|
DeepMAD-50M
|
DeepMAD: Mathematical Architecture Design for Dee…
|
83.90
|
2023-03-05
|
|
|
ZenNAS (1.2ms)
|
Zen-NAS: A Zero-Shot NAS for High-Performance Dee…
|
83.60
|
2021-02-01
|
|
|
FBNetV3-G
|
FBNetV3: Joint Architecture-Recipe Search using P…
|
82.30
|
2020-06-03
|
|
|
BossNet-T1+
|
BossNAS: Exploring Hybrid CNN-transformers with B…
|
82.20
|
2021-03-23
|
|
|
FBNetV5-A-CLS
|
FBNetV5: Neural Architecture Search for Multiple …
|
81.70
|
2021-11-19
|
|
|
AlphaNet-A6
|
AlphaNet: Improved Training of Supernets with Alp…
|
80.80
|
2021-02-16
|
|
|
AlphaNet-A5 (base)
|
AlphaNet: Improved Training of Supernets with Alp…
|
80.60
|
2021-02-16
|
|
|
NAT-M4
|
Neural Architecture Transfer
|
80.50
|
2020-05-12
|
|
|
NSGANetV2-xl
|
NSGANetV2: Evolutionary Multi-Objective Surrogate…
|
80.40
|
2020-07-20
|
|
|
FBNetV3-E
|
FBNetV3: Joint Architecture-Recipe Search using P…
|
80.40
|
2020-06-03
|
|
|
AlphaNet-A5 (small)
|
AlphaNet: Improved Training of Supernets with Alp…
|
80.30
|
2021-02-16
|
|
|
HardcoreNAS_E_KD
|
HardCoRe-NAS: Hard Constrained diffeRentiable Neu…
|
80.10
|
2021-02-23
|
|
|
AttentiveNAS-A5
|
AttentiveNAS: Improving Neural Architecture Searc…
|
80.10
|
2020-11-18
|
|
|
AlphaNet-A4
|
AlphaNet: Improved Training of Supernets with Alp…
|
80.00
|
2021-02-16
|
|
|
NAT-M3
|
Neural Architecture Transfer
|
79.90
|
2020-05-12
|
|
|
AttentiveNAS-A4
|
AttentiveNAS: Improving Neural Architecture Searc…
|
79.80
|
2020-11-18
|
|
|
FBNetV3-C
|
FBNetV3: Joint Architecture-Recipe Search using P…
|
79.60
|
2020-06-03
|
|
|
BigNASModel-L
|
BigNAS: Scaling Up Neural Architecture Search wit…
|
79.50
|
2020-03-24
|
|
|
HardcoreNAS_D_KD
|
HardCoRe-NAS: Hard Constrained diffeRentiable Neu…
|
79.50
|
2021-02-23
|
|
|
AlphaNet-A3
|
AlphaNet: Improved Training of Supernets with Alp…
|
79.40
|
2021-02-16
|
|
|
AlphaNet-A2
|
AlphaNet: Improved Training of Supernets with Alp…
|
79.20
|
2021-02-16
|
|
|
NSGANetV2-l
|
NSGANetV2: Evolutionary Multi-Objective Surrogate…
|
79.10
|
2020-07-20
|
|
|
AttentiveNAS-A3
|
AttentiveNAS: Improving Neural Architecture Searc…
|
79.10
|
2020-11-18
|
|
|
AlphaNet-A1
|
AlphaNet: Improved Training of Supernets with Alp…
|
79.00
|
2021-02-16
|
|
|
BigNASModel-M
|
BigNAS: Scaling Up Neural Architecture Search wit…
|
78.90
|
2020-03-24
|
|
|
HardcoreNAS_C_KD
|
HardCoRe-NAS: Hard Constrained diffeRentiable Neu…
|
78.90
|
2021-02-23
|
|
|
HardcoreNAS_B_KD
|
HardCoRe-NAS: Hard Constrained diffeRentiable Neu…
|
78.80
|
2021-02-23
|
|
|
AttentiveNAS-A2
|
AttentiveNAS: Improving Neural Architecture Searc…
|
78.80
|
2020-11-18
|
|
|
μDARTS
|
$μ$DARTS: Model Uncertainty-Aware Differentiable …
|
78.76
|
2021-07-24
|
|
|
NAT-M2
|
Neural Architecture Transfer
|
78.60
|
2020-05-12
|
|
|
DNA-d
|
