AutoML on ImageNet

Metric: Accuracy (higher is better)

LeaderboardDataset

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Results

#	Model↕	Accuracy▼	Augmentations	Paper	Date↕	Code
1	DeepMAD-50M	83.9	No	DeepMAD: Mathematical Architecture Design for De...	2023-03-05	Code
2	ZenNAS (1.2ms)	83.6	No	Zen-NAS: A Zero-Shot NAS for High-Performance De...	2021-02-01	Code
3	FBNetV3-G	82.3	No	FBNetV3: Joint Architecture-Recipe Search using ...	2020-06-03	Code
4	BossNet-T1+	82.2	No	BossNAS: Exploring Hybrid CNN-transformers with ...	2021-03-23	Code
5	NASViT-A5	81.8	No	-	-	Code
6	FBNetV5-A-CLS	81.7	No	FBNetV5: Neural Architecture Search for Multiple...	2021-11-19	-
7	NASViT-A4	81.4	No	-	-	Code
8	NASViT-A3	81	No	-	-	Code
9	AlphaNet-A6	80.8	No	AlphaNet: Improved Training of Supernets with Al...	2021-02-16	Code
10	AlphaNet-A5 (base)	80.6	No	AlphaNet: Improved Training of Supernets with Al...	2021-02-16	Code
11	NAT-M4	80.5	No	Neural Architecture Transfer	2020-05-12	Code
12	NASViT-A2	80.5	No	-	-	Code
13	NSGANetV2-xl	80.4	No	NSGANetV2: Evolutionary Multi-Objective Surrogat...	2020-07-20	Code
14	FBNetV3-E	80.4	No	FBNetV3: Joint Architecture-Recipe Search using ...	2020-06-03	Code
15	AlphaNet-A5 (small)	80.3	No	AlphaNet: Improved Training of Supernets with Al...	2021-02-16	Code
16	HardcoreNAS_E_KD	80.1	No	HardCoRe-NAS: Hard Constrained diffeRentiable Ne...	2021-02-23	Code
17	AttentiveNAS-A5	80.1	No	AttentiveNAS: Improving Neural Architecture Sear...	2020-11-18	Code
18	AlphaNet-A4	80	No	AlphaNet: Improved Training of Supernets with Al...	2021-02-16	Code
19	NAT-M3	79.9	No	Neural Architecture Transfer	2020-05-12	Code
20	AttentiveNAS-A4	79.8	No	AttentiveNAS: Improving Neural Architecture Sear...	2020-11-18	Code
21	NASViT-A1	79.7	No	-	-	Code
22	FBNetV3-C	79.6	No	FBNetV3: Joint Architecture-Recipe Search using ...	2020-06-03	Code
23	BigNASModel-L	79.5	No	BigNAS: Scaling Up Neural Architecture Search wi...	2020-03-24	Code
24	HardcoreNAS_D_KD	79.5	No	HardCoRe-NAS: Hard Constrained diffeRentiable Ne...	2021-02-23	Code
25	AlphaNet-A3	79.4	No	AlphaNet: Improved Training of Supernets with Al...	2021-02-16	Code
26	AlphaNet-A2	79.2	No	AlphaNet: Improved Training of Supernets with Al...	2021-02-16	Code
27	NSGANetV2-l	79.1	No	NSGANetV2: Evolutionary Multi-Objective Surrogat...	2020-07-20	Code
28	AttentiveNAS-A3	79.1	No	AttentiveNAS: Improving Neural Architecture Sear...	2020-11-18	Code
29	AlphaNet-A1	79	No	AlphaNet: Improved Training of Supernets with Al...	2021-02-16	Code
30	BigNASModel-M	78.9	No	BigNAS: Scaling Up Neural Architecture Search wi...	2020-03-24	Code
31	HardcoreNAS_C_KD	78.9	No	HardCoRe-NAS: Hard Constrained diffeRentiable Ne...	2021-02-23	Code
32	HardcoreNAS_B_KD	78.8	No	HardCoRe-NAS: Hard Constrained diffeRentiable Ne...	2021-02-23	Code
33	AttentiveNAS-A2	78.8	No	AttentiveNAS: Improving Neural Architecture Sear...	2020-11-18	Code
34	μDARTS	78.76	No	$μ$DARTS: Model Uncertainty-Aware Differentiable...	2021-07-24	-
35	NAT-M2	78.6	No	Neural Architecture Transfer	2020-05-12	Code
