AutoML on ImageNet

Metric: Top-1 Error Rate (lower is better)

LeaderboardDataset

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#	Model↕	Top-1 Error Rate▲	Augmentations	Paper	Date↕	Code
1	DeepMAD-50M	16.1	No	DeepMAD: Mathematical Architecture Design for De...	2023-03-05	Code
2	ZenNAS (1.2ms)	16.4	No	Zen-NAS: A Zero-Shot NAS for High-Performance De...	2021-02-01	Code
3	GPUNet-D3	16.4	No	GPUNet: Searching the Deployable Convolution Neu...	2022-04-26	Code
4	GPUNet-D1	17.5	No	GPUNet: Searching the Deployable Convolution Neu...	2022-04-26	Code
5	FBNetV3-G	17.7	No	FBNetV3: Joint Architecture-Recipe Search using ...	2020-06-03	Code
6	BossNet-T1+	17.8	No	BossNAS: Exploring Hybrid CNN-transformers with ...	2021-03-23	Code
7	NASViT-A5	18.2	No	-	-	Code
8	FBNetV5	18.2	No	FBNetV5: Neural Architecture Search for Multiple...	2021-11-19	-
9	FBNetV5-A-CLS	18.3	No	FBNetV5: Neural Architecture Search for Multiple...	2021-11-19	-
10	NASViT-A4	18.6	No	-	-	Code
11	NASViT-A3	19	No	-	-	Code
12	AlphaNet-A6	19.2	No	AlphaNet: Improved Training of Supernets with Al...	2021-02-16	Code
13	UniNet-B0	19.2	No	UniNet: Unified Architecture Search with Convolu...	2022-07-12	Code
14	AlphaNet-A5 (base)	19.4	No	AlphaNet: Improved Training of Supernets with Al...	2021-02-16	Code
15	NAT-M4	19.5	No	Neural Architecture Transfer	2020-05-12	Code
16	NASViT-A2	19.5	No	-	-	Code
17	NSGANetV2-xl	19.6	No	NSGANetV2: Evolutionary Multi-Objective Surrogat...	2020-07-20	Code
18	FBNetV3-E	19.6	No	FBNetV3: Joint Architecture-Recipe Search using ...	2020-06-03	Code
19	AlphaNet-A5 (small)	19.7	No	AlphaNet: Improved Training of Supernets with Al...	2021-02-16	Code
20	ISyNet-N3	19.84	No	ISyNet: Convolutional Neural Networks design for...	2021-09-04	Code
21	HardcoreNAS_E_KD	19.9	No	HardCoRe-NAS: Hard Constrained diffeRentiable Ne...	2021-02-23	Code
22	AttentiveNAS-A5	19.9	No	AttentiveNAS: Improving Neural Architecture Sear...	2020-11-18	Code
23	AlphaNet-A4	20	No	AlphaNet: Improved Training of Supernets with Al...	2021-02-16	Code
24	NAT-M3	20.1	No	Neural Architecture Transfer	2020-05-12	Code
25	AttentiveNAS-A4	20.2	No	AttentiveNAS: Improving Neural Architecture Sear...	2020-11-18	Code
26	SEDONA (ResNet-152 Aux. Ens., K=4)	20.2	No	-	-	Code
27	NASViT-A1	20.3	No	-	-	Code
28	GPUNet-D0	20.3	No	GPUNet: Searching the Deployable Convolution Neu...	2022-04-26	Code
29	FBNetV3-C	20.4	No	FBNetV3: Joint Architecture-Recipe Search using ...	2020-06-03	Code
30	BigNASModel-L	20.5	No	BigNAS: Scaling Up Neural Architecture Search wi...	2020-03-24	Code
31	HardcoreNAS_D_KD	20.5	No	HardCoRe-NAS: Hard Constrained diffeRentiable Ne...	2021-02-23	Code
32	ISyNet-N2	20.59	No	ISyNet: Convolutional Neural Networks design for...	2021-09-04	Code
33	AlphaNet-A3	20.6	No	AlphaNet: Improved Training of Supernets with Al...	2021-02-16	Code
34	AlphaNet-A2	20.8	No	AlphaNet: Improved Training of Supernets with Al...	2021-02-16	Code
35	NSGANetV2-l	20.9	No	NSGANetV2: Evolutionary Multi-Objective Surrogat...	2020-07-20	Code
36	AttentiveNAS-A3	20.9	No	AttentiveNAS: Improving Neural Architecture Sear...	2020-11-18	Code
37	AlphaNet-A1	21	No	AlphaNet: Improved Training of Supernets with Al...	2021-02-16	Code
38	SEDONA (ResNet-152, K=4)	21.09	No	-	-	Code
