|
µ2Net+ (ViT-L/16)
|
A Continual Development Methodology for Large-sca…
|
99.64
|
2022-09-15
|
|
|
kNN-CLIP
|
Revisiting a kNN-based Image Classification Syste…
|
99.60
|
2022-04-03
|
|
|
Wide-ResNet-101 (Spinal FC)
|
SpinalNet: Deep Neural Network with Gradual Input
|
98.66
|
2020-07-07
|
|
|
NAT-M4
|
Neural Architecture Transfer
|
97.90
|
2020-05-12
|
|
|
NAT-M3
|
Neural Architecture Transfer
|
97.80
|
2020-05-12
|
|
|
SEER (RegNet10B)
|
Vision Models Are More Robust And Fair When Pretr…
|
97.30
|
2022-02-16
|
|
|
NAT-M2
|
Neural Architecture Transfer
|
97.20
|
2020-05-12
|
|
|
NAT-M1
|
Neural Architecture Transfer
|
96.70
|
2020-05-12
|
|
|
EnAET
|
EnAET: A Self-Trained framework for Semi-Supervis…
|
95.48
|
2019-11-21
|
|
|
VGG-19bn
|
SpinalNet: Deep Neural Network with Gradual Input
|
95.44
|
2020-07-07
|
|
|
Diffusion Classifier (zero-shot)
|
Your Diffusion Model is Secretly a Zero-Shot Clas…
|
95.40
|
2023-03-28
|
|
|
FixMatch (CTA)
|
FixMatch: Simplifying Semi-Supervised Learning wi…
|
94.83
|
2020-01-21
|
|
|
ReMixMatch
|
FixMatch: Simplifying Semi-Supervised Learning wi…
|
94.77
|
2020-01-21
|
|
|
AMDIM
|
Learning Representations by Maximizing Mutual Inf…
|
94.50
|
2019-06-03
|
|
|
MixMatch
|
MixMatch: A Holistic Approach to Semi-Supervised …
|
94.41
|
2019-05-06
|
|
|
ReMixMatch (K=4)
|
ReMixMatch: Semi-Supervised Learning with Distrib…
|
93.82
|
2019-11-21
|
|
|
AMDIM
|
A Framework For Contrastive Self-Supervised Learn…
|
93.80
|
2020-08-31
|
|
|
ReMixMatch (K=1)
|
ReMixMatch: Semi-Supervised Learning with Distrib…
|
93.23
|
2019-11-21
|
|
|
MP*
|
Increasing Trustworthiness of Deep Neural Network…
|
93.19
|
2020-07-03
|
|
|
UDA
|
FixMatch: Simplifying Semi-Supervised Learning wi…
|
92.34
|
2020-01-21
|
|
|
YADIM
|
A Framework For Contrastive Self-Supervised Learn…
|
92.15
|
2020-08-31
|
|
|
FixMatch (RA)
|
FixMatch: Simplifying Semi-Supervised Learning wi…
|
92.02
|
2020-01-21
|
|
|
NSGANetV2
|
NSGANetV2: Evolutionary Multi-Objective Surrogate…
|
92.00
|
2020-07-20
|
|
|
SESN
|
Scale-Equivariant Steerable Networks
|
91.49
|
2019-10-14
|
|
|
Harmonic WRN-16-8
|
Harmonic Networks with Limited Training Samples
|
90.45
|
2019-04-30
|
|
|
wrn16/8 D8 D4 D1
|
General $E(2)$-Equivariant Steerable CNNs
|
90.20
|
2019-11-19
|
|
|
DLME (ResNet-50, linear)
|
DLME: Deep Local-flatness Manifold Embedding
|
90.10
|
2022-07-07
|
|
|
MixMatch
|
ReMixMatch: Semi-Supervised Learning with Distrib…
|
89.82
|
2019-11-21
|
|
|
MixMatch
|
FixMatch: Simplifying Semi-Supervised Learning wi…
|
89.59
|
2020-01-21
|
|
|
wrn16/8* D8 D4 D1
|
General $E(2)$-Equivariant Steerable CNNs
|
89.43
|
2019-11-19
|
|
|
wrn16/8* D1 D1 D1
|
General $E(2)$-Equivariant Steerable CNNs
|
88.95
|
2019-11-19
|
|
|
wrn16/8 D1 D1 D1
|
General $E(2)$-Equivariant Steerable CNNs
|
88.83
|
2019-11-19
|
|
|
IIC
|
Invariant Information Clustering for Unsupervised…
|
88.80
|
2018-07-17
