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69 search results found

Pytorch Metric Learning ⭐ 5,734

The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.

Lightly ⭐ 2,665

A python library for self-supervised learning on images.

Solo Learn ⭐ 1,318

solo-learn: a library of self-supervised methods for visual representation learning powered by Pytorch Lightning

Learnable latent embeddings for joint behavioral and neural analysis - Official implementation of CEBRA

Pocket-Sized Multimodal AI for content understanding and generation across multilingual texts, images, and 🔜 video, up to 5x faster than OpenAI CLIP and LLaVA 🖼️ & 🖋️

PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations by T. Chen et al.

Quaterion ⭐ 580

Blazing fast framework for fine-tuning similarity learning models

Openmixup ⭐ 538

CAIRI Supervised, Semi- and Self-Supervised Visual Representation Learning Toolbox and Benchmark

Declutr ⭐ 349

The corresponding code from our paper "DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations". Do not hesitate to open an issue if you run into any trouble!

[CVPR'22] Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels

LibAUC: A Deep Learning Library for X-Risk Optimization

Gradcache ⭐ 254

Run Effective Large Batch Contrastive Learning Beyond GPU/TPU Memory Constraint

[NeurIPS 2023] This repository includes the official implementation of our paper "An Inverse Scaling Law for CLIP Training"

Parametric Contrastive Learning ⭐ 220

Parametric Contrastive Learning (ICCV2021) & GPaCo (TPAMI 2023)

Contrastivecrop ⭐ 202

[CVPR 2022 Oral] Crafting Better Contrastive Views for Siamese Representation Learning

[NeurIPS'22 Spotlight] Data and code for our paper CoNT: Contrastive Neural Text Generation

Contrad ⭐ 142

Code for the paper "Training GANs with Stronger Augmentations via Contrastive Discriminator" (ICLR 2021)

Simclr Pytorch ⭐ 140

PyTorch implementation of SimCLR: supports multi-GPU training and closely reproduces results

Promcse ⭐ 126

Code for "Improved Universal Sentence Embeddings with Prompt-based Contrastive Learning and Energy-based Learning (EMNLP 2022)"

Social Nce ⭐ 108

[ICCV21] Official implementation of the "Social NCE: Contrastive Learning of Socially-aware Motion Representations" in PyTorch.

Vq Font ⭐ 107

[ICCV 2023] Few shot font generation via transferring similarity guided global and quantization local styles

Co Learning Learning From Noisy Labels With Self Supervision ⭐ 107

The official implementation of the ACM MM'2021 paper Co-learning: Learning from noisy labels with self-supervision.

Self-Supervised Learning in PyTorch

Official Pytorch implementation of CCPL and SCTNet (ECCV2022, Oral)

Model-Contrastive Federated Learning (CVPR 2021)

Contracode ⭐ 96

Contrastive Code Representation Learning: functionality-based JavaScript embeddings through self-supervised learning

Pixel Level Contrastive Learning ⭐ 95

Implementation of Pixel-level Contrastive Learning, proposed in the paper "Propagate Yourself", in Pytorch

Code for You Only Cut Once: Boosting Data Augmentation with a Single Cut, ICML 2022.

Awesome Contrastive Learning ⭐ 92

Awesome Contrastive Learning for CV & NLP

Re Context Or Names ⭐ 88

Bert-based models(BERT, MTB, CP) for relation extraction.

Semimtr Text Recognition ⭐ 68

Multimodal Semi-Supervised Learning for Text Recognition (SemiMTR)

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

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

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

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

Contrastivelearning4dialogue ⭐ 32

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

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

Library to perform image and video self-supervised learning.

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

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

Awesome Representation Learning Cv Paperandcode ⭐ 22

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

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

Self Contrastive Learning ⭐ 18

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

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

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".

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

Efficientddp 4 Contrastive Train ⭐ 14

Optimizing the way of contrastive learning in PyTorch-DDP(DistributedDataParallel) multi-GPU training

Clsa_pytorch ⭐ 12

Unofficial implement of CLSA(Contrastive Learning with Stronger Augmentations) with minimum modifications on official moco's code

Contrastive2021 ⭐ 11

Implementation for paper "Towards the Generalization of Contrastive Self-Supervised Learning" (https://arxiv.org/abs/2111.00743)

Not_a_simclr ⭐ 9

A simple PyTorch tutorial for helping one implement the SimCLR framework.

Classification ⭐ 8

Classification of the MNIST dataset using various Deep Learning techniques

Taup Pytorch ⭐ 8

Task Agnostic Unsupervised Learning

Official Code of CVPR'23 Paper "VLPD: Context-Aware Pedestrian Detection via Vision-Language Semantic Self-Supervision"

Noncontrastive Ssl ⭐ 8

Analyzing partial dimensional collapse in non-contrastive self-supervised learning. "Understanding Collapse in Non-Contrastive Siamese Representation Learning." In ECCV, 2022.

Cl Baselines ⭐ 8

This is a Pytorch implementation of contrastive Learning(CL) baselines.

CURLA: CURL x CARLA -- Robust end-to-end Autonomous Driving by combining Contrastive Learning and Reinforcement Learning

Scatsimclr ⭐ 7

Official implementation of paper "ScatSimCLR: self-supervised contrastive learning with pretext task regularization for small-scale datasets", accepted at ICCV 2021 2nd Visual Inductive Priors for Data-Efficient Deep Learning Workshop

Visual Contrastive Learning For Few Shot Image Classification ⭐ 6

Implementation of Few-shot Binary Image Classification using Contrastive Learning-based Approach in PyTorch

Understanding Negative Samples ⭐ 6

#NeurIPS2021 Codes for Understanding Negative Samples in Instance Discriminative Self-supervised Representation Learning

PyTorch reimplementation of "A simple, efficient and scalable contrastive masked autoencoder for learning visual representations".

Pytorch implementation of the paper, "Representation Learning with Contrastive Predictive Coding", or CPC, https://arxiv.org/pdf/1807.03748.pdf

This repository contains code for the paper "Margin Preserving Self-paced Contrastive Learning Towards Domain Adaptation for Medical Image Segmentation", published at IEEE JBHI 2022

A python library for self-supervised learning

Refcontrast ⭐ 5

Understanding Synonymous Referring Expressions via Contrastive Features

Visual Similarity Search ⭐ 5

Visual similarity search engine demo with use of PyTorch Metric Learning and Qdrant

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