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 2826–2850 of 6661 papers

Title	Date	Tasks	Status	Hype
HierarchicalContrast: A Coarse-to-Fine Contrastive Learning Framework for Cross-Domain Zero-Shot Slot Filling	Oct 13, 2023	Contrastive Learningslot-filling	CodeCode Available	0
EHI: End-to-end Learning of Hierarchical Index for Efficient Dense Retrieval	Oct 13, 2023	Contrastive LearningRetrieval	—Unverified	0
CLExtract: Recovering Highly Corrupted DVB/GSE Satellite Stream with Contrastive Learning	Oct 12, 2023	Contrastive LearningData Augmentation	—Unverified	0
Incorporating Domain Knowledge Graph into Multimodal Movie Genre Classification with Self-Supervised Attention and Contrastive Learning	Oct 12, 2023	Contrastive LearningGenre classification	CodeCode Available	0
Hyp-UML: Hyperbolic Image Retrieval with Uncertainty-aware Metric Learning	Oct 12, 2023	Contrastive LearningImage Retrieval	—Unverified	0
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic Enhancement	Oct 12, 2023	Contrastive LearningData Augmentation	CodeCode Available	1
SimCKP: Simple Contrastive Learning of Keyphrase Representations	Oct 12, 2023	Contrastive LearningKeyphrase Extraction	CodeCode Available	1
X-Pose: Detecting Any Keypoints	Oct 12, 2023	2D Human Pose Estimation2D Pose Estimation	CodeCode Available	2
Rethinking Negative Pairs in Code Search	Oct 12, 2023	Code SearchContrastive Learning	CodeCode Available	1
Splicing Up Your Predictions with RNA Contrastive Learning	Oct 12, 2023	Contrastive LearningProperty Prediction	CodeCode Available	0
Visual Self-supervised Learning Scheme for Dense Prediction Tasks on X-ray Images	Oct 12, 2023	Contrastive LearningSelf-Supervised Learning	—Unverified	0
Language Models As Semantic Indexers	Oct 11, 2023	Contrastive LearningInformation Retrieval	CodeCode Available	1
Heuristic Vision Pre-Training with Self-Supervised and Supervised Multi-Task Learning	Oct 11, 2023	Common Sense ReasoningContrastive Learning	—Unverified	0
IMITATE: Clinical Prior Guided Hierarchical Vision-Language Pre-training	Oct 11, 2023	Contrastive LearningDescriptive	CodeCode Available	0
The Solution for the CVPR2023 NICE Image Captioning Challenge	Oct 10, 2023	Contrastive LearningImage Captioning	—Unverified	0
Improving Contrastive Learning of Sentence Embeddings with Focal-InfoNCE	Oct 10, 2023	Contrastive LearningSentence	CodeCode Available	0
DrugCLIP: Contrastive Protein-Molecule Representation Learning for Virtual Screening	Oct 10, 2023	Contrastive LearningData Augmentation	CodeCode Available	1
Contrastive Prompt Learning-based Code Search based on Interaction Matrix	Oct 10, 2023	Code SearchContrastive Learning	—Unverified	0
InfoCL: Alleviating Catastrophic Forgetting in Continual Text Classification from An Information Theoretic Perspective	Oct 10, 2023	ClassificationContinual Learning	CodeCode Available	1
A Novel Contrastive Learning Method for Clickbait Detection on RoCliCo: A Romanian Clickbait Corpus of News Articles	Oct 10, 2023	ArticlesClickbait Detection	CodeCode Available	0
Antenna Response Consistency Driven Self-supervised Learning for WIFI-based Human Activity Recognition	Oct 10, 2023	Activity RecognitionARC	—Unverified	0
Topic-DPR: Topic-based Prompts for Dense Passage Retrieval	Oct 10, 2023	Contrastive LearningPassage Retrieval	—Unverified	0
Aligning Language Models with Human Preferences via a Bayesian Approach	Oct 9, 2023	Contrastive LearningReinforcement Learning (RL)	CodeCode Available	1
WeatherDepth: Curriculum Contrastive Learning for Self-Supervised Depth Estimation under Adverse Weather Conditions	Oct 9, 2023	Contrastive LearningDepth Estimation	CodeCode Available	1
C^2M-DoT: Cross-modal consistent multi-view medical report generation with domain transfer network	Oct 9, 2023	Contrastive LearningMedical Report Generation	—Unverified	0

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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