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

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Showing 2876–2900 of 6661 papers

Title	Date	Tasks	Status	Score
IPCL: Iterative Pseudo-Supervised Contrastive Learning to Improve Self-Supervised Feature Representation	Mar 18, 2024	Contrastive LearningData Augmentation	CodeCode Available	5
JCSE: Contrastive Learning of Japanese Sentence Embeddings and Its Applications	Jan 19, 2023	Contrastive LearningDomain Adaptation	CodeCode Available	5
Joint Prediction of Meningioma Grade and Brain Invasion via Task-Aware Contrastive Learning	Sep 4, 2022	Contrastive LearningDecision Making	CodeCode Available	5
Intra-video Positive Pairs in Self-Supervised Learning for Ultrasound	Mar 12, 2024	Contrastive LearningSelf-Supervised Learning	CodeCode Available	5
Enhancing Cardiovascular Disease Prediction through Multi-Modal Self-Supervised Learning	Nov 8, 2024	Contrastive LearningDisease Prediction	CodeCode Available	5
Enhancing Audio-Language Models through Self-Supervised Post-Training with Text-Audio Pairs	Aug 17, 2024	Audio ClassificationContrastive Learning	CodeCode Available	5
Into the Unknown: Applying Inductive Spatial-Semantic Location Embeddings for Predicting Individuals' Mobility Beyond Visited Places	Jun 17, 2025	Contrastive LearningPrediction	CodeCode Available	5
Intra- and Inter-modal Context Interaction Modeling for Conversational Speech Synthesis	Dec 25, 2024	Contrastive LearningSpeech Synthesis	CodeCode Available	5
Intrinsic and Extrinsic Factor Disentanglement for Recommendation in Various Context Scenarios	Mar 5, 2025	Contrastive LearningDisentanglement	CodeCode Available	5
Adaptive H&E-IHC information fusion staining framework based on feature extra	Feb 27, 2025	Contrastive Learning	CodeCode Available	5
Interventional Video Grounding with Dual Contrastive Learning	Jun 21, 2021	Causal InferenceContrastive Learning	CodeCode Available	5
Intermediate Domain-guided Adaptation for Unsupervised Chorioallantoic Membrane Vessel Segmentation	Mar 5, 2025	Contrastive LearningDomain Adaptation	CodeCode Available	5
Backdoor Attack on Unpaired Medical Image-Text Foundation Models: A Pilot Study on MedCLIP	Jan 1, 2024	Backdoor AttackContrastive Learning	CodeCode Available	5
Interactive Dimensionality Reduction for Comparative Analysis	Jun 29, 2021	Contrastive LearningDimensionality Reduction	CodeCode Available	5
Enhanced Long-Tailed Recognition with Contrastive CutMix Augmentation	Jul 6, 2024	Contrastive LearningData Augmentation	CodeCode Available	5
Joint Representation Learning for Text and 3D Point Cloud	Jan 18, 2023	Contrastive LearningInstance Segmentation	CodeCode Available	5
ENGAGE: Explanation Guided Data Augmentation for Graph Representation Learning	Jul 3, 2023	Contrastive LearningData Augmentation	CodeCode Available	5
Self-supervised Multi-modal Training from Uncurated Image and Reports Enables Zero-shot Oversight Artificial Intelligence in Radiology	Aug 10, 2022	Contrastive LearningDecision Making	CodeCode Available	5
End-to-End Supervised Multilabel Contrastive Learning	Jul 8, 2023	Contrastive Learningimage-classification	CodeCode Available	5
Constructing Contrastive samples via Summarization for Text Classification with limited annotations	Apr 11, 2021	Contrastive LearningData Augmentation	CodeCode Available	5
Instance Smoothed Contrastive Learning for Unsupervised Sentence Embedding	May 12, 2023	Contrastive LearningSemantic Similarity	CodeCode Available	5
Integrating Contrastive Learning with Dynamic Models for Reinforcement Learning from Images	Mar 2, 2022	Contrastive LearningData Augmentation	CodeCode Available	5
Encoding Hierarchical Schema via Concept Flow for Multifaceted Ideology Detection	May 29, 2024	Contrastive Learning	CodeCode Available	5
A Vlogger-augmented Graph Neural Network Model for Micro-video Recommendation	May 28, 2024	Contrastive LearningGraph Neural Network	CodeCode Available	5
In-sample Contrastive Learning and Consistent Attention for Weakly Supervised Object Localization	Sep 25, 2020	Contrastive LearningObject	CodeCode Available	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