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292 search results found

Mirror Bert ⭐ 56

[EMNLP 2021] Mirror-BERT: Converting Pretrained Language Models to universal text encoders without labels.

Heaputil ⭐ 53

Code for the RA-L (IROS) 2021 paper "A Hierarchical Dual Model of Environment- and Place-Specific Utility for Visual Place Recognition"

Official Implementation of PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation

Query Selected Attention ⭐ 51

Official implementation for "QS-Attn: Query-Selected Attention for Contrastive Learning in I2I Translation" (CVPR 2022)

Revisiting Contrastive Ssl ⭐ 51

Revisiting Contrastive Methods for Unsupervised Learning of Visual Representations. [NeurIPS 2021]

Code for CoMatch: Semi-supervised Learning with Contrastive Graph Regularization

Clcc Cvpr21 ⭐ 50

An official TensorFlow implementation of “CLCC: Contrastive Learning for Color Constancy” accepted at CVPR 2021.

Unicon Noisy Label ⭐ 50

Official Implementation of the CVPR 2022 paper "UNICON: Combating Label Noise Through Uniform Selection and Contrastive Learning"

[NeurIPS 2021 Spotlight] Aligning Pretraining for Detection via Object-Level Contrastive Learning

PyTorch implementation of MCM (Delving into out-of-distribution detection with vision-language representations), NeurIPS 2022

Official implementation for CVPR2023 Paper "Re-IQA : Unsupervised Learning for Image Quality Assessment in the Wild"

Pytorch implementation of "A Simple Framework for Contrastive Learning of Visual Representations"

Modulated Contrast for Versatile Image Synthesis [CVPR 2022]

CVC: Contrastive Learning for Non-parallel Voice Conversion (INTERSPEECH 2021, in PyTorch)

Supervised Contrastive Learning In Tensorflow 2 ⭐ 42

Implements the ideas presented in https://arxiv.org/pdf/2004.11362v1.pdf by Khosla et al.

The official implementation of "Asymmetric Patch Sampling for Contrastive Learning"

Collections of self-supervised methods, based on cvpods.

Seqmatchnet ⭐ 40

Code for the CoRL 2021 paper "SeqMatchNet: Contrastive Learning with Sequence Matching for Place Recognition \& Relocalization"

Latentclr ⭐ 40

Repository for LatentCLR: A Contrastive Learning Approach for Unsupervised Discovery of Interpretable Directions, ICCV 2021

This repository contains the code implementation used in the paper Temporally Coherent Embeddings for Self-Supervised Video Representation Learning (TCE).

Co^2L: Contrastive Continual Learning (ICCV2021)

[EMNLP 2022] This is the code repo for our EMNLP‘22 paper "COCO-DR: Combating Distribution Shifts in Zero-Shot Dense Retrieval with Contrastive and Distributionally Robust Learning".

Protoclip ⭐ 38

📍 Official pytorch implementation of ProtoCLIP in paper Prototypical Contrastive Language Image Pretraining (IEEE TNNLS)

An easy-to-use tool for phrase encoding and topic mining (unsupervised aspect extraction); Code base for ACL 2022 paper, UCTopic: Unsupervised Contrastive Learning for Phrase Representations and Topic Mining.

Contrast Phys ⭐ 36

[ECCV 2022] Contrast-Phys/Contrast-Phys+

Cvpr2022 Ftcl ⭐ 36

[CVPR 2022] Fine-grained Temporal Contrastive Learning for Weakly-supervised Temporal Action Localization

PyTorch implementation of ICML 2023 paper "SegCLIP: Patch Aggregation with Learnable Centers for Open-Vocabulary Semantic Segmentation"

[AAAI 2023] An official source code for paper Hard Sample Aware Network for Contrastive Deep Graph Clustering.

Condigsum ⭐ 35

Code for EMNLP 2021 paper "Topic-Aware Contrastive Learning for Abstractive Dialogue Summarization"

Coarse3d ⭐ 35

COARSE3D: Class-Prototypes for Contrastive Learning in Weakly-Supervised 3D Point Cloud Segmentation (BMVC 2022)

Code for KDD'22 paper, COSTA: Covariance-Preserving Feature Augmentation for Graph Contrastive Learning

Positional_cl ⭐ 33

code for paper Positional Contrastive Learning for Volumetric Medical Image Segmentation

The official implementation of "Disentangling Long and Short-Term Interests for Recommendation" (WWW '22)

📄 Spatial Contrastive Learning for Few-Shot Classification (ECML/PKDD 2021).

