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 1001–1025 of 6661 papers

Title	Date	Tasks	Status	Hype
Aligning Pretraining for Detection via Object-Level Contrastive Learning	Jun 4, 2021	Contrastive LearningObject	CodeCode Available	1
CoIn: Contrastive Instance Feature Mining for Outdoor 3D Object Detection with Very Limited Annotations	Jan 1, 2023	3D Object DetectionContrastive Learning	CodeCode Available	1
Contrastive Learning for Cross-Domain Open World Recognition	Mar 17, 2022	Contrastive Learning	CodeCode Available	1
CoLA: Weakly-Supervised Temporal Action Localization with Snippet Contrastive Learning	Mar 30, 2021	Action LocalizationCoLA	CodeCode Available	1
Conditioned and Composed Image Retrieval Combining and Partially Fine-Tuning CLIP-Based Features	Jun 19, 2022	Composed Image Retrieval (CoIR)Content-Based Image Retrieval	CodeCode Available	1
Collaborating Domain-shared and Target-specific Feature Clustering for Cross-domain 3D Action Recognition	Jul 20, 2022	3D Action RecognitionAction Recognition	CodeCode Available	1
A Message Passing Perspective on Learning Dynamics of Contrastive Learning	Mar 8, 2023	Contrastive LearningGraph Attention	CodeCode Available	1
Contrast-Phys+: Unsupervised and Weakly-supervised Video-based Remote Physiological Measurement via Spatiotemporal Contrast	Sep 13, 2023	Computational EfficiencyContrastive Learning	CodeCode Available	1
A Unified Arbitrary Style Transfer Framework via Adaptive Contrastive Learning	Mar 9, 2023	Contrastive LearningRepresentation Learning	CodeCode Available	1
Learning Visual Representations via Language-Guided Sampling	Feb 23, 2023	Contrastive LearningRepresentation Learning	CodeCode Available	1
AASAE: Augmentation-Augmented Stochastic Autoencoders	Jul 26, 2021	Contrastive LearningData Augmentation	CodeCode Available	1
Learning with Partial Labels from Semi-supervised Perspective	Nov 24, 2022	Contrastive LearningPartial Label Learning	CodeCode Available	1
Lesion-based Contrastive Learning for Diabetic Retinopathy Grading from Fundus Images	Jul 17, 2021	Contrastive LearningData Augmentation	CodeCode Available	1
Let Invariant Rationale Discovery Inspire Graph Contrastive Learning	Jun 16, 2022	Contrastive Learning	CodeCode Available	1
Contrastive Vision-Language Alignment Makes Efficient Instruction Learner	Nov 29, 2023	Contrastive LearningImage Captioning	CodeCode Available	1
Contrastive Learning for Improving ASR Robustness in Spoken Language Understanding	May 2, 2022	Contrastive LearningSpoken Language Understanding	CodeCode Available	1
CONE: An Efficient COarse-to-fiNE Alignment Framework for Long Video Temporal Grounding	Sep 22, 2022	Contrastive LearningVideo Grounding	CodeCode Available	1
ContrastNet: A Contrastive Learning Framework for Few-Shot Text Classification	May 16, 2023	ClassificationContrastive Learning	CodeCode Available	1
CoMAE: Single Model Hybrid Pre-training on Small-Scale RGB-D Datasets	Feb 13, 2023	Contrastive LearningRepresentation Learning	CodeCode Available	1
CoMatch: Semi-supervised Learning with Contrastive Graph Regularization	Nov 23, 2020	Contrastive LearningRepresentation Learning	CodeCode Available	1
LInK: Learning Joint Representations of Design and Performance Spaces through Contrastive Learning for Mechanism Synthesis	May 31, 2024	Contrastive Learning	CodeCode Available	1
LipLearner: Customizable Silent Speech Interactions on Mobile Devices	Feb 12, 2023	Contrastive LearningIncremental Learning	CodeCode Available	1
Contrast, Stylize and Adapt: Unsupervised Contrastive Learning Framework for Domain Adaptive Semantic Segmentation	Jun 15, 2023	Contrastive LearningDomain Adaptation	CodeCode Available	1
Contrastive Variational Reinforcement Learning for Complex Observations	Aug 6, 2020	Atari GamesContinuous Control	CodeCode Available	1
Balanced Contrastive Learning for Long-Tailed Visual Recognition	Jul 19, 2022	Contrastive LearningImage Classification	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