36	DNA-d	78.4	No	Blockwisely Supervised Neural Architecture Searc...	2019-11-29	Code
37	AttentiveNAS-A1	78.4	No	AttentiveNAS: Improving Neural Architecture Sear...	2020-11-18	Code
38	NSGANetV2-m	78.3	No	NSGANetV2: Evolutionary Multi-Objective Surrogat...	2020-07-20	Code
39	HardcoreNAS_A_KD	78.3	No	HardCoRe-NAS: Hard Constrained diffeRentiable Ne...	2021-02-23	Code
40	NASViT-A0	78.2	No	-	-	Code
41	HardcoreNAS_F	78.1	No	HardCoRe-NAS: Hard Constrained diffeRentiable Ne...	2021-02-23	Code
42	FBNetV3-A	78	No	FBNetV3: Joint Architecture-Recipe Search using ...	2020-06-03	Code
43	NoisyDARTS-A	77.9	No	Noisy Differentiable Architecture Search	2020-05-07	Code
44	AlphaNet-A0	77.9	No	AlphaNet: Improved Training of Supernets with Al...	2021-02-16	Code
45	HardcoreNAS_E	77.9	No	HardCoRe-NAS: Hard Constrained diffeRentiable Ne...	2021-02-23	Code
46	DNA-c	77.8	No	Blockwisely Supervised Neural Architecture Searc...	2019-11-29	Code
47	ZenNAS (0.1ms)	77.8	No	Zen-NAS: A Zero-Shot NAS for High-Performance De...	2021-02-01	Code
48	AutoNL-L	77.7	No	Neural Architecture Search for Lightweight Non-L...	2020-04-04	Code
49	AtomNAS-C+†	77.6	No	AtomNAS: Fine-Grained End-to-End Neural Architec...	2019-12-20	Code
50	NAT-M1	77.5	No	Neural Architecture Transfer	2020-05-12	Code
51	DNA-b	77.5	No	Blockwisely Supervised Neural Architecture Searc...	2019-11-29	Code
52	NSGANetV2-s	77.4	No	NSGANetV2: Evolutionary Multi-Objective Surrogat...	2020-07-20	Code
53	HardcoreNAS_D	77.4	No	HardCoRe-NAS: Hard Constrained diffeRentiable Ne...	2021-02-23	Code
54	AttentiveNAS-A0	77.3	No	AttentiveNAS: Improving Neural Architecture Sear...	2020-11-18	Code
55	AtomNAS-B+†	77.2	No	AtomNAS: Fine-Grained End-to-End Neural Architec...	2019-12-20	Code
56	FBNetV5-AR-CLS	77.2	No	FBNetV5: Neural Architecture Search for Multiple...	2021-11-19	-
57	FBNetV2-L1	77.2	No	FBNetV2: Differentiable Neural Architecture Sear...	2020-04-12	Code
58	GreedyNAS-A	77.1	No	GreedyNAS: Towards Fast One-Shot NAS with Greedy...	2020-03-25	-
59	DNA-a	77.1	No	Blockwisely Supervised Neural Architecture Searc...	2019-11-29	Code
60	HardcoreNAS_C	77.1	No	HardCoRe-NAS: Hard Constrained diffeRentiable Ne...	2021-02-23	Code
61	SCARLET-A	76.9	No	SCARLET-NAS: Bridging the Gap between Stability ...	2019-08-16	Code
62	OFA w/ PS #75	76.9	No	Once-for-All: Train One Network and Specialize i...	2019-08-26	Code
63	GreedyNAS-B	76.8	No	GreedyNAS: Towards Fast One-Shot NAS with Greedy...	2020-03-25	-
64	MUXNet-l	76.6	No	MUXConv: Information Multiplexing in Convolution...	2020-03-31	Code
65	GBDT-NAS-3S	76.5	No	Accuracy Prediction with Non-neural Model for Ne...	2020-07-09	Code
66	BigNASModel-S	76.5	No	BigNAS: Scaling Up Neural Architecture Search wi...	2020-03-24	Code
67	SemiNAS	76.5	No	Semi-Supervised Neural Architecture Search	2020-02-24	Code
68	AutoNL-S	76.5	No	Neural Architecture Search for Lightweight Non-L...	2020-04-04	Code
69	HardcoreNAS_B	76.5	No	HardCoRe-NAS: Hard Constrained diffeRentiable Ne...	2021-02-23	Code
70	SCARLET-B	76.3	No	SCARLET-NAS: Bridging the Gap between Stability ...	2019-08-16	Code
