Image Classification on STL-10

Metric: Percentage correct (higher is better)

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#	Model↕	Percentage correct▼	Extra Data	Paper	Date↕	Code
1	µ2Net+ (ViT-L/16)	99.64	Yes	A Continual Development Methodology for Large-sc...	2022-09-15	Code
2	kNN-CLIP	99.6	Yes	Revisiting a kNN-based Image Classification Syst...	2022-04-03	-
3	Wide-ResNet-101 (Spinal FC)	98.66	Yes	SpinalNet: Deep Neural Network with Gradual Input	2020-07-07	Code
4	CN(d=128)	98.45	Yes	-	-	-
5	CN(d=64)	98.36	Yes	-	-	-
6	NSRL+CN(d=128)	98.36	Yes	-	-	-
7	NSRL+CN(d=32)	98.34	Yes	-	-	-
8	NSRL+CN(d=64)	98.24	Yes	-	-	-
9	CN(d=32)	98.17	Yes	-	-	-
10	NAT-M4	97.9	Yes	Neural Architecture Transfer	2020-05-12	Code
11	NAT-M3	97.8	Yes	Neural Architecture Transfer	2020-05-12	Code
12	SEER (RegNet10B)	97.3	Yes	Vision Models Are More Robust And Fair When Pret...	2022-02-16	Code
13	NAT-M2	97.2	Yes	Neural Architecture Transfer	2020-05-12	Code
14	iGPT-L	97.1	Yes	-	-	Code
15	NAT-M1	96.7	Yes	Neural Architecture Transfer	2020-05-12	Code
16	EnAET	95.48	Yes	EnAET: A Self-Trained framework for Semi-Supervi...	2019-11-21	Code
17	VGG-19bn	95.44	Yes	SpinalNet: Deep Neural Network with Gradual Input	2020-07-07	Code
18	Diffusion Classifier (zero-shot)	95.4	No	Your Diffusion Model is Secretly a Zero-Shot Cla...	2023-03-28	Code
19	FixMatch (CTA)	94.83	No	FixMatch: Simplifying Semi-Supervised Learning w...	2020-01-21	Code
20	ReMixMatch	94.77	No	FixMatch: Simplifying Semi-Supervised Learning w...	2020-01-21	Code
21	AMDIM	94.5	No	Learning Representations by Maximizing Mutual In...	2019-06-03	Code
22	MixMatch	94.41	No	MixMatch: A Holistic Approach to Semi-Supervised...	2019-05-06	Code
23	AMDIM-L	94.2	Yes	-	-	Code
24	ReMixMatch (K=4)	93.82	No	ReMixMatch: Semi-Supervised Learning with Distri...	2019-11-21	Code
25	AMDIM	93.8	No	A Framework For Contrastive Self-Supervised Lear...	2020-08-31	Code
26	ReMixMatch (K=1)	93.23	No	ReMixMatch: Semi-Supervised Learning with Distri...	2019-11-21	Code
27	MP*	93.19	No	Increasing Trustworthiness of Deep Neural Networ...	2020-07-03	-
28	UDA	92.34	No	FixMatch: Simplifying Semi-Supervised Learning w...	2020-01-21	Code
29	YADIM	92.15	No	A Framework For Contrastive Self-Supervised Lear...	2020-08-31	Code
30	FixMatch (RA)	92.02	No	FixMatch: Simplifying Semi-Supervised Learning w...	2020-01-21	Code
31	NSGANetV2	92	No	NSGANetV2: Evolutionary Multi-Objective Surrogat...	2020-07-20	Code
32	SESN	91.49	No	Scale-Equivariant Steerable Networks	2019-10-14	Code
33	Harmonic WRN-16-8	90.45	No	Harmonic Networks with Limited Training Samples	2019-04-30	Code
34	wrn16/8 D8 D4 D1	90.2	No	General $E(2)$-Equivariant Steerable CNNs	2019-11-19	Code
35	DLME (ResNet-50, linear)	90.1	No	DLME: Deep Local-flatness Manifold Embedding	2022-07-07	Code
36	MixMatch	89.82	No	MixMatch: A Holistic Approach to Semi-Supervised...	2019-05-06	Code
37	MixMatch	89.59	No	FixMatch: Simplifying Semi-Supervised Learning w...	2020-01-21	Code
38	wrn16/8* D8 D4 D1	89.43	No	General $E(2)$-Equivariant Steerable CNNs	2019-11-19	Code
39	wrn16/8* D1 D1 D1	88.95	No	General $E(2)$-Equivariant Steerable CNNs	2019-11-19	Code
