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 1201–1225 of 6661 papers

Title	Date	Tasks	Status	Hype	Score
Cross-Domain Sentiment Classification with In-Domain Contrastive Learning	Dec 5, 2020	ClassificationContrastive Learning	CodeCode Available	1	5
Cross-Modal Contrastive Learning for Text-to-Image Generation	Jan 12, 2021	Contrastive LearningGenerative Adversarial Network	CodeCode Available	1	5
Contrastive Embeddings for Neural Architectures	Feb 8, 2021	Contrastive LearningNeural Architecture Search	CodeCode Available	1	5
Beyond Co-occurrence: Multi-modal Session-based Recommendation	Sep 29, 2023	Contrastive LearningDescriptive	CodeCode Available	1	5
Cross-Domain Graph Anomaly Detection via Anomaly-aware Contrastive Alignment	Dec 2, 2022	Anomaly DetectionContrastive Learning	CodeCode Available	1	5
Improving Music Performance Assessment with Contrastive Learning	Aug 3, 2021	Contrastive Learningregression	CodeCode Available	1	5
Conditional Contrastive Learning with Kernel	Feb 11, 2022	Contrastive Learning	CodeCode Available	1	5
Cross-level Contrastive Learning and Consistency Constraint for Semi-supervised Medical Image Segmentation	Feb 8, 2022	Contrastive LearningImage Segmentation	CodeCode Available	1	5
Adaptive Supervised PatchNCE Loss for Learning H&E-to-IHC Stain Translation with Inconsistent Groundtruth Image Pairs	Mar 10, 2023	Contrastive LearningImage-to-Image Translation	CodeCode Available	1	5
Contrastive Fine-grained Class Clustering via Generative Adversarial Networks	Dec 30, 2021	ClusteringContrastive Learning	CodeCode Available	1	5
Beyond Redundancy: Information-aware Unsupervised Multiplex Graph Structure Learning	Sep 25, 2024	Contrastive LearningGraph Learning	CodeCode Available	1	5
Cross-modal Causal Relation Alignment for Video Question Grounding	Mar 5, 2025	Contrastive Learningcross-modal alignment	CodeCode Available	1	5
Cross-modal Contrastive Learning for Multimodal Fake News Detection	Feb 25, 2023	Contrastive LearningFake News Detection	CodeCode Available	1	5
Improving Word Translation via Two-Stage Contrastive Learning	Nov 16, 2021	Bilingual Lexicon InductionContrastive Learning	CodeCode Available	1	5
Cross-Modal Information-Guided Network using Contrastive Learning for Point Cloud Registration	Nov 2, 2023	Contrastive LearningPoint Cloud Registration	CodeCode Available	1	5
Cross-View Language Modeling: Towards Unified Cross-Lingual Cross-Modal Pre-training	Jun 1, 2022	Contrastive LearningCross-Lingual Transfer	CodeCode Available	1	5
CURL: Contrastive Unsupervised Representation Learning for Reinforcement Learning	Jan 1, 2020	Contrastive Learningreinforcement-learning	CodeCode Available	1	5
Cross-Modal Retrieval with Partially Mismatched Pairs	Feb 22, 2023	Contrastive LearningCross-Modal Retrieval	CodeCode Available	1	5
Automated Spatio-Temporal Graph Contrastive Learning	May 6, 2023	Contrastive Learning	CodeCode Available	1	5
Cross-Patch Dense Contrastive Learning for Semi-Supervised Segmentation of Cellular Nuclei in Histopathologic Images	Jan 1, 2022	Contrastive LearningImage Segmentation	CodeCode Available	1	5
Graph Contrastive Invariant Learning from the Causal Perspective	Jan 23, 2024	Contrastive LearningNode Classification	CodeCode Available	1	5
Cross-Silo Prototypical Calibration for Federated Learning with Non-IID Data	Aug 7, 2023	Contrastive LearningFederated Learning	CodeCode Available	1	5
Contrastive Grouping with Transformer for Referring Image Segmentation	Sep 2, 2023	Contrastive LearningImage Segmentation	CodeCode Available	1	5
AD-CLIP: Adapting Domains in Prompt Space Using CLIP	Aug 10, 2023	Contrastive LearningDomain Adaptation	CodeCode Available	1	5
Graph Contrastive Learning Meets Graph Meta Learning: A Unified Method for Few-shot Node Tasks	Sep 19, 2023	CoLAContrastive Learning	CodeCode Available	1	5

Show:10 25 50

← PrevPage 49 of 267Next →

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