71	AtomNAS-A+†	76.3	No	AtomNAS: Fine-Grained End-to-End Neural Architec...	2019-12-20	Code
72	GreedyNAS-C	76.2	No	GreedyNAS: Towards Fast One-Shot NAS with Greedy...	2020-03-25	-
73	EEEA-Net-C2 (b=7) (our)	76.2	No	EEEA-Net: An Early Exit Evolutionary Neural Arch...	2021-08-13	Code
74	MSR-DARTS (CIFAR-10)	76.1	No	MSR-DARTS: Minimum Stable Rank of Differentiable...	2020-09-19	-
75	sharpDARTS	76	No	sharpDARTS: Faster and More Accurate Differentia...	2019-03-23	Code
76	FBNetV2-F4	76	No	FBNetV2: Differentiable Neural Architecture Sear...	2020-04-12	Code
77	GATES	75.9	No	A Generic Graph-based Neural Architecture Encodi...	2020-04-04	Code
78	SGAS	75.9	No	SGAS: Sequential Greedy Architecture Search	2019-11-30	Code
79	DU-DARTS	75.9	No	-	-	Code
80	HardcoreNAS_A	75.9	No	HardCoRe-NAS: Hard Constrained diffeRentiable Ne...	2021-02-23	Code
81	PC-DARTS (ImageNet)	75.8	No	PC-DARTS: Partial Channel Connections for Memory...	2019-07-12	Code
82	SCARLET-C	75.6	No	SCARLET-NAS: Bridging the Gap between Stability ...	2019-08-16	Code
83	EvNAS-B	75.6	No	Evolving Neural Architecture Using One Shot Model	2020-12-23	Code
84	EvNAS-A	75.6	No	Evolving Neural Architecture Using One Shot Model	2020-12-23	Code
85	AlphaX-1	75.5	No	AlphaX: eXploring Neural Architectures with Deep...	2019-03-26	Code
86	Evo-NAS	75.43	No	-	-	-
87	FairNAS-A	75.34	No	FairNAS: Rethinking Evaluation Fairness of Weigh...	2019-07-03	Code
88	MUXNet-m	75.3	No	MUXConv: Information Multiplexing in Convolution...	2020-03-31	Code
89	SPOS (ProxylessNAS (GPU) latency)	75.3	No	Single Path One-Shot Neural Architecture Search ...	2019-03-31	Code
90	ProxylesNAS	75.1	No	ProxylessNAS: Direct Neural Architecture Search ...	2018-12-02	Code
91	FairNAS-B	75.1	No	FairNAS: Rethinking Evaluation Fairness of Weigh...	2019-07-03	Code
92	SPOS (FBNet-C latency)	75.1	No	Single Path One-Shot Neural Architecture Search ...	2019-03-31	Code
93	EvNAS-C	74.9	No	Evolving Neural Architecture Using One Shot Model	2020-12-23	Code
94	SPOS (block search + channel search)	74.7	No	Single Path One-Shot Neural Architecture Search ...	2019-03-31	Code
95	FairNAS-C	74.69	No	FairNAS: Rethinking Evaluation Fairness of Weigh...	2019-07-03	Code
96	EEEA-Net-C1 (b=7) (our)	74.3	No	EEEA-Net: An Early Exit Evolutionary Neural Arch...	2021-08-13	Code
97	SharpSepConvDARTS	74.1	No	sharpDARTS: Faster and More Accurate Differentia...	2019-03-23	Code
98	MemNAS	74.1	No	-	-	Code
99	GDAS	74	No	-	-	-
100	NN-MASS-B	73.3	No	-	-	Code
101	DARTS	73.3	No	DARTS: Differentiable Architecture Search	2018-06-24	Code
102	FBNetV2-F3	73.2	No	FBNetV2: Differentiable Neural Architecture Sear...	2020-04-12	Code
103	NN-MASS-A	72.9	No	-	-	Code
104	MUXNet-s	71.6	No	MUXConv: Information Multiplexing in Convolution...	2020-03-31	Code
105	NASGEP	70.49	No	Optimizing Neural Architecture Search using Limi...	2020-05-15	Code
106	FBNetV2-F1	68.3	No	FBNetV2: Differentiable Neural Architecture Sear...	2020-04-12	Code
107	MUXNet-xs	66.7	No	MUXConv: Information Multiplexing in Convolution...	2020-03-31	Code