Blockwisely Supervised Neural Architecture Search…
|
78.40
|
2019-11-29
|
|
|
AttentiveNAS-A1
|
AttentiveNAS: Improving Neural Architecture Searc…
|
78.40
|
2020-11-18
|
|
|
NSGANetV2-m
|
NSGANetV2: Evolutionary Multi-Objective Surrogate…
|
78.30
|
2020-07-20
|
|
|
HardcoreNAS_A_KD
|
HardCoRe-NAS: Hard Constrained diffeRentiable Neu…
|
78.30
|
2021-02-23
|
|
|
HardcoreNAS_F
|
HardCoRe-NAS: Hard Constrained diffeRentiable Neu…
|
78.10
|
2021-02-23
|
|
|
FBNetV3-A
|
FBNetV3: Joint Architecture-Recipe Search using P…
|
78.00
|
2020-06-03
|
|
|
NoisyDARTS-A
|
Noisy Differentiable Architecture Search
|
77.90
|
2020-05-07
|
|
|
AlphaNet-A0
|
AlphaNet: Improved Training of Supernets with Alp…
|
77.90
|
2021-02-16
|
|
|
HardcoreNAS_E
|
HardCoRe-NAS: Hard Constrained diffeRentiable Neu…
|
77.90
|
2021-02-23
|
|
|
DNA-c
|
Blockwisely Supervised Neural Architecture Search…
|
77.80
|
2019-11-29
|
|
|
ZenNAS (0.1ms)
|
Zen-NAS: A Zero-Shot NAS for High-Performance Dee…
|
77.80
|
2021-02-01
|
|
|
AutoNL-L
|
Neural Architecture Search for Lightweight Non-Lo…
|
77.70
|
2020-04-04
|
|
|
AtomNAS-C+†
|
AtomNAS: Fine-Grained End-to-End Neural Architect…
|
77.60
|
2019-12-20
|
|
|
NAT-M1
|
Neural Architecture Transfer
|
77.50
|
2020-05-12
|
|
|
DNA-b
|
Blockwisely Supervised Neural Architecture Search…
|
77.50
|
2019-11-29
|
|
|
NSGANetV2-s
|
NSGANetV2: Evolutionary Multi-Objective Surrogate…
|
77.40
|
2020-07-20
|
|
|
HardcoreNAS_D
|
HardCoRe-NAS: Hard Constrained diffeRentiable Neu…
|
77.40
|
2021-02-23
|
|
|
AttentiveNAS-A0
|
AttentiveNAS: Improving Neural Architecture Searc…
|
77.30
|
2020-11-18
|
|
|
AtomNAS-B+†
|
AtomNAS: Fine-Grained End-to-End Neural Architect…
|
77.20
|
2019-12-20
|
|
|
FBNetV5-AR-CLS
|
FBNetV5: Neural Architecture Search for Multiple …
|
77.20
|
2021-11-19
|
|
|
FBNetV2-L1
|
FBNetV2: Differentiable Neural Architecture Searc…
|
77.20
|
2020-04-12
|
|
|
GreedyNAS-A
|
GreedyNAS: Towards Fast One-Shot NAS with Greedy …
|
77.10
|
2020-03-25
|
|
|
DNA-a
|
Blockwisely Supervised Neural Architecture Search…
|
77.10
|
2019-11-29
|
|
|
HardcoreNAS_C
|
HardCoRe-NAS: Hard Constrained diffeRentiable Neu…
|
77.10
|
2021-02-23
|
|
|
SCARLET-A
|
SCARLET-NAS: Bridging the Gap between Stability a…
|
76.90
|
2019-08-16
|
|
|
OFA w/ PS #75
|
Once-for-All: Train One Network and Specialize it…
|
76.90
|
2019-08-26
|
|
|
GreedyNAS-B
|
GreedyNAS: Towards Fast One-Shot NAS with Greedy …
|
76.80
|
2020-03-25
|
|
|
MUXNet-l
|
MUXConv: Information Multiplexing in Convolutiona…
|
76.60
|
2020-03-31
|
|
|
GBDT-NAS-3S
|
Accuracy Prediction with Non-neural Model for Neu…
|
76.50
|
2020-07-09
|
|
|
BigNASModel-S
|
BigNAS: Scaling Up Neural Architecture Search wit…
|
76.50
|
2020-03-24
|
|
|
SemiNAS
|
Semi-Supervised Neural Architecture Search
|
76.50
|
2020-02-24
|
|