VarCLR: Variable Semantic Representation Pre-training via Contrastive Learning

Contrastivelearning4dialogue ⭐ 32

The codebase for "Group-wise Contrastive Learning for Neural Dialogue Generation" (Cai et al., Findings of EMNLP 2020)

EMNLP 2022: "MABEL: Attenuating Gender Bias using Textual Entailment Data" https://arxiv.org/abs/2210.14975

Weakly-Supervised Contrastive Learning in Path Manifold for Monte Carlo Image Reconstruction [Cho et al. SIGGRAPH 2021]

[WACV 2024 Oral] - ARNIQA: Learning Distortion Manifold for Image Quality Assessment

PyTorch implementation of CIDER (How to exploit hyperspherical embeddings for out-of-distribution detection), ICLR 2023

Contrastivebli ⭐ 30

Improving Word Translation via Two-Stage Contrastive Learning (ACL 2022). Keywords: Bilingual Lexicon Induction, Word Translation, Cross-Lingual Word Embeddings.

Parametric Instance Classification for Unsupervised Visual Feature Learning, NeurIPS 2020

Weakly Supervised Contrastive Learning

Unsupervised Contrastive Cross-modal Hashing (IEEE TPAMI 2023, PyTorch Code)

PyTorch implementation for "Deep Graph Contrastive Representation Learning" (https://arxiv.org/abs/2006.04131v2)

[WACV'22] Code repository for the paper "Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting", https://arxiv.org/abs/2106.10137.

Library to perform image and video self-supervised learning.

Generalized Deep Metric Learning.

[Codes of CVPR'21 paper] CoLA: Weakly-Supervised Temporal Action Localization with Snippet Contrastive Learning

S2-BNN: Bridging the Gap Between Self-Supervised Real and 1-bit Neural Networks via Guided Distribution Calibration (CVPR 2021)

[ICIP 2022] VLCap: Vision-Language with Contrastive Learning for Coherent Video Paragraph Captioning

Unsupervised Visual Representation Learning ⭐ 26

Overview of unsupervised visual representation learning (or self-supervised learning, unsupervised pre-training) methods.

Official implementation of RoSA: A Robust Self-Aligned Framework for Node-Node Graph Contrastive Learning

[Findings of ACL2023] Improving Contrastive Learning of Sentence Embeddings from AI Feedback

A Clustering Based Classification Algorithm

PyTorch Implementation on Paper [CVPR2021]Distilling Audio-Visual Knowledge by Compositional Contrastive Learning

Open source image super-resolution toolbox containing various functionality for training a diverse number of state-of-the-art deep learning models. Also acts as the companion code for the MDPI Sensors journal paper titled 'The Best of Both Worlds: A Framework for Combining Degradation Prediction with High Performance Super-Resolution Networks'

An end-to-end masked contrastive video-and-language pre-training framework

Implementation for "3D human pose, shape and texture from low-resolution images and videos", TPAMI 2021

Official repository for CVPR'23 paper: Detecting Backdoors in Pre-trained Encoders

Object Aware Contrastive ⭐ 24

Object-aware Contrastive Learning for Debiased Scene Representation (NeurIPS 2021)

Implementation of "RankCSE: Unsupervised Sentence Representation Learning via Learning to Rank" (ACL 2023)

Contrawr ⭐ 23

SSL: EEG dataset processing and EEG Self-supervised Learning

Cldr_clner_models ⭐ 23

Though language model text embeddings have revolutionized NLP research, their ability to capture high-level semantic information, such as relations between entities in text, is limited. In this paper, we propose a novel contrastive learning framework that trains sentence embeddings to encode the relations in a graph structure. Given a sentence (unstructured text) and its graph, we use contrastive learning to impose relation-related structure on the token level representations of the sentence obt

official implemntation for "Contrastive Learning with Stronger Augmentations"

List of Publications in Graph Contrastive Learning

[WWW'2023] "AutoST: Automated Spatio-Temporal Graph Contrastive Learning"

Awesome Representation Learning Cv Paperandcode ⭐ 22

Awesome-Representation-Learning-CV-PaperAndCodes, lasted development in the representation learning area.

