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 2801–2825 of 6661 papers

Title	Date	Tasks	Status	Score
Joint Searching and Grounding: Multi-Granularity Video Content Retrieval	Oct 23, 2023	Contrastive LearningRetrieval	CodeCode Available	5
PE-GAN: Prior Embedding GAN for PXD images at Belle II	Mar 1, 2023	Conditional Image GenerationContrastive Learning	CodeCode Available	5
Enhancing the Ranking Context of Dense Retrieval Methods through Reciprocal Nearest Neighbors	May 25, 2023	Contrastive LearningReranking	CodeCode Available	5
Graph Diffusion Network for Drug-Gene Prediction	Feb 13, 2025	Contrastive LearningGraph Learning	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
Joint Masked Reconstruction and Contrastive Learning for Mining Interactions Between Proteins	Mar 6, 2025	Contrastive LearningGraph Attention	CodeCode Available	5
Balancing Graph Embedding Smoothness in Self-Supervised Learning via Information-Theoretic Decomposition	Apr 16, 2025	Contrastive LearningGraph Embedding	CodeCode Available	5
Joint Representation Learning for Text and 3D Point Cloud	Jan 18, 2023	Contrastive LearningInstance Segmentation	CodeCode Available	5
JTCSE: Joint Tensor-Modulus Constraints and Cross-Attention for Unsupervised Contrastive Learning of Sentence Embeddings	May 5, 2025	Contrastive LearningSentence	CodeCode Available	5
Knowing Where and What: Unified Word Block Pretraining for Document Understanding	Jul 28, 2022	Contrastive Learningdocument understanding	CodeCode Available	5
Label Refinement via Contrastive Learning for Distantly-Supervised Named Entity Recognition	Jul 1, 2022	Contrastive Learningnamed-entity-recognition	CodeCode Available	5
Balancing Embedding Spectrum for Recommendation	Jun 17, 2024	Contrastive LearningRecommendation Systems	CodeCode Available	5
Enhancing Sequential Music Recommendation with Negative Feedback-informed Contrastive Learning	Sep 11, 2024	Contrastive LearningMusic Recommendation	CodeCode Available	5
Cross-Model Cross-Stream Learning for Self-Supervised Human Action Recognition	Jul 15, 2023	Action RecognitionContrastive Learning	CodeCode Available	5
Continual Learning: Less Forgetting, More OOD Generalization via Adaptive Contrastive Replay	Oct 9, 2024	Continual LearningContrastive Learning	CodeCode Available	5
JIGMARK: A Black-Box Approach for Enhancing Image Watermarks against Diffusion Model Edits	Jun 6, 2024	Contrastive Learning	CodeCode Available	5
Enhancing pretraining efficiency for medical image segmentation via transferability metrics	Oct 24, 2024	Contrastive LearningImage Segmentation	CodeCode Available	5
Adaptive Integration of Partial Label Learning and Negative Learning for Enhanced Noisy Label Learning	Dec 15, 2023	Contrastive LearningMeta-Learning	CodeCode Available	5
Continual Graph Convolutional Network for Text Classification	Apr 9, 2023	ClassificationContrastive Learning	CodeCode Available	5
Topology Only Pre-Training: Towards Generalised Multi-Domain Graph Models	Nov 7, 2023	Contrastive LearningGraph Learning	CodeCode Available	5
Enhancing Out-of-Distribution Detection in Natural Language Understanding via Implicit Layer Ensemble	Oct 20, 2022	Contrastive Learningintent-classification	CodeCode Available	5
Balanced Multi-Relational Graph Clustering	Jul 23, 2024	ClusteringContrastive Learning	CodeCode Available	5
Enhancing Multivariate Time Series-based Solar Flare Prediction with Multifaceted Preprocessing and Contrastive Learning	Sep 21, 2024	Contrastive Learningfeature selection	CodeCode Available	5
Enhancing Multimodal Medical Image Classification using Cross-Graph Modal Contrastive Learning	Oct 23, 2024	ClassificationContrastive Learning	CodeCode Available	5
Continual Contrastive Learning for Image Classification	Jul 5, 2021	ClassificationContinual 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