39	BigNASModel-M	21.1	No	BigNAS: Scaling Up Neural Architecture Search wi...	2020-03-24	Code
40	HardcoreNAS_C_KD	21.1	No	HardCoRe-NAS: Hard Constrained diffeRentiable Ne...	2021-02-23	Code
41	HardcoreNAS_B_KD	21.2	No	HardCoRe-NAS: Hard Constrained diffeRentiable Ne...	2021-02-23	Code
42	AttentiveNAS-A2	21.2	No	AttentiveNAS: Improving Neural Architecture Sear...	2020-11-18	Code
43	μDARTS	21.24	No	$μ$DARTS: Model Uncertainty-Aware Differentiable...	2021-07-24	-
44	NAT-M2	21.4	No	Neural Architecture Transfer	2020-05-12	Code
45	LayerNAS-600M	21.4	No	LayerNAS: Neural Architecture Search in Polynomi...	2023-04-23	-
46	ISyNet-N1-S3	21.45	No	ISyNet: Convolutional Neural Networks design for...	2021-09-04	Code
47	DNA-d	21.6	No	Blockwisely Supervised Neural Architecture Searc...	2019-11-29	Code
48	AttentiveNAS-A1	21.6	No	AttentiveNAS: Improving Neural Architecture Sear...	2020-11-18	Code
49	NSGANetV2-m	21.7	No	NSGANetV2: Evolutionary Multi-Objective Surrogat...	2020-07-20	Code
50	HardcoreNAS_A_KD	21.7	No	HardCoRe-NAS: Hard Constrained diffeRentiable Ne...	2021-02-23	Code
51	NASViT-A0	21.8	No	-	-	Code
52	HardcoreNAS_F	21.9	No	HardCoRe-NAS: Hard Constrained diffeRentiable Ne...	2021-02-23	Code
53	FBNetV3-A	22	No	FBNetV3: Joint Architecture-Recipe Search using ...	2020-06-03	Code
54	NoisyDARTS-A	22.1	No	Noisy Differentiable Architecture Search	2020-05-07	Code
55	AlphaNet-A0	22.1	No	AlphaNet: Improved Training of Supernets with Al...	2021-02-16	Code
56	HardcoreNAS_E	22.1	No	HardCoRe-NAS: Hard Constrained diffeRentiable Ne...	2021-02-23	Code
57	ISyNet-N1-S2	22.15	No	ISyNet: Convolutional Neural Networks design for...	2021-09-04	Code
58	DNA-c	22.2	No	Blockwisely Supervised Neural Architecture Searc...	2019-11-29	Code
59	ZenNAS (0.1ms)	22.2	No	Zen-NAS: A Zero-Shot NAS for High-Performance De...	2021-02-01	Code
60	AutoNL-L	22.3	No	Neural Architecture Search for Lightweight Non-L...	2020-04-04	Code
61	AtomNAS-C+†	22.4	No	AtomNAS: Fine-Grained End-to-End Neural Architec...	2019-12-20	Code
62	NAT-M1	22.5	No	Neural Architecture Transfer	2020-05-12	Code
63	DNA-b	22.5	No	Blockwisely Supervised Neural Architecture Searc...	2019-11-29	Code
64	NSGANetV2-s	22.6	No	NSGANetV2: Evolutionary Multi-Objective Surrogat...	2020-07-20	Code
65	HardcoreNAS_D	22.6	No	HardCoRe-NAS: Hard Constrained diffeRentiable Ne...	2021-02-23	Code
66	AttentiveNAS-A0	22.7	No	AttentiveNAS: Improving Neural Architecture Sear...	2020-11-18	Code
67	ISyNet-N1-S1	22.7	No	ISyNet: Convolutional Neural Networks design for...	2021-09-04	Code
68	AtomNAS-B+†	22.8	No	AtomNAS: Fine-Grained End-to-End Neural Architec...	2019-12-20	Code
69	FBNetV5-AR-CLS	22.8	No	FBNetV5: Neural Architecture Search for Multiple...	2021-11-19	-
70	FBNetV2-L1	22.8	No	FBNetV2: Differentiable Neural Architecture Sear...	2020-04-12	Code
71	FairDARTS-C	22.8	No	Fair DARTS: Eliminating Unfair Advantages in Dif...	2019-11-27	Code
72	GreedyNAS-A	22.9	No	GreedyNAS: Towards Fast One-Shot NAS with Greedy...	2020-03-25	-
73	DNA-a	22.9	No	Blockwisely Supervised Neural Architecture Searc...	2019-11-29	Code
74	HardcoreNAS_C	22.9	No	HardCoRe-NAS: Hard Constrained diffeRentiable Ne...	2021-02-23	Code
75	LayerNAS-300M	22.9	No	LayerNAS: Neural Architecture Search in Polynomi...	2023-04-23	-
76	SCARLET-A	23.1	No	SCARLET-NAS: Bridging the Gap between Stability ...	2019-08-16	Code