|
|
|
IIC
|
MixMatch: A Holistic Approach to Semi-Supervised …
|
88.80
|
2019-05-06
|
|
|
SOPCNN
|
Stochastic Optimization of Plain Convolutional Ne…
|
88.08
|
2020-01-24
|
|
|
TS
|
Increasing Trustworthiness of Deep Neural Network…
|
88.03
|
2020-07-03
|
|
|
CutOut
|
MixMatch: A Holistic Approach to Semi-Supervised …
|
87.36
|
2019-05-06
|
|
|
Cutout
|
Improved Regularization of Convolutional Neural N…
|
87.26
|
2017-08-15
|
|
|
wrn16/8
|
General $E(2)$-Equivariant Steerable CNNs
|
87.26
|
2019-11-19
|
|
|
Hamiltonian
|
Reversible Architectures for Arbitrarily Deep Res…
|
85.50
|
2017-09-12
|
|
|
ResNet-18+MM+FRL
|
Learning Class Unique Features in Fine-Grained Vi…
|
85.42
|
2020-11-22
|
|
|
MidPoint
|
Reversible Architectures for Arbitrarily Deep Res…
|
84.60
|
2017-09-12
|
|
|
HybridNet
|
HybridNet: Classification and Reconstruction Coop…
|
84.10
|
2018-07-30
|
|
|
Leapfrog
|
Reversible Architectures for Arbitrarily Deep Res…
|
83.70
|
2017-09-12
|
|
|
ResNet baseline
|
HybridNet: Classification and Reconstruction Coop…
|
82.00
|
2018-07-30
|
|
|
Greedy InfoMax (GIM)
|
Putting An End to End-to-End: Gradient-Isolated L…
|
81.90
|
2019-05-28
|
|
|
ResNet18(BN, 4)
|
Extended Batch Normalization
|
81.04
|
2020-03-12
|
|
|
VGG8B + LocalLearning + CO
|
Training Neural Networks with Local Error Signals
|
80.75
|
2019-01-20
|
|
|
ResNet18(GN, 4)
|
Extended Batch Normalization
|
79.30
|
2020-03-12
|
|
|
ResNet18(BN, 128)
|
Extended Batch Normalization
|
78.65
|
2020-03-12
|
|
|
Mean Teacher
|
FixMatch: Simplifying Semi-Supervised Learning wi…
|
78.57
|
2020-01-21
|
|
|
CPC†
|
A Framework For Contrastive Self-Supervised Learn…
|
78.36
|
2020-08-31
|
|
|
Hamiltonian
|
Deep Neural Networks Motivated by Partial Differe…
|
78.30
|
2018-04-12
|
|
|
CC-GAN²
|
Semi-Supervised Learning with Context-Conditional…
|
77.80
|
2016-11-19
|
|
|
CC-GAN
|
ReMixMatch: Semi-Supervised Learning with Distrib…
|
77.80
|
2019-11-21
|
|
|
Parabolic
|
Deep Neural Networks Motivated by Partial Differe…
|
77.00
|
2018-04-12
|
|
|
Scat + WRN 20-8
|
Scaling the Scattering Transform: Deep Hybrid Net…
|
76.60
|
2017-03-27
|
|
|
ResNet18(EBN, 4)
|
Extended Batch Normalization
|
76.49
|
2020-03-12
|
|
|
Exemplar CNN
|
Scaling the Scattering Transform: Deep Hybrid Net…
|
75.70
|
2017-03-27
|
|
|
ResNet18(EBN, 128)
|
Extended Batch Normalization
|
75.57
|
2020-03-12
|
|
|
Stacked what-where AE
|
Scaling the Scattering Transform: Deep Hybrid Net…
|
74.33
|
2017-03-27
|
|
|
SWWAE
|
HybridNet: Classification and Reconstruction Coop…
|
74.33
|
2018-07-30
|
|
|
SWWAE
|
ReMixMatch: Semi-Supervised Learning with Distrib…
|
74.30
|
2019-11-21
|
|
|
SWWAE
|
Stacked What-Where Auto-encoders
|
74.30
|
2015-06-08
|
|
|
Second-order
|
Deep Neural Networks Motivated by Partial Differe…
|
74.30
|
2018-04-12
|
|
|
Convolutional Clustering
|
Convolutional Clustering for Unsupervised Learning
|
74.10