|
AutoNL-S
|
Neural Architecture Search for Lightweight Non-Lo…
|
76.50
|
2020-04-04
|
|
|
HardcoreNAS_B
|
HardCoRe-NAS: Hard Constrained diffeRentiable Neu…
|
76.50
|
2021-02-23
|
|
|
SCARLET-B
|
SCARLET-NAS: Bridging the Gap between Stability a…
|
76.30
|
2019-08-16
|
|
|
AtomNAS-A+†
|
AtomNAS: Fine-Grained End-to-End Neural Architect…
|
76.30
|
2019-12-20
|
|
|
GreedyNAS-C
|
GreedyNAS: Towards Fast One-Shot NAS with Greedy …
|
76.20
|
2020-03-25
|
|
|
EEEA-Net-C2 (b=7) (our)
|
EEEA-Net: An Early Exit Evolutionary Neural Archi…
|
76.20
|
2021-08-13
|
|
|
MSR-DARTS (CIFAR-10)
|
MSR-DARTS: Minimum Stable Rank of Differentiable …
|
76.10
|
2020-09-19
|
|
|
sharpDARTS
|
sharpDARTS: Faster and More Accurate Differentiab…
|
76.00
|
2019-03-23
|
|
|
FBNetV2-F4
|
FBNetV2: Differentiable Neural Architecture Searc…
|
76.00
|
2020-04-12
|
|
|
GATES
|
A Generic Graph-based Neural Architecture Encodin…
|
75.90
|
2020-04-04
|
|
|
SGAS
|
SGAS: Sequential Greedy Architecture Search
|
75.90
|
2019-11-30
|
|
|
HardcoreNAS_A
|
HardCoRe-NAS: Hard Constrained diffeRentiable Neu…
|
75.90
|
2021-02-23
|
|
|
PC-DARTS (ImageNet)
|
PC-DARTS: Partial Channel Connections for Memory-…
|
75.80
|
2019-07-12
|
|
|
SCARLET-C
|
SCARLET-NAS: Bridging the Gap between Stability a…
|
75.60
|
2019-08-16
|
|
|
EvNAS-B
|
Evolving Neural Architecture Using One Shot Model
|
75.60
|
2020-12-23
|
|
|
EvNAS-A
|
Evolving Neural Architecture Using One Shot Model
|
75.60
|
2020-12-23
|
|
|
AlphaX-1
|
AlphaX: eXploring Neural Architectures with Deep …
|
75.50
|
2019-03-26
|
|
|
FairNAS-A
|
FairNAS: Rethinking Evaluation Fairness of Weight…
|
75.34
|
2019-07-03
|
|
|
MUXNet-m
|
MUXConv: Information Multiplexing in Convolutiona…
|
75.30
|
2020-03-31
|
|
|
SPOS (ProxylessNAS (GPU) latency)
|
Single Path One-Shot Neural Architecture Search w…
|
75.30
|
2019-03-31
|
|
|
ProxylesNAS
|
ProxylessNAS: Direct Neural Architecture Search o…
|
75.10
|
2018-12-02
|
|
|
FairNAS-B
|
FairNAS: Rethinking Evaluation Fairness of Weight…
|
75.10
|
2019-07-03
|
|
|
SPOS (FBNet-C latency)
|
Single Path One-Shot Neural Architecture Search w…
|
75.10
|
2019-03-31
|
|
|
EvNAS-C
|
Evolving Neural Architecture Using One Shot Model
|
74.90
|
2020-12-23
|
|
|
SPOS (block search + channel search)
|
Single Path One-Shot Neural Architecture Search w…
|
74.70
|
2019-03-31
|
|
|
FairNAS-C
|
FairNAS: Rethinking Evaluation Fairness of Weight…
|
74.69
|
2019-07-03
|
|
|
EEEA-Net-C1 (b=7) (our)
|
EEEA-Net: An Early Exit Evolutionary Neural Archi…
|
74.30
|
2021-08-13
|
|
|
SharpSepConvDARTS
|
sharpDARTS: Faster and More Accurate Differentiab…
|
74.10
|
2019-03-23
|
|
|
DARTS
|
DARTS: Differentiable Architecture Search
|
73.30
|
2018-06-24
|
|
|
FBNetV2-F3
|
FBNetV2: Differentiable Neural Architecture Searc…