77	OFA w/ PS #75	23.1	No	Once-for-All: Train One Network and Specialize i...	2019-08-26	Code
78	ISyNet-N1	23.16	No	ISyNet: Convolutional Neural Networks design for...	2021-09-04	Code
79	GreedyNAS-B	23.2	No	GreedyNAS: Towards Fast One-Shot NAS with Greedy...	2020-03-25	-
80	MUXNet-l	23.4	No	MUXConv: Information Multiplexing in Convolution...	2020-03-31	Code
81	GBDT-NAS-3S	23.5	No	Accuracy Prediction with Non-neural Model for Ne...	2020-07-09	Code
82	BigNASModel-S	23.5	No	BigNAS: Scaling Up Neural Architecture Search wi...	2020-03-24	Code
83	SemiNAS	23.5	No	Semi-Supervised Neural Architecture Search	2020-02-24	Code
84	AutoNL-S	23.5	No	Neural Architecture Search for Lightweight Non-L...	2020-04-04	Code
85	HardcoreNAS_B	23.5	No	HardCoRe-NAS: Hard Constrained diffeRentiable Ne...	2021-02-23	Code
86	SCARLET-B	23.7	No	SCARLET-NAS: Bridging the Gap between Stability ...	2019-08-16	Code
87	AtomNAS-A+†	23.7	No	AtomNAS: Fine-Grained End-to-End Neural Architec...	2019-12-20	Code
88	DrNAS	23.7	No	DrNAS: Dirichlet Neural Architecture Search	2020-06-18	Code
89	GreedyNAS-C	23.8	No	GreedyNAS: Towards Fast One-Shot NAS with Greedy...	2020-03-25	-
90	EEEA-Net-C2 (b=7) (our)	23.8	No	EEEA-Net: An Early Exit Evolutionary Neural Arch...	2021-08-13	Code
91	MSR-DARTS (CIFAR-10)	23.9	No	MSR-DARTS: Minimum Stable Rank of Differentiable...	2020-09-19	-
92	Shapley-NAS	23.9	No	Shapley-NAS: Discovering Operation Contribution ...	2022-06-20	Code
93	b-DARTS (CIFAR-10)	23.9	No	$β$-DARTS: Beta-Decay Regularization for Differe...	2022-03-03	Code
94	DenseNAS-Large	23.9	No	Densely Connected Search Space for More Flexible...	2019-06-23	Code
95	sharpDARTS	24	No	sharpDARTS: Faster and More Accurate Differentia...	2019-03-23	Code
96	FBNetV2-F4	24	No	FBNetV2: Differentiable Neural Architecture Sear...	2020-04-12	Code
97	GAEA PC-DARTS	24	No	Geometry-Aware Gradient Algorithms for Neural Ar...	2020-04-16	Code
98	GATES	24.1	No	A Generic Graph-based Neural Architecture Encodi...	2020-04-04	Code
99	SGAS	24.1	No	SGAS: Sequential Greedy Architecture Search	2019-11-30	Code
100	DU-DARTS	24.1	No	-	-	Code
101	HardcoreNAS_A	24.1	No	HardCoRe-NAS: Hard Constrained diffeRentiable Ne...	2021-02-23	Code
102	PC-DARTS (ImageNet)	24.2	No	PC-DARTS: Partial Channel Connections for Memory...	2019-07-12	Code
103	SCARLET-C	24.4	No	SCARLET-NAS: Bridging the Gap between Stability ...	2019-08-16	Code
104	EvNAS-B	24.4	No	Evolving Neural Architecture Using One Shot Model	2020-12-23	Code
105	EvNAS-A	24.4	No	Evolving Neural Architecture Using One Shot Model	2020-12-23	Code
106	LayerNAS-220M	24.4	No	LayerNAS: Neural Architecture Search in Polynomi...	2023-04-23	-
107	AlphaX-1	24.5	No	AlphaX: eXploring Neural Architectures with Deep...	2019-03-26	Code
108	ISyNet-N0	24.55	No	ISyNet: Convolutional Neural Networks design for...	2021-09-04	Code
109	Evo-NAS	24.57	No	-	-	-
110	FairNAS-A	24.7	No	FairNAS: Rethinking Evaluation Fairness of Weigh...	2019-07-03	Code
111	MUXNet-m	24.7	No	MUXConv: Information Multiplexing in Convolution...	2020-03-31	Code
112	iDARTS (ImageNet)	24.7	No	iDARTS: Improving DARTS by Node Normalization an...	2021-08-25	-
113	ProxylesNAS	24.9	No	ProxylessNAS: Direct Neural Architecture Search ...	2018-12-02	Code
