Contrastive Learning

Contrastive Learning is a deep learning technique for unsupervised representation learning. The goal is to learn a representation of data such that similar instances are close together in the representation space, while dissimilar instances are far apart.

It has been shown to be effective in various computer vision and natural language processing tasks, including image retrieval, zero-shot learning, and cross-modal retrieval. In these tasks, the learned representations can be used as features for downstream tasks such as classification and clustering.

(Image credit: Schroff et al. 2015)

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1476–1500 of 6661 papers

Title	Date	Tasks	Status	Hype	Score
Few-shot Action Recognition with Prototype-centered Attentive Learning	Jan 20, 2021	Action RecognitionContrastive Learning	CodeCode Available	1	5
Camera-aware Proxies for Unsupervised Person Re-Identification	Dec 19, 2020	ClusteringContrastive Learning	CodeCode Available	1	5
Contrastive Self-supervised Sequential Recommendation with Robust Augmentation	Aug 14, 2021	Contrastive LearningSelf-Supervised Learning	CodeCode Available	1	5
Contrastive Semi-supervised Learning for Domain Adaptive Segmentation Across Similar Anatomical Structures	Aug 18, 2022	AnatomyContrastive Learning	CodeCode Available	1	5
Applying Self-supervised Learning to Network Intrusion Detection for Network Flows with Graph Neural Network	Mar 3, 2024	Binary ClassificationContrastive Learning	CodeCode Available	1	5
FiGURe: Simple and Efficient Unsupervised Node Representations with Filter Augmentations	Oct 3, 2023	Contrastive Learning	CodeCode Available	1	5
Joint Contrastive Learning with Infinite Possibilities	Sep 30, 2020	Contrastive Learning	CodeCode Available	1	5
Self-supervised Spatial Reasoning on Multi-View Line Drawings	Apr 27, 2021	Binary ClassificationContrastive Learning	CodeCode Available	1	5
Contrastive Spatio-Temporal Pretext Learning for Self-supervised Video Representation	Dec 16, 2021	Contrastive LearningRepresentation Learning	CodeCode Available	1	5
Can contrastive learning avoid shortcut solutions?	Jun 21, 2021	Contrastive Learning	CodeCode Available	1	5
A Closer Look at Self-Supervised Lightweight Vision Transformers	May 28, 2022	Contrastive Learningimage-classification	CodeCode Available	1	5
3D Human Pose, Shape and Texture from Low-Resolution Images and Videos	Mar 11, 2021	3D human pose and shape estimationContrastive Learning	CodeCode Available	1	5
Contrastive Test-Time Adaptation	Apr 21, 2022	Contrastive LearningDomain Adaptation	CodeCode Available	1	5
Finetuning CLIP to Reason about Pairwise Differences	Sep 15, 2024	AttributeContrastive Learning	CodeCode Available	1	5
Contrastive Trajectory Similarity Learning with Dual-Feature Attention	Oct 11, 2022	Contrastive LearningTrajectory Modeling	CodeCode Available	1	5
Composite Sketch+Text Queries for Retrieving Objects with Elusive Names and Complex Interactions	Feb 12, 2025	Contrastive LearningImage Retrieval	CodeCode Available	1	5
Fine-grained Category Discovery under Coarse-grained supervision with Hierarchical Weighted Self-contrastive Learning	Oct 14, 2022	Contrastive Learning	CodeCode Available	1	5
Contrastive Tuning: A Little Help to Make Masked Autoencoders Forget	Apr 20, 2023	ClusteringContrastive Learning	CodeCode Available	1	5
Contrastive UCB: Provably Efficient Contrastive Self-Supervised Learning in Online Reinforcement Learning	Jul 29, 2022	Contrastive LearningDeep Reinforcement Learning	CodeCode Available	1	5
A Practical Contrastive Learning Framework for Single-Image Super-Resolution	Nov 27, 2021	Contrastive LearningImage Restoration	CodeCode Available	1	5
Fine-grained Temporal Contrastive Learning for Weakly-supervised Temporal Action Localization	Mar 31, 2022	Action LocalizationClassification	CodeCode Available	1	5
Contrastive Variational Reinforcement Learning for Complex Observations	Aug 6, 2020	Atari GamesContinuous Control	CodeCode Available	1	5
Pointly-supervised 3D Scene Parsing with Viewpoint Bottleneck	Sep 17, 2021	Contrastive LearningRepresentation Learning	CodeCode Available	1	5
Contrastive Video Question Answering via Video Graph Transformer	Feb 27, 2023	Contrastive LearningQuestion Answering	CodeCode Available	1	5
Is Contrastive Learning Necessary? A Study of Data Augmentation vs Contrastive Learning in Sequential Recommendation	Mar 17, 2024	Contrastive LearningData Augmentation	CodeCode Available	1	5

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All datasets imagenet-1k 10,000 People - Human Pose Recognition Data CIFAR-10 STL-10

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ResNet50	ImageNet Top-1 Accuracy	73.6	—	Unverified
2	ResNet50	ImageNet Top-1 Accuracy	73	—	Unverified
3	ResNet50	ImageNet Top-1 Accuracy	71.1	—	Unverified
4	ResNet50	ImageNet Top-1 Accuracy	69.3	—	Unverified
5	ResNet50 (v2)	ImageNet Top-1 Accuracy	67.6	—	Unverified
6	ResNet50 (v2)	ImageNet Top-1 Accuracy	63.8	—	Unverified
7	ResNet50	ImageNet Top-1 Accuracy	63.6	—	Unverified
8	ResNet50	ImageNet Top-1 Accuracy	61.5	—	Unverified
9	ResNet50	ImageNet Top-1 Accuracy	61.5	—	Unverified
10	ResNet50 (4×)	ImageNet Top-1 Accuracy	61.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	1	0..5sec	1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	IPCL (ResNet18)	Accuracy (Top-1)	84.77	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	IPCL (ResNet18)	Accuracy (Top-1)	85.55	—	Unverified