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 2476–2500 of 6661 papers

Title	Date	Tasks	Status	Score
Contrastive Learning for Implicit Social Factors in Social Media Popularity Prediction	Oct 12, 2024	Contrastive LearningSocial Media Popularity Prediction	CodeCode Available	5
Contrastive Learning for Image Registration in Visual Teach and Repeat Navigation	Apr 13, 2022	Contrastive LearningImage Registration	CodeCode Available	5
Leave No One Behind: Online Self-Supervised Self-Distillation for Sequential Recommendation	Mar 22, 2024	ClusteringContrastive Learning	CodeCode Available	5
Learning with Open-world Noisy Data via Class-independent Margin in Dual Representation Space	Jan 19, 2025	Contrastive LearningLearning with noisy labels	CodeCode Available	5
Less Attention is More: Prompt Transformer for Generalized Category Discovery	Jan 1, 2025	Contrastive LearningSelf-Learning	CodeCode Available	5
Leveraging Unlabeled Data for 3D Medical Image Segmentation through Self-Supervised Contrastive Learning	Nov 21, 2023	Contrastive LearningImage Segmentation	CodeCode Available	5
Multi-View Action Recognition Using Contrastive Learning	Jan 3, 2023	Action RecognitionContrastive Learning	CodeCode Available	5
Learning to Locate Visual Answer in Video Corpus Using Question	Oct 11, 2022	Contrastive LearningLanguage Modelling	CodeCode Available	5
Anatomy-Aware Contrastive Representation Learning for Fetal Ultrasound	Aug 22, 2022	AnatomyContrastive Learning	CodeCode Available	5
Learning to Plan via Supervised Contrastive Learning and Strategic Interpolation: A Chess Case Study	Jun 5, 2025	Contrastive Learning	CodeCode Available	5
Learning Transferable Pedestrian Representation from Multimodal Information Supervision	Apr 12, 2023	AttributeContrastive Learning	CodeCode Available	5
Learning Tree-Structured Composition of Data Augmentation	Aug 26, 2024	Contrastive LearningData Augmentation	CodeCode Available	5
3C: Confidence-Guided Clustering and Contrastive Learning for Unsupervised Person Re-Identification	Aug 18, 2024	ClusteringContrastive Learning	CodeCode Available	5
Learning the Simplicity of Scattering Amplitudes	Aug 8, 2024	Contrastive LearningDecoder	CodeCode Available	5
Bitext Mining for Low-Resource Languages via Contrastive Learning	Aug 23, 2022	Contrastive LearningSentence	CodeCode Available	5
Learning Text Similarity with Siamese Recurrent Networks	Aug 1, 2016	Contrastive LearningRepresentation Learning	CodeCode Available	5
Contrastive Learning for Character Detection in Ancient Greek Papyri	Sep 16, 2024	Contrastive LearningData Augmentation	CodeCode Available	5
Contrastive Learning for API Aspect Analysis	Jul 31, 2023	Contrastive Learning	CodeCode Available	5
Contrastive Learning enhanced Author-Style Headline Generation	Nov 7, 2022	ArticlesContrastive Learning	CodeCode Available	5
Addressing Order Sensitivity of In-Context Demonstration Examples in Causal Language Models	Feb 23, 2024	AttributeContrastive Learning	CodeCode Available	5
Learning Semi-Supervised Medical Image Segmentation from Spatial Registration	Sep 16, 2024	Contrastive LearningImage Segmentation	CodeCode Available	5
Learning Node Representations against Perturbations	Aug 26, 2020	Contrastive LearningInductive Learning	CodeCode Available	5
Contrastive Learning-based Sentence Encoders Implicitly Weight Informative Words	Oct 24, 2023	Contrastive LearningSentence	CodeCode Available	5
Anatomical Conditioning for Contrastive Unpaired Image-to-Image Translation of Optical Coherence Tomography Images	Apr 8, 2024	Contrastive LearningDecoder	CodeCode Available	5
Learning Self-Supervised Representations for Label Efficient Cross-Domain Knowledge Transfer on Diabetic Retinopathy Fundus Images	Apr 20, 2023	ClassificationContrastive Learning	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