114	FairNAS-B	24.9	No	FairNAS: Rethinking Evaluation Fairness of Weigh...	2019-07-03	Code
115	EvNAS-C	25.1	No	Evolving Neural Architecture Using One Shot Model	2020-12-23	Code
116	SharpSepConvDARTS	25.1	No	sharpDARTS: Faster and More Accurate Differentia...	2019-03-23	Code
117	iDARTS (CIFAR-10)	25.2	No	iDARTS: Improving DARTS by Node Normalization an...	2021-08-25	-
118	RandWire-WS (small)	25.3	No	Exploring Randomly Wired Neural Networks for Ima...	2019-04-02	Code
119	FairNAS-C	25.4	No	FairNAS: Rethinking Evaluation Fairness of Weigh...	2019-07-03	Code
120	EEEA-Net-C1 (b=7) (our)	25.7	No	EEEA-Net: An Early Exit Evolutionary Neural Arch...	2021-08-13	Code
121	MemNAS	25.9	No	-	-	Code
122	GDAS	26	No	-	-	-
123	NN-MASS-B	26.7	No	-	-	Code
124	DARTS	26.7	No	DARTS: Differentiable Architecture Search	2018-06-24	Code
125	FBNetV2-F3	26.8	No	FBNetV2: Differentiable Neural Architecture Sear...	2020-04-12	Code
126	NN-MASS-A	27.1	No	-	-	Code
127	MUXNet-s	28.4	No	MUXConv: Information Multiplexing in Convolution...	2020-03-31	Code
128	NASGEP	29.51	No	Optimizing Neural Architecture Search using Limi...	2020-05-15	Code
129	LayerNAS-60M	31	No	LayerNAS: Neural Architecture Search in Polynomi...	2023-04-23	-
130	FBNetV2-F1	31.7	No	FBNetV2: Differentiable Neural Architecture Sear...	2020-04-12	Code
131	MUXNet-xs	33.3	No	MUXConv: Information Multiplexing in Convolution...	2020-03-31	Code

#1DeepMAD-50MSOTA
16.1
Top-1 Error Rate· 2023-03-05
DeepMAD: Mathematical Architecture Design for Deep Convolutional Neural Network Code
#2ZenNAS (1.2ms)SOTA
16.4
Top-1 Error Rate· 2021-02-01
Zen-NAS: A Zero-Shot NAS for High-Performance Deep Image Recognition Code
#3GPUNet-D3
16.4
Top-1 Error Rate· 2022-04-26
GPUNet: Searching the Deployable Convolution Neural Networks for GPUs Code
#4GPUNet-D1
17.5
Top-1 Error Rate· 2022-04-26
GPUNet: Searching the Deployable Convolution Neural Networks for GPUs Code
#5FBNetV3-GSOTA
17.7
Top-1 Error Rate· 2020-06-03
FBNetV3: Joint Architecture-Recipe Search using Predictor Pretraining Code
#6BossNet-T1+
17.8
Top-1 Error Rate· 2021-03-23
BossNAS: Exploring Hybrid CNN-transformers with Block-wisely Self-supervised Neural Architecture Search Code
#7NASViT-A5
18.2
Top-1 Error Rate
No paperCode
#8FBNetV5
18.2
Top-1 Error Rate· 2021-11-19
FBNetV5: Neural Architecture Search for Multiple Tasks in One Run
#9FBNetV5-A-CLS
18.3
Top-1 Error Rate· 2021-11-19
FBNetV5: Neural Architecture Search for Multiple Tasks in One Run
#10NASViT-A4
18.6
Top-1 Error Rate
No paperCode
#11NASViT-A3
19
Top-1 Error Rate
No paperCode
#12AlphaNet-A6
19.2
Top-1 Error Rate· 2021-02-16
AlphaNet: Improved Training of Supernets with Alpha-Divergence Code
#13UniNet-B0
19.2
Top-1 Error Rate· 2022-07-12
UniNet: Unified Architecture Search with Convolution, Transformer, and MLP Code
#14AlphaNet-A5 (base)
19.4
Top-1 Error Rate· 2021-02-16
AlphaNet: Improved Training of Supernets with Alpha-Divergence Code
#15NAT-M4SOTA
19.5
Top-1 Error Rate· 2020-05-12
Neural Architecture Transfer Code
#16NASViT-A2
19.5
Top-1 Error Rate
No paperCode
#17NSGANetV2-xl
19.6
Top-1 Error Rate· 2020-07-20
NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search Code
#18FBNetV3-E
19.6
Top-1 Error Rate· 2020-06-03
FBNetV3: Joint Architecture-Recipe Search using Predictor Pretraining Code
