Neural Architecture Search On Imagenet

Metriken

Accuracy

FLOPs

Params

Top-1 Error Rate

Ergebnisse

Leistungsergebnisse verschiedener Modelle zu diesem Benchmark

Modellname	Accuracy	FLOPs	Params	Top-1 Error Rate	Paper Title	Repository
DNA-d	78.4	611M	6.4M	21.6	Blockwisely Supervised Neural Architecture Search with Knowledge Distillation	-
b-DARTS (CIFAR-10)	-	-	-	23.9	$β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search
HardcoreNAS_A	75.9	-	-	24.1	HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search
DARTS	73.3	-	4.9	26.7	DARTS: Differentiable Architecture Search
μDARTS	78.76	-	602M	21.24	$μ$DARTS: Model Uncertainty-Aware Differentiable Architecture Search	-
AlphaNet-A2	79.2	317M	-	20.8	AlphaNet: Improved Training of Supernets with Alpha-Divergence
NAT-M4	80.5	-	9.1M	19.5	Neural Architecture Transfer
EvNAS-C	74.9	-	4.9	25.1	Evolving Neural Architecture Using One Shot Model
SPOS (FBNet-C latency)	75.1	-	-	-	Single Path One-Shot Neural Architecture Search with Uniform Sampling
DenseNAS-Large	-	479M	-	23.9	Densely Connected Search Space for More Flexible Neural Architecture Search
HardcoreNAS_E_KD	80.1	-	-	19.9	HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search
ISyNet-N1-S1	-	-	-	22.7	ISyNet: Convolutional Neural Networks design for AI accelerator
HardcoreNAS_D_KD	79.5	-	-	20.5	HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search
iDARTS (ImageNet)	-	-	5.1M	24.7	iDARTS: Improving DARTS by Node Normalization and Decorrelation Discretization	-
SharpSepConvDARTS	74.1	-	4.9M	25.1	sharpDARTS: Faster and More Accurate Differentiable Architecture Search
DeepMAD-50M	83.9	8.7G	50M	16.1	DeepMAD: Mathematical Architecture Design for Deep Convolutional Neural Network
AlphaNet-A1	79.0	279M	-	21.0	AlphaNet: Improved Training of Supernets with Alpha-Divergence
AlphaNet-A6	80.8	709M	-	19.2	AlphaNet: Improved Training of Supernets with Alpha-Divergence
EvNAS-B	75.6	-	5.3	24.4	Evolving Neural Architecture Using One Shot Model
FairNAS-B	75.1	-	4.5M	24.9	FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search

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