Contrastive Learning on imagenet-1k

Metric: ImageNet Top-1 Accuracy (higher is better)

LeaderboardDataset

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Results

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#	Model↕	ImageNet Top-1 Accuracy▼	Augmentations	Paper	Date↕	Code
1	ResNet50	73.6	No	Matrix Information Theory for Self-Supervised Le...	2023-05-27	Code
2	ResNet50	73	No	What Makes for Good Views for Contrastive Learni...	2020-05-20	Code
3	ResNet50	71.1	No	Improved Baselines with Momentum Contrastive Lea...	2020-03-09	Code
4	ResNet50	69.3	No	A Simple Framework for Contrastive Learning of V...	2020-02-13	Code
5	ResNet50 (v2)	67.6	No	Prototypical Contrastive Learning of Unsupervise...	2020-05-11	Code
6	ResNet50 (v2)	63.8	No	Data-Efficient Image Recognition with Contrastiv...	2019-05-22	Code
7	ResNet50	63.6	No	Self-Supervised Learning of Pretext-Invariant Re...	2019-12-04	Code
8	ResNet50	61.5	No	Self-labelling via simultaneous clustering and r...	2019-11-13	Code
9	ResNet50	61.5	No	Self-labelling via simultaneous clustering and r...	2019-11-13	Code
10	ResNet50 (4×)	61.3	No	Large Scale Adversarial Representation Learning	2019-07-04	Code
11	ResNet50	60.6	No	Momentum Contrast for Unsupervised Visual Repres...	2019-11-13	Code
12	ResNet50	60.2	No	Local Aggregation for Unsupervised Learning of V...	2019-03-29	Code
13	ResNet50	56.5	No	Unsupervised Feature Learning via Non-Parametric...	2018-05-05	Code
14	ResNet v2 101	48.7	No	Data-Efficient Image Recognition with Contrastiv...	2019-05-22	Code

#1ResNet50SOTA
73.6
ImageNet Top-1 Accuracy· 2023-05-27
Matrix Information Theory for Self-Supervised Learning Code
#2ResNet50SOTA
73
ImageNet Top-1 Accuracy· 2020-05-20
What Makes for Good Views for Contrastive Learning?Code
#3ResNet50SOTA
71.1
ImageNet Top-1 Accuracy· 2020-03-09
Improved Baselines with Momentum Contrastive Learning Code
#4ResNet50SOTA
69.3
ImageNet Top-1 Accuracy· 2020-02-13
A Simple Framework for Contrastive Learning of Visual Representations Code
#5ResNet50 (v2)
67.6
ImageNet Top-1 Accuracy· 2020-05-11
Prototypical Contrastive Learning of Unsupervised Representations Code
#6ResNet50 (v2)SOTA
63.8
ImageNet Top-1 Accuracy· 2019-05-22
Data-Efficient Image Recognition with Contrastive Predictive Coding Code
#7ResNet50
63.6
ImageNet Top-1 Accuracy· 2019-12-04
Self-Supervised Learning of Pretext-Invariant Representations Code
#8ResNet50
61.5
ImageNet Top-1 Accuracy· 2019-11-13
Self-labelling via simultaneous clustering and representation learning Code
#9ResNet50
61.5
ImageNet Top-1 Accuracy· 2019-11-13
Self-labelling via simultaneous clustering and representation learning Code
#10ResNet50 (4×)
61.3
ImageNet Top-1 Accuracy· 2019-07-04
Large Scale Adversarial Representation Learning Code
#11ResNet50
60.6
ImageNet Top-1 Accuracy· 2019-11-13
Momentum Contrast for Unsupervised Visual Representation Learning Code
#12ResNet50SOTA
60.2
ImageNet Top-1 Accuracy· 2019-03-29
Local Aggregation for Unsupervised Learning of Visual Embeddings Code
#13ResNet50SOTA
56.5
ImageNet Top-1 Accuracy· 2018-05-05
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination Code
#14 ResNet v2 101
48.7
ImageNet Top-1 Accuracy· 2019-05-22
Data-Efficient Image Recognition with Contrastive Predictive Coding Code