|
73.20
|
2020-04-12
|
|
|
MUXNet-s
|
MUXConv: Information Multiplexing in Convolutiona…
|
71.60
|
2020-03-31
|
|
|
NASGEP
|
Optimizing Neural Architecture Search using Limit…
|
70.49
|
2020-05-15
|
|
|
FBNetV2-F1
|
FBNetV2: Differentiable Neural Architecture Searc…
|
68.30
|
2020-04-12
|
|
|
MUXNet-xs
|
MUXConv: Information Multiplexing in Convolutiona…
|
66.70
|
2020-03-31
|
|
|
LayerNAS-60M
|
LayerNAS: Neural Architecture Search in Polynomia…
|
31.00
|
2023-04-23
|
|
|
RandWire-WS (small)
|
Exploring Randomly Wired Neural Networks for Imag…
|
25.30
|
2019-04-02
|
|
|
iDARTS (CIFAR-10)
|
iDARTS: Improving DARTS by Node Normalization and…
|
25.20
|
2021-08-25
|
|
|
iDARTS (ImageNet)
|
iDARTS: Improving DARTS by Node Normalization and…
|
24.70
|
2021-08-25
|
|
|
ISyNet-N0
|
ISyNet: Convolutional Neural Networks design for …
|
24.55
|
2021-09-04
|
|
|
LayerNAS-220M
|
LayerNAS: Neural Architecture Search in Polynomia…
|
24.40
|
2023-04-23
|
|
|
GAEA PC-DARTS
|
Geometry-Aware Gradient Algorithms for Neural Arc…
|
24.00
|
2020-04-16
|
|
|
Shapley-NAS
|
Shapley-NAS: Discovering Operation Contribution f…
|
23.90
|
2022-06-20
|
|
|
b-DARTS (CIFAR-10)
|
$β$-DARTS: Beta-Decay Regularization for Differen…
|
23.90
|
2022-03-03
|
|
|
DenseNAS-Large
|
Densely Connected Search Space for More Flexible …
|
23.90
|
2019-06-23
|
|
|
DrNAS
|
DrNAS: Dirichlet Neural Architecture Search
|
23.70
|
2020-06-18
|
|
|
ISyNet-N1
|
ISyNet: Convolutional Neural Networks design for …
|
23.16
|
2021-09-04
|
|
|
LayerNAS-300M
|
LayerNAS: Neural Architecture Search in Polynomia…
|
22.90
|
2023-04-23
|
|
|
FairDARTS-C
|
Fair DARTS: Eliminating Unfair Advantages in Diff…
|
22.80
|
2019-11-27
|
|
|
ISyNet-N1-S1
|
ISyNet: Convolutional Neural Networks design for …
|
22.70
|
2021-09-04
|
|
|
ISyNet-N1-S2
|
ISyNet: Convolutional Neural Networks design for …
|
22.15
|
2021-09-04
|
|
|
ISyNet-N1-S3
|
ISyNet: Convolutional Neural Networks design for …
|
21.45
|
2021-09-04
|
|
|
LayerNAS-600M
|
LayerNAS: Neural Architecture Search in Polynomia…
|
21.40
|
2023-04-23
|
|
|
ISyNet-N2
|
ISyNet: Convolutional Neural Networks design for …
|
20.59
|
2021-09-04
|
|
|
GPUNet-D0
|
GPUNet: Searching the Deployable Convolution Neur…
|
20.30
|
2022-04-26
|
|
|
ISyNet-N3
|
ISyNet: Convolutional Neural Networks design for …
|
19.84
|
2021-09-04
|
|
|
UniNet-B0
|
UniNet: Unified Architecture Search with Convolut…
|
19.20
|
2022-07-12
|
|
|
FBNetV5
|
FBNetV5: Neural Architecture Search for Multiple …
|
18.20
|
2021-11-19
|
|
|
GPUNet-D1
|
GPUNet: Searching the Deployable Convolution Neur…
|
17.50
|
2022-04-26
|
|
|
GPUNet-D3
|
GPUNet: Searching the Deployable Convolution Neur…
|
16.40
|
2022-04-26
|
|
|
PNAS
|
Progressive Neural Architecture Search
|
|
2017-12-02
|
|