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 776–800 of 6661 papers

Title	Date	Tasks	Status	Hype
ReContrast: Domain-Specific Anomaly Detection via Contrastive Reconstruction	Jun 5, 2023	Anomaly DetectionContrastive Learning	CodeCode Available	1
Unsupervised Dense Retrieval with Relevance-Aware Contrastive Pre-Training	Jun 5, 2023	Contrastive LearningRetrieval	CodeCode Available	1
rPPG-MAE: Self-supervised Pre-training with Masked Autoencoders for Remote Physiological Measurement	Jun 4, 2023	Contrastive Learning	CodeCode Available	1
ContraBAR: Contrastive Bayes-Adaptive Deep RL	Jun 4, 2023	Contrastive LearningMeta Reinforcement Learning	CodeCode Available	1
MA2CL:Masked Attentive Contrastive Learning for Multi-Agent Reinforcement Learning	Jun 3, 2023	Contrastive LearningMulti-agent Reinforcement Learning	CodeCode Available	1
Supervised Adversarial Contrastive Learning for Emotion Recognition in Conversations	Jun 2, 2023	Contrastive LearningEmotion Recognition	CodeCode Available	1
Self Contrastive Learning for Session-based Recommendation	Jun 2, 2023	Contrastive LearningData Augmentation	CodeCode Available	1
Spatially Resolved Gene Expression Prediction from H&E Histology Images via Bi-modal Contrastive Learning	Jun 2, 2023	BenchmarkingContrastive Learning	CodeCode Available	1
Training neural operators to preserve invariant measures of chaotic attractors	Jun 1, 2023	Contrastive Learning	CodeCode Available	1
LIV: Language-Image Representations and Rewards for Robotic Control	Jun 1, 2023	Contrastive LearningImitation Learning	CodeCode Available	1
UCAS-IIE-NLP at SemEval-2023 Task 12: Enhancing Generalization of Multilingual BERT for Low-resource Sentiment Analysis	Jun 1, 2023	Contrastive LearningRepresentation Learning	CodeCode Available	1
A Graph is Worth 1-bit Spikes: When Graph Contrastive Learning Meets Spiking Neural Networks	May 30, 2023	Contrastive LearningSelf-Supervised Learning	CodeCode Available	1
LM-CPPF: Paraphrasing-Guided Data Augmentation for Contrastive Prompt-Based Few-Shot Fine-Tuning	May 29, 2023	Contrastive LearningData Augmentation	CodeCode Available	1
Whitening-based Contrastive Learning of Sentence Embeddings	May 28, 2023	Contrastive LearningDiversity	CodeCode Available	1
Matrix Information Theory for Self-Supervised Learning	May 27, 2023	Contrastive LearningGSM8K	CodeCode Available	1
Hierarchical Verbalizer for Few-Shot Hierarchical Text Classification	May 26, 2023	ClassificationContrastive Learning	CodeCode Available	1
ReConPatch : Contrastive Patch Representation Learning for Industrial Anomaly Detection	May 26, 2023	Anomaly DetectionContrastive Learning	CodeCode Available	1
RankCSE: Unsupervised Sentence Representations Learning via Learning to Rank	May 26, 2023	Contrastive LearningLearning-To-Rank	CodeCode Available	1
Towards Open-World Segmentation of Parts	May 26, 2023	Contrastive LearningSegmentation	CodeCode Available	1
UniTRec: A Unified Text-to-Text Transformer and Joint Contrastive Learning Framework for Text-based Recommendation	May 25, 2023	Contrastive LearningText Matching	CodeCode Available	1
Contrastive Learning of Sentence Embeddings from Scratch	May 24, 2023	Contrastive LearningNatural Language Inference	CodeCode Available	1
Pre-training Intent-Aware Encoders for Zero- and Few-Shot Intent Classification	May 24, 2023	Contrastive Learningintent-classification	CodeCode Available	1
Robust Representation Learning with Reliable Pseudo-labels Generation via Self-Adaptive Optimal Transport for Short Text Clustering	May 23, 2023	ClusteringContrastive Learning	CodeCode Available	1
SiCL: Silhouette-Driven Contrastive Learning for Unsupervised Person Re-Identification with Clothes Change	May 23, 2023	Clothes Changing Person Re-IdentificationContrastive Learning	CodeCode Available	1
Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification	May 23, 2023	Audio ClassificationContrastive Learning	CodeCode Available	1

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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