#19AlphaNet-A5 (small)
19.7
Top-1 Error Rate· 2021-02-16
AlphaNet: Improved Training of Supernets with Alpha-Divergence Code
#20ISyNet-N3
19.84
Top-1 Error Rate· 2021-09-04
ISyNet: Convolutional Neural Networks design for AI accelerator Code
#21HardcoreNAS_E_KD
19.9
Top-1 Error Rate· 2021-02-23
HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search Code
#22AttentiveNAS-A5
19.9
Top-1 Error Rate· 2020-11-18
AttentiveNAS: Improving Neural Architecture Search via Attentive Sampling Code
#23AlphaNet-A4
20
Top-1 Error Rate· 2021-02-16
AlphaNet: Improved Training of Supernets with Alpha-Divergence Code
#24NAT-M3SOTA
20.1
Top-1 Error Rate· 2020-05-12
Neural Architecture Transfer Code
#25AttentiveNAS-A4
20.2
Top-1 Error Rate· 2020-11-18
AttentiveNAS: Improving Neural Architecture Search via Attentive Sampling Code
#26SEDONA (ResNet-152 Aux. Ens., K=4)
20.2
Top-1 Error Rate
No paperCode
#27NASViT-A1
20.3
Top-1 Error Rate
No paperCode
#28GPUNet-D0
20.3
Top-1 Error Rate· 2022-04-26
GPUNet: Searching the Deployable Convolution Neural Networks for GPUs Code
#29FBNetV3-C
20.4
Top-1 Error Rate· 2020-06-03
FBNetV3: Joint Architecture-Recipe Search using Predictor Pretraining Code
#30BigNASModel-LSOTA
20.5
Top-1 Error Rate· 2020-03-24
BigNAS: Scaling Up Neural Architecture Search with Big Single-Stage Models Code
#31HardcoreNAS_D_KD
20.5
Top-1 Error Rate· 2021-02-23
HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search Code
#32ISyNet-N2
20.59
Top-1 Error Rate· 2021-09-04
ISyNet: Convolutional Neural Networks design for AI accelerator Code
#33AlphaNet-A3
20.6
Top-1 Error Rate· 2021-02-16
AlphaNet: Improved Training of Supernets with Alpha-Divergence Code
#34AlphaNet-A2
20.8
Top-1 Error Rate· 2021-02-16
AlphaNet: Improved Training of Supernets with Alpha-Divergence Code
#35NSGANetV2-l
20.9
Top-1 Error Rate· 2020-07-20
NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search Code
#36AttentiveNAS-A3
20.9
Top-1 Error Rate· 2020-11-18
AttentiveNAS: Improving Neural Architecture Search via Attentive Sampling Code
#37AlphaNet-A1
21
Top-1 Error Rate· 2021-02-16
AlphaNet: Improved Training of Supernets with Alpha-Divergence Code
#38SEDONA (ResNet-152, K=4)
21.09
Top-1 Error Rate
No paperCode
#39BigNASModel-MSOTA
21.1
Top-1 Error Rate· 2020-03-24
BigNAS: Scaling Up Neural Architecture Search with Big Single-Stage Models Code
#40HardcoreNAS_C_KD
21.1
Top-1 Error Rate· 2021-02-23
HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search Code
#41HardcoreNAS_B_KD
21.2
Top-1 Error Rate· 2021-02-23
HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search Code
#42AttentiveNAS-A2
21.2
Top-1 Error Rate· 2020-11-18
AttentiveNAS: Improving Neural Architecture Search via Attentive Sampling Code
#43μDARTS
21.24
Top-1 Error Rate· 2021-07-24
$μ$DARTS: Model Uncertainty-Aware Differentiable Architecture Search
#44NAT-M2
21.4
Top-1 Error Rate· 2020-05-12
Neural Architecture Transfer Code
#45LayerNAS-600M
21.4
Top-1 Error Rate· 2023-04-23
LayerNAS: Neural Architecture Search in Polynomial Complexity
#46ISyNet-N1-S3
21.45
Top-1 Error Rate· 2021-09-04
ISyNet: Convolutional Neural Networks design for AI accelerator Code
#47DNA-dSOTA
21.6
Top-1 Error Rate· 2019-11-29
