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 401–425 of 6661 papers

Title	Date	Tasks	Status	Hype	Score
Contrastive Learning of Generalized Game Representations	Jun 18, 2021	Contrastive LearningImage Classification	CodeCode Available	1	5
A Self-Supervised Gait Encoding Approach with Locality-Awareness for 3D Skeleton Based Person Re-Identification	Sep 5, 2020	Contrastive LearningPerson Re-Identification	CodeCode Available	1	5
A Contrastive Cross-Channel Data Augmentation Framework for Aspect-based Sentiment Analysis	Apr 16, 2022	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	1	5
A Self-supervised Method for Entity Alignment	Jun 17, 2021	Contrastive LearningEntity Alignment	CodeCode Available	1	5
CCL: Continual Contrastive Learning for LiDAR Place Recognition	Mar 24, 2023	Autonomous DrivingContinual Learning	CodeCode Available	1	5
Contrastive Representation Distillation	Oct 23, 2019	Contrastive LearningKnowledge Distillation	CodeCode Available	1	5
Certifiably Robust Graph Contrastive Learning	Oct 5, 2023	Contrastive LearningGraph Representation Learning	CodeCode Available	1	5
CETN: Contrast-enhanced Through Network for CTR Prediction	Dec 15, 2023	Click-Through Rate PredictionContrastive Learning	CodeCode Available	1	5
Contrastive learning of global and local features for medical image segmentation with limited annotations	Jun 18, 2020	Contrastive LearningData Augmentation	CodeCode Available	1	5
A Sentence is Worth 128 Pseudo Tokens: A Semantic-Aware Contrastive Learning Framework for Sentence Embeddings	Mar 11, 2022	Contrastive LearningSemantic Textual Similarity	CodeCode Available	1	5
Bootstrapping Interactive Image-Text Alignment for Remote Sensing Image Captioning	Dec 2, 2023	Causal Language ModelingContrastive Learning	CodeCode Available	1	5
Chaos is a Ladder: A New Theoretical Understanding of Contrastive Learning via Augmentation Overlap	Mar 25, 2022	ARCContrastive Learning	CodeCode Available	1	5
A Simple and Effective Self-Supervised Contrastive Learning Framework for Aspect Detection	Sep 18, 2020	Contrastive LearningTopic Models	CodeCode Available	1	5
ChatRetriever: Adapting Large Language Models for Generalized and Robust Conversational Dense Retrieval	Apr 21, 2024	Contrastive LearningConversational Search	CodeCode Available	1	5
CL4CTR: A Contrastive Learning Framework for CTR Prediction	Dec 1, 2022	Click-Through Rate PredictionContrastive Learning	CodeCode Available	1	5
A Simple Contrastive Learning Objective for Alleviating Neural Text Degeneration	May 5, 2022	Contrastive LearningDialogue Generation	CodeCode Available	1	5
A simple, efficient and scalable contrastive masked autoencoder for learning visual representations	Oct 30, 2022	Contrastive LearningSelf-Supervised Learning	CodeCode Available	1	5
Anomaly Detection on Attributed Networks via Contrastive Self-Supervised Learning	Feb 27, 2021	Anomaly DetectionContrastive Learning	CodeCode Available	1	5
CLAD: Robust Audio Deepfake Detection Against Manipulation Attacks with Contrastive Learning	Apr 24, 2024	Audio Deepfake DetectionContrastive Learning	CodeCode Available	1	5
Bootstrapping meaning through listening: Unsupervised learning of spoken sentence embeddings	Oct 23, 2022	Acoustic Unit DiscoveryContrastive Learning	CodeCode Available	1	5
A Simple Graph Contrastive Learning Framework for Short Text Classification	Jan 16, 2025	Contrastive LearningData Augmentation	CodeCode Available	1	5
A Simple Long-Tailed Recognition Baseline via Vision-Language Model	Nov 29, 2021	Contrastive LearningLanguage Modeling	CodeCode Available	1	5
CLCC: Contrastive Learning for Color Constancy	Jun 9, 2021	Color ConstancyContrastive Learning	CodeCode Available	1	5
A Simple yet Effective Relation Information Guided Approach for Few-Shot Relation Extraction	May 19, 2022	Contrastive LearningRelation	CodeCode Available	1	5
Anomaly Detection in IR Images of PV Modules using Supervised Contrastive Learning	Dec 6, 2021	Anomaly DetectionContrastive Learning	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