46.4
36
4d ago
HW-NAS-Bench Edge GPU
AG-Net
Accuracy
46.8
28
4d ago
NAS-Bench-101 1.0 (test)
Optimum
Test Accuracy
0.9432
22
4d ago
CIFAR-10 (test)
P-DARTS
Test Error Rate
2.5
21
4d ago
NAS-Bench-201 CIFAR-100
NPENAS-SSCCL
Accuracy
73.49
19
4d ago
NAS-Bench-101
DCL-ENAS
Accuracy
94.2
19
4d ago
NASBench-201 cifar100
DCL-ENAS
Rank
1
19
4d ago
NASBench-201 cifar10 (val)
DCL-ENAS
Rank
1
19
4d ago
NASBench-101
DCL-ENAS
Rank
1
19
4d ago
NAS-Bench-101 CIFAR-10 (test)
Optimal
Accuracy
94.32
18
4d ago
NAS
CMA-ES
Median Normalized Score
0.591
16
4d ago
HW-NAS-Bench Raspi 4
AG-Net
Accuracy
43.6
14
4d ago
NDS ENAS
ParZC
Spearman Correlation
0.69
13
4d ago
NDS NASNet
ParZC
Spearman Rho
0.549
13
4d ago
NDS DARTS
ParZC
Spearman Correlation Coefficient
0.678
13
4d ago
NAS-Bench-201 ImageNet-16-120
ParZC
Spearman's Tau
87.9
13
4d ago
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