AutoML on ImageNet

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

LeaderboardDataset

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Results

#	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