Blockwisely Supervised Neural Architecture Search with Knowledge Distillation Code
#48AttentiveNAS-A1
21.6
Top-1 Error Rate· 2020-11-18
AttentiveNAS: Improving Neural Architecture Search via Attentive Sampling Code
#49NSGANetV2-m
21.7
Top-1 Error Rate· 2020-07-20
NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search Code
#50HardcoreNAS_A_KD
21.7
Top-1 Error Rate· 2021-02-23
HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search Code
#51NASViT-A0
21.8
Top-1 Error Rate
No paperCode
#52HardcoreNAS_F
21.9
Top-1 Error Rate· 2021-02-23
HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search Code
#53FBNetV3-A
22
Top-1 Error Rate· 2020-06-03
FBNetV3: Joint Architecture-Recipe Search using Predictor Pretraining Code
#54NoisyDARTS-A
22.1
Top-1 Error Rate· 2020-05-07
Noisy Differentiable Architecture Search Code
#55AlphaNet-A0
22.1
Top-1 Error Rate· 2021-02-16
AlphaNet: Improved Training of Supernets with Alpha-Divergence Code
#56HardcoreNAS_E
22.1
Top-1 Error Rate· 2021-02-23
HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search Code
#57ISyNet-N1-S2
22.15
Top-1 Error Rate· 2021-09-04
ISyNet: Convolutional Neural Networks design for AI accelerator Code
#58DNA-cSOTA
22.2
Top-1 Error Rate· 2019-11-29
Blockwisely Supervised Neural Architecture Search with Knowledge Distillation Code
#59ZenNAS (0.1ms)
22.2
Top-1 Error Rate· 2021-02-01
Zen-NAS: A Zero-Shot NAS for High-Performance Deep Image Recognition Code
#60AutoNL-L
22.3
Top-1 Error Rate· 2020-04-04
Neural Architecture Search for Lightweight Non-Local Networks Code
#61AtomNAS-C+†
22.4
Top-1 Error Rate· 2019-12-20
AtomNAS: Fine-Grained End-to-End Neural Architecture Search Code
#62NAT-M1
22.5
Top-1 Error Rate· 2020-05-12
Neural Architecture Transfer Code
#63DNA-bSOTA
22.5
Top-1 Error Rate· 2019-11-29
Blockwisely Supervised Neural Architecture Search with Knowledge Distillation Code
#64NSGANetV2-s
22.6
Top-1 Error Rate· 2020-07-20
NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search Code
#65HardcoreNAS_D
22.6
Top-1 Error Rate· 2021-02-23
HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search Code
#66AttentiveNAS-A0
22.7
Top-1 Error Rate· 2020-11-18
AttentiveNAS: Improving Neural Architecture Search via Attentive Sampling Code
#67ISyNet-N1-S1
22.7
Top-1 Error Rate· 2021-09-04
ISyNet: Convolutional Neural Networks design for AI accelerator Code
#68AtomNAS-B+†
22.8
Top-1 Error Rate· 2019-12-20
AtomNAS: Fine-Grained End-to-End Neural Architecture Search Code
#69FBNetV5-AR-CLS
22.8
Top-1 Error Rate· 2021-11-19
FBNetV5: Neural Architecture Search for Multiple Tasks in One Run
#70FBNetV2-L1
22.8
Top-1 Error Rate· 2020-04-12
FBNetV2: Differentiable Neural Architecture Search for Spatial and Channel Dimensions Code
#71FairDARTS-CSOTA
22.8
Top-1 Error Rate· 2019-11-27
Fair DARTS: Eliminating Unfair Advantages in Differentiable Architecture Search Code
#72GreedyNAS-A
22.9
Top-1 Error Rate· 2020-03-25
GreedyNAS: Towards Fast One-Shot NAS with Greedy Supernet
#73DNA-a
22.9
Top-1 Error Rate· 2019-11-29
Blockwisely Supervised Neural Architecture Search with Knowledge Distillation Code
#74HardcoreNAS_C
22.9
Top-1 Error Rate· 2021-02-23
HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search Code
#75LayerNAS-300M
22.9
Top-1 Error Rate· 2023-04-23