40	wrn16/8 D1 D1 D1	88.83	No	General $E(2)$-Equivariant Steerable CNNs	2019-11-19	Code
41	IIC	88.8	No	Invariant Information Clustering for Unsupervise...	2018-07-17	Code
42	IIC	88.8	No	Invariant Information Clustering for Unsupervise...	2018-07-17	Code
43	SOPCNN	88.08	No	Stochastic Optimization of Plain Convolutional N...	2020-01-24	Code
44	TS	88.03	No	Increasing Trustworthiness of Deep Neural Networ...	2020-07-03	-
45	CutOut	87.36	No	MixMatch: A Holistic Approach to Semi-Supervised...	2019-05-06	Code
46	Cutout	87.26	No	Improved Regularization of Convolutional Neural ...	2017-08-15	Code
47	wrn16/8	87.26	No	General $E(2)$-Equivariant Steerable CNNs	2019-11-19	Code
48	Hamiltonian	85.5	No	Reversible Architectures for Arbitrarily Deep Re...	2017-09-12	Code
49	ResNet-18+MM+FRL	85.42	No	Learning Class Unique Features in Fine-Grained V...	2020-11-22	-
50	MidPoint	84.6	No	Reversible Architectures for Arbitrarily Deep Re...	2017-09-12	Code
51	cosine function	84.38	No	-	-	-
52	HybridNet	84.1	No	HybridNet: Classification and Reconstruction Coo...	2018-07-30	-
53	Leapfrog	83.7	No	Reversible Architectures for Arbitrarily Deep Re...	2017-09-12	Code
54	skewing	83.47	No	-	-	-
55	elastic distortion(2)	83.45	No	-	-	-
56	PSLR-knn	83.2	No	-	-	-
57	elastic distortion(1)	83	No	-	-	-
58	ResNet baseline	82	No	HybridNet: Classification and Reconstruction Coo...	2018-07-30	-
59	Greedy InfoMax (GIM)	81.9	No	Putting An End to End-to-End: Gradient-Isolated ...	2019-05-28	Code
60	rotation	81.45	No	-	-	-
61	ResNet18(BN, 4)	81.04	No	Extended Batch Normalization	2020-03-12	-
62	VGG8B + LocalLearning + CO	80.75	No	Training Neural Networks with Local Error Signals	2019-01-20	Code
63	ResNet18(GN, 4)	79.3	No	Extended Batch Normalization	2020-03-12	-
64	PSLR-Linear	78.8	No	-	-	-
65	ResNet18(BN, 128)	78.65	No	Extended Batch Normalization	2020-03-12	-
66	Mean Teacher	78.57	No	FixMatch: Simplifying Semi-Supervised Learning w...	2020-01-21	Code
67	CPC†	78.36	No	A Framework For Contrastive Self-Supervised Lear...	2020-08-31	Code
68	Hamiltonian	78.3	No	Deep Neural Networks Motivated by Partial Differ...	2018-04-12	Code
69	CC-GAN²	77.8	No	Semi-Supervised Learning with Context-Conditiona...	2016-11-19	Code
70	CC-GAN	77.8	No	ReMixMatch: Semi-Supervised Learning with Distri...	2019-11-21	Code
71	Parabolic	77	No	Deep Neural Networks Motivated by Partial Differ...	2018-04-12	Code
72	Scat + WRN 20-8	76.6	No	Scaling the Scattering Transform: Deep Hybrid Ne...	2017-03-27	Code
73	ResNet18(EBN, 4)	76.49	No	Extended Batch Normalization	2020-03-12	-
74	Exemplar CNN	75.7	No	Scaling the Scattering Transform: Deep Hybrid Ne...	2017-03-27	Code
75	ResNet18(EBN, 128)	75.57	No	Extended Batch Normalization	2020-03-12	-
76	Stacked what-where AE	74.33	No	Scaling the Scattering Transform: Deep Hybrid Ne...	2017-03-27	Code
77	SWWAE	74.33	No	HybridNet: Classification and Reconstruction Coo...	2018-07-30	-
78	SWWAE	74.3	No	Stacked What-Where Auto-encoders	2015-06-08	Code
79	SWWAE	74.3	No	Stacked What-Where Auto-encoders	2015-06-08	Code
80	Second-order	74.3	No	Deep Neural Networks Motivated by Partial Differ...	2018-04-12	Code