|
2015-11-19
|
|
|
Π-Model
|
FixMatch: Simplifying Semi-Supervised Learning wi…
|
73.77
|
2020-01-21
|
|
|
ResNet18(GN, 128)
|
Extended Batch Normalization
|
72.66
|
2020-03-12
|
|
|
Pseudo-Labeling
|
FixMatch: Simplifying Semi-Supervised Learning wi…
|
72.01
|
2020-01-21
|
|
|
Entropy
|
Increasing Trustworthiness of Deep Neural Network…
|
71.65
|
2020-07-03
|
|
|
BDW
|
Don't Wait, Just Weight: Improving Unsupervised R…
|
71.12
|
2020-06-22
|
|
|
MP
|
Increasing Trustworthiness of Deep Neural Network…
|
71.05
|
2020-07-03
|
|
|
WaveMixLite-256/7
|
WaveMix: A Resource-efficient Neural Network for …
|
70.88
|
2022-05-28
|
|
|
CNN
|
Scaling the Scattering Transform: Deep Hybrid Net…
|
70.70
|
2017-03-27
|
|
|
An Analysis of Unsupervised Pre-training in Light of Recent Advances
|
An Analysis of Unsupervised Pre-training in Light…
|
70.20
|
2014-12-20
|
|
|
NN-Weighter
|
Don't Wait, Just Weight: Improving Unsupervised R…
|
69.15
|
2020-06-22
|
|
|
Accuracy Monitoring
|
Increasing Trustworthiness of Deep Neural Network…
|
68.62
|
2020-07-03
|
|
|
C-SVDDNet
|
Unsupervised Feature Learning with C-SVDDNet
|
68.20
|
2014-12-23
|
|
|
RotNet
|
Don't Wait, Just Weight: Improving Unsupervised R…
|
68.19
|
2020-06-22
|
|
|
DFF Committees
|
Committees of deep feedforward networks trained w…
|
68.00
|
2014-06-23
|
|
|
Hierarchical Matching Pursuit (HMP)
|
Scaling the Scattering Transform: Deep Hybrid Net…
|
64.60
|
2017-03-27
|
|
|
L2RW
|
Don't Wait, Just Weight: Improving Unsupervised R…
|
63.13
|
2020-06-22
|
|
|
CKN
|
Convolutional Kernel Networks
|
62.30
|
2014-06-12
|
|
|
S-CNN
|
Selective Unsupervised Feature Learning with Conv…
|
61.94
|
2016-06-07
|
|
|
No more meta-parameter tuning in unsupervised sparse feature learning
|
No more meta-parameter tuning in unsupervised spa…
|
61.00
|
2014-02-24
|
|
|
Simulated Fixations
|
A Framework For Contrastive Self-Supervised Learn…
|
61.00
|
2020-08-31
|
|
|
Convolutional K-means Network
|
Scaling the Scattering Transform: Deep Hybrid Net…
|
60.20
|
2017-03-27
|
|
|
PWD
|
Effective Version Space Reduction for Convolution…
|
59.45
|
2020-06-22
|
|
|
GVD
|
Effective Version Space Reduction for Convolution…
|
59.33
|
2020-06-22
|
|
|
VR
|
Effective Version Space Reduction for Convolution…
|
59.13
|
2020-06-22
|
|
|
Core SET
|
Effective Version Space Reduction for Convolution…
|
58.93
|
2020-06-22
|
|
|
GE
|
Effective Version Space Reduction for Convolution…
|
58.84
|
2020-06-22
|
|
|
DFAL
|
Effective Version Space Reduction for Convolution…
|
58.81
|
2020-06-22
|
|
|
Random
|
Effective Version Space Reduction for Convolution…
|
58.15
|
2020-06-22
|
|
|
BALD-MCD
|
Effective Version Space Reduction for Convolution…
|
57.35
|
2020-06-22
|
|
|
Sign-symmetry
|
How Important is Weight Symmetry in Backpropagati…
|
57.32
|
2015-10-17
|
|
|
M2-PWD
|
Effective Version Space Reduction for Convolution…
|
57.31
|
2020-06-22
|
|