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contrastive-learning

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

metric-learning 深度学习机器视觉机器学习 PyTorch deep-metric-learning image-retrieval self-supervised-learning contrastive-learning embeddings

Python

6233

664

2 个月前

google-research / simclr

SimCLRv2 - Big Self-Supervised Models are Strong Semi-Supervised Learners

simclr contrastive-learning representation-learning self-supervised-learning unsupervised-learning 机器视觉 simclrv2

Jupyter Notebook

4368

646

2 年前

lightly-ai / lightly

A python library for self-supervised learning on images.

深度学习 self-supervised-learning 机器学习机器视觉 PyTorch embeddings contrastive-learning Hacktoberfest contributions-welcome

Python

3549

311

9 天前

OpenGVLab / InternVideo

[ECCV2024] Video Foundation Models & Data for Multimodal Understanding

foundation-models video-understanding vision-transformer action-recognition multimodal temporal-action-localization video-question-answering zero-shot-classification benchmark contrastive-learning self-supervised instruction-tuning video-clip

Python

2063

127

2 个月前

tangxyw / RecSysPapers

推荐/广告/搜索领域工业界经典以及最前沿论文集合。A collection of industry classics and cutting-edge papers in the field of recommendation/advertising/search.

calibration causal-inference cold-start contrastive-learning distillation fairness match papers rank recommendation-system reinforcement-learning multi-modal

Python

1939

256

1 个月前

salesforce / ALBEF

Code for ALBEF: a new vision-language pre-training method

vision-and-language representation-learning contrastive-learning

Python

1713

215

3 年前

vturrisi / solo-learn

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

simclr contrastive-learning PyTorch pytorch-lightning self-supervised-learning swav moco simsiam dino deepcluster transformer-models

Python

1516

193

12 天前

wvangansbeke / Unsupervised-Classification

SCAN: Learning to Classify Images without Labels, incl. SimCLR. [ECCV 2020]

unsupervised-learning image-classification self-supervised-learning clustering eccv-2020 eccv2020 representation-learning contrastive-learning simclr moco

Python

1449

272

2 年前

dailenson / SDT

This repository is the official implementation of Disentangling Writer and Character Styles for Handwriting Generation (CVPR 2023)

深度学习 handwriting-generation transformer generative-models multimodal pytorch-implementation 机器视觉 contrastive-learning

Python

1254

101

3 个月前

yzhuoning / Awesome-CLIP

Awesome list for research on CLIP (Contrastive Language-Image Pre-Training).

clip contrastive-learning pre-training

1216

1 年前

unum-cloud / uform

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

huggingface-transformers language-vision multimodal PyTorch semantic-search transformer cross-attention vector-search bert 神经网络 pretrained-models multi-lingual clip openai contrastive-learning representation-learning clustering image-search llava

Python

1179

1 个月前

lucidrains / CoCa-pytorch

Implementation of CoCa, Contrastive Captioners are Image-Text Foundation Models, in Pytorch

人工智能 attention-mechanism contrastive-learning 深度学习 multimodal transformers image-to-text

Python

1178

2 年前

JosephKJ / OWOD

(CVPR 2021 Oral) Open World Object Detection

open-world object-detection contrastive-learning energy-based-model detectron2 incremental-learning continual-learning cvpr2021 cvpr

Python

1066

156

3 年前

AngeLouCN / Min_Max_Similarity

A contrastive learning based semi-supervised segmentation network for medical image segmentation

contrastive-learning semi-supervised-learning medical-image-segmentation video-segmentation

Python

1056

395

2 年前

AdaptiveMotorControlLab / CEBRA

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

机器学习 PyTorch contrastive-learning neuroscience-methods

Python

1029

6 天前

tensorflow / similarity

TensorFlow Similarity is a python package focused on making similarity learning quick and easy.

Python

1023

107

1 年前

PyGCL / PyGCL

PyGCL: A PyTorch Library for Graph Contrastive Learning

contrastive-learning graph-representation-learning 机器学习

Python

950

1 年前

lightly-ai / lightly-train

All-in-one training for vision models (YOLO, ViTs, RT-DETR