81	Convolutional Clustering	74.1	No	Convolutional Clustering for Unsupervised Learning	2015-11-19	-
82	Π-Model	73.77	No	FixMatch: Simplifying Semi-Supervised Learning w...	2020-01-21	Code
83	Discriminative Unsupervised Feature Learning with Convolutional Neural Networks	72.8	No	-	-	Code
84	ResNet18(GN, 128)	72.66	No	Extended Batch Normalization	2020-03-12	-
85	Pseudo-Labeling	72.01	No	FixMatch: Simplifying Semi-Supervised Learning w...	2020-01-21	Code
86	Entropy	71.65	No	Increasing Trustworthiness of Deep Neural Networ...	2020-07-03	-
87	BDW	71.12	No	Don't Wait, Just Weight: Improving Unsupervised ...	2020-06-22	-
88	MP	71.05	No	Increasing Trustworthiness of Deep Neural Networ...	2020-07-03	-
89	WaveMixLite-256/7	70.88	No	WaveMix: A Resource-efficient Neural Network for...	2022-05-28	Code
90	CNN	70.7	No	Scaling the Scattering Transform: Deep Hybrid Ne...	2017-03-27	Code
91	An Analysis of Unsupervised Pre-training in Light of Recent Advances	70.2	No	An Analysis of Unsupervised Pre-training in Ligh...	2014-12-20	Code
92	Multi-Task Bayesian Optimization	70.1	No	-	-	Code
93	NN-Weighter	69.15	No	Don't Wait, Just Weight: Improving Unsupervised ...	2020-06-22	-
94	Accuracy Monitoring	68.62	No	Increasing Trustworthiness of Deep Neural Networ...	2020-07-03	-
95	C-SVDDNet	68.2	No	Unsupervised Feature Learning with C-SVDDNet	2014-12-23	-
96	RotNet	68.19	No	Don't Wait, Just Weight: Improving Unsupervised ...	2020-06-22	-
97	DFF Committees	68	No	Committees of deep feedforward networks trained ...	2014-06-23	-
98	Hierarchical Matching Pursuit (HMP)	64.6	No	Scaling the Scattering Transform: Deep Hybrid Ne...	2017-03-27	Code
99	L2RW	63.13	No	Don't Wait, Just Weight: Improving Unsupervised ...	2020-06-22	-
100	Discriminative Learning of Sum-Product Networks	62.3	No	-	-	-
101	CKN	62.3	No	Convolutional Kernel Networks	2014-06-12	-
102	S-CNN	61.94	No	Selective Unsupervised Feature Learning with Con...	2016-06-07	-
103	Simulated Fixations	61	No	A Framework For Contrastive Self-Supervised Lear...	2020-08-31	Code
104	No more meta-parameter tuning in unsupervised sparse feature learning	61	No	No more meta-parameter tuning in unsupervised sp...	2014-02-24	-
105	Convolutional K-means Network	60.2	No	Scaling the Scattering Transform: Deep Hybrid Ne...	2017-03-27	Code
106	Receptive Fields	60.1	No	-	-	-
107	PWD	59.45	No	Effective Version Space Reduction for Convolutio...	2020-06-22	-
108	GVD	59.33	No	Effective Version Space Reduction for Convolutio...	2020-06-22	-
109	VR	59.13	No	Effective Version Space Reduction for Convolutio...	2020-06-22	-
110	Core SET	58.93	No	Effective Version Space Reduction for Convolutio...	2020-06-22	-
111	GE	58.84	No	Effective Version Space Reduction for Convolutio...	2020-06-22	-
112	DFAL	58.81	No	Effective Version Space Reduction for Convolutio...	2020-06-22	-
113	Random	58.15	No	Effective Version Space Reduction for Convolutio...	2020-06-22	-
114	BALD-MCD	57.35	No	Effective Version Space Reduction for Convolutio...	2020-06-22	-
115	Sign-symmetry	57.32	No	How Important is Weight Symmetry in Backpropagat...	2015-10-17	Code
116	M2-PWD	57.31	No	Effective Version Space Reduction for Convolutio...	2020-06-22	-
117	soft ica	52.9	No	-	-	-