LayerNAS: Neural Architecture Search in Polynomial Complexity
#76SCARLET-ASOTA
23.1
Top-1 Error Rate· 2019-08-16
SCARLET-NAS: Bridging the Gap between Stability and Scalability in Weight-sharing Neural Architecture Search Code
#77OFA w/ PS #75
23.1
Top-1 Error Rate· 2019-08-26
Once-for-All: Train One Network and Specialize it for Efficient Deployment Code
#78ISyNet-N1
23.16
Top-1 Error Rate· 2021-09-04
ISyNet: Convolutional Neural Networks design for AI accelerator Code
#79GreedyNAS-B
23.2
Top-1 Error Rate· 2020-03-25
GreedyNAS: Towards Fast One-Shot NAS with Greedy Supernet
#80MUXNet-l
23.4
Top-1 Error Rate· 2020-03-31
MUXConv: Information Multiplexing in Convolutional Neural Networks Code
#81GBDT-NAS-3S
23.5
Top-1 Error Rate· 2020-07-09
Accuracy Prediction with Non-neural Model for Neural Architecture Search Code
#82BigNASModel-S
23.5
Top-1 Error Rate· 2020-03-24
BigNAS: Scaling Up Neural Architecture Search with Big Single-Stage Models Code
#83SemiNAS
23.5
Top-1 Error Rate· 2020-02-24
Semi-Supervised Neural Architecture Search Code
#84AutoNL-S
23.5
Top-1 Error Rate· 2020-04-04
Neural Architecture Search for Lightweight Non-Local Networks Code
#85HardcoreNAS_B
23.5
Top-1 Error Rate· 2021-02-23
HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search Code
#86SCARLET-BSOTA
23.7
Top-1 Error Rate· 2019-08-16
SCARLET-NAS: Bridging the Gap between Stability and Scalability in Weight-sharing Neural Architecture Search Code
#87AtomNAS-A+†
23.7
Top-1 Error Rate· 2019-12-20
AtomNAS: Fine-Grained End-to-End Neural Architecture Search Code
#88DrNAS
23.7
Top-1 Error Rate· 2020-06-18
DrNAS: Dirichlet Neural Architecture Search Code
#89GreedyNAS-C
23.8
Top-1 Error Rate· 2020-03-25
GreedyNAS: Towards Fast One-Shot NAS with Greedy Supernet
#90EEEA-Net-C2 (b=7) (our)
23.8
Top-1 Error Rate· 2021-08-13
EEEA-Net: An Early Exit Evolutionary Neural Architecture Search Code
#91MSR-DARTS (CIFAR-10)
23.9
Top-1 Error Rate· 2020-09-19
MSR-DARTS: Minimum Stable Rank of Differentiable Architecture Search
#92Shapley-NAS
23.9
Top-1 Error Rate· 2022-06-20
Shapley-NAS: Discovering Operation Contribution for Neural Architecture Search Code
#93b-DARTS (CIFAR-10)
23.9
Top-1 Error Rate· 2022-03-03
$β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search Code
#94DenseNAS-LargeSOTA
23.9
Top-1 Error Rate· 2019-06-23
Densely Connected Search Space for More Flexible Neural Architecture Search Code
#95sharpDARTSSOTA
24
Top-1 Error Rate· 2019-03-23
sharpDARTS: Faster and More Accurate Differentiable Architecture Search Code
#96FBNetV2-F4
24
Top-1 Error Rate· 2020-04-12
FBNetV2: Differentiable Neural Architecture Search for Spatial and Channel Dimensions Code
#97GAEA PC-DARTS
24
Top-1 Error Rate· 2020-04-16
Geometry-Aware Gradient Algorithms for Neural Architecture Search Code
#98GATES
24.1
Top-1 Error Rate· 2020-04-04
A Generic Graph-based Neural Architecture Encoding Scheme for Predictor-based NAS Code
#99SGAS
24.1
Top-1 Error Rate· 2019-11-30
SGAS: Sequential Greedy Architecture Search Code
#100DU-DARTS
24.1
Top-1 Error Rate
No paperCode
#101HardcoreNAS_A
24.1
Top-1 Error Rate· 2021-02-23
HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search Code
#102PC-DARTS (ImageNet)
24.2
Top-1 Error Rate· 2019-07-12
PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search Code
#103SCARLET-C
24.4
Top-1 Error Rate· 2019-08-16
SCARLET-NAS: Bridging the Gap between Stability and Scalability in Weight-sharing Neural Architecture Search Code
#104EvNAS-B
24.4
Top-1 Error Rate· 2020-12-23
Evolving Neural Architecture Using One Shot Model Code
#105EvNAS-A
24.4
Top-1 Error Rate· 2020-12-23
Evolving Neural Architecture Using One Shot Model Code
#106LayerNAS-220M
24.4
Top-1 Error Rate· 2023-04-23
LayerNAS: Neural Architecture Search in Polynomial Complexity
#107AlphaX-1
24.5
Top-1 Error Rate· 2019-03-26
AlphaX: eXploring Neural Architectures with Deep Neural Networks and Monte Carlo Tree Search Code
#108ISyNet-N0
24.55
Top-1 Error Rate· 2021-09-04
ISyNet: Convolutional Neural Networks design for AI accelerator Code
#109Evo-NAS
24.57
Top-1 Error Rate
No paper
#110FairNAS-A
24.7
Top-1 Error Rate· 2019-07-03
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search Code
#111MUXNet-m
24.7
Top-1 Error Rate· 2020-03-31
MUXConv: Information Multiplexing in Convolutional Neural Networks Code
#112iDARTS (ImageNet)
24.7
Top-1 Error Rate· 2021-08-25
iDARTS: Improving DARTS by Node Normalization and Decorrelation Discretization
#113ProxylesNASSOTA
24.9
Top-1 Error Rate· 2018-12-02
ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware Code
#114FairNAS-B
24.9
Top-1 Error Rate· 2019-07-03
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search Code
#115EvNAS-C
25.1
Top-1 Error Rate· 2020-12-23
Evolving Neural Architecture Using One Shot Model Code
#116SharpSepConvDARTS
25.1
Top-1 Error Rate· 2019-03-23
sharpDARTS: Faster and More Accurate Differentiable Architecture Search Code
#117iDARTS (CIFAR-10)
25.2
Top-1 Error Rate· 2021-08-25
iDARTS: Improving DARTS by Node Normalization and Decorrelation Discretization
#118RandWire-WS (small)
25.3
Top-1 Error Rate· 2019-04-02
Exploring Randomly Wired Neural Networks for Image Recognition Code
#119FairNAS-C
25.4
Top-1 Error Rate· 2019-07-03
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search Code
#120EEEA-Net-C1 (b=7) (our)
25.7
Top-1 Error Rate· 2021-08-13
EEEA-Net: An Early Exit Evolutionary Neural Architecture Search Code
#121MemNAS
25.9
Top-1 Error Rate
No paperCode
#122GDAS
26
Top-1 Error Rate
No paper
#123NN-MASS-B
26.7
Top-1 Error Rate
No paperCode
#124DARTSSOTA
26.7
Top-1 Error Rate· 2018-06-24
DARTS: Differentiable Architecture Search Code
#125FBNetV2-F3
26.8
Top-1 Error Rate· 2020-04-12
FBNetV2: Differentiable Neural Architecture Search for Spatial and Channel Dimensions Code
#126NN-MASS-A
27.1
Top-1 Error Rate
No paperCode
#127MUXNet-s
28.4
Top-1 Error Rate· 2020-03-31
MUXConv: Information Multiplexing in Convolutional Neural Networks Code
#128NASGEP
29.51
Top-1 Error Rate· 2020-05-15
Optimizing Neural Architecture Search using Limited GPU Time in a Dynamic Search Space: A Gene Expression Programming Approach Code
#129LayerNAS-60M
31
Top-1 Error Rate· 2023-04-23
LayerNAS: Neural Architecture Search in Polynomial Complexity
#130FBNetV2-F1
31.7
Top-1 Error Rate· 2020-04-12
FBNetV2: Differentiable Neural Architecture Search for Spatial and Channel Dimensions Code
#131MUXNet-xs
33.3
Top-1 Error Rate· 2020-03-31
MUXConv: Information Multiplexing in Convolutional Neural Networks Code