Rank N Contrast ⭐ 22

[NeurIPS 2023, Spotlight] Rank-N-Contrast: Learning Continuous Representations for Regression

[SIGIR'2023] "DCCF: Disentangled Contrastive Collaborative Filtering"

Graph Papers ⭐ 21

Graph Neural Network, Self-Supervised Learning, Contrastive Learning, RecSys, Transformer Papers Reading Notes.

Transfer_broad ⭐ 21

Pytorch Code for "A Broad Study on the Transferability of Visual Representations with Contrastive Learning" (ICCV 2021)

Official Pytorch implementation of "DivCo: Diverse Conditional Image Synthesis via Contrastive Generative Adversarial Network" (CVPR'21)

Microast ⭐ 20

Official Pytorch code for "MicroAST: Towards Super-Fast Ultra-Resolution Arbitrary Style Transfer" (AAAI 2023)

Cris.pytorch ⭐ 20

An official PyTorch implementation of the CRIS paper

Push And Pull Network ⭐ 20

The official implementation of P^2Net (Push-and-Pull Network) for fine-grained ship classification in remote sensing images

SIGIR'2022, Pre-train a Discriminative Text Encoder for Dense Retrieval via Contrastive Span Prediction

Eval_ssl_ssc ⭐ 19

[TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation

PyTorch code for self-supervised pre-training of networks with CLOCS

"Learning a Geometric Representation for Depth Estimation via Gradient Field and Contrastive Loss" (ICRA 2021)

Self Supervised Spare3d ⭐ 18

[CVPR 2022] Self-supervised Spatial Reasoning on Multi-View Line Drawings

Patch Mix_contrastive_learning ⭐ 18

Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification (INTERSPEECH 2023)

Source code of paper 'LED: Lexicon-Enlightened Dense Retriever for Large-Scale Retrieval' (WWW 2023)

Self Contrastive Learning ⭐ 18

Self-Contrastive Learning: Single-viewed Supervised Contrastive Framework using Sub-network (AAAI 2023)

Offical implement of NCL-IML (Pre-training-free Image Manipulation Localization through Non-Mutually Contrastive Learning), ICCV2023

Adaptive Soft Contrastive Learning_icpr2022 ⭐ 18

ASCL: adpative Soft Contrastive Learning (ICPR2022)

Avce_fer ⭐ 17

[ECCV2022] The official repository of Emotion-aware Multi-view Contrastive Learning for Facial Emotion Recognition

SimCSE有监督与无监督实验复现

Source code for "SelfCF: A Simple Framework for Self-supervised Collaborative Filtering". Accepted by ACM TORS.

Lesion Based Contrastive Learning ⭐ 17

This is the official implementation of the paper Lesion-based Contrastive Learning for Diabetic Retinopathy Grading from Fundus Images.

MHCCL: Masked Hierarchical Cluster-wise Contrastive Learning for Multivariate Time Series - a PyTorch Version (AAAI-2023)

Nonling Cse ⭐ 16

[NeurIPS 2022] Non-Linguistic Supervision for Contrastive Learning of Sentence Embeddings

Semanticflowgraph ⭐ 16

This repository provides the code and guidance for reproducing the results in our ESEC/FSE 2023 submission "Pre-training Code Representations with Semantic Flow Graph for Effective Bug Localization".

[ICDE2023] A PyTorch implementation of Self-supervised Trajectory Representation Learning with Temporal Regularities and Travel Semantics Framework (START).

Scon Absa ⭐ 16

[CIKM 2021] Enhancing Aspect-Based Sentiment Analysis with Supervised Contrastive Learning

"DACL: Learning a Domain-Agnostic Contrastive Representation for Dense Prediction beyond Distribution Gap" (arXiv)

Seisclip ⭐ 16

SeisCLIP: A seismology foundation model pre-trained by multi-modal data for multi-purpose seismic feature extraction

PyTorch implementation of the AAAI-21 paper "Dual Adversarial Label-aware Graph Neural Networks for Cross-modal Retrieval" and the TPAMI-22 paper "Integrating Multi-Label Contrastive Learning with Dual Adversarial Graph Neural Networks for Cross-Modal Retrieval".

[ICML'2023] "GraphST: Spatial-Temporal Graph Learning with Adversarial Contrastive Adaptation"

Awesome Graph Self Supervised Learning Based Recommendation ⭐ 15

A curated list of awesome graph & self-supervised-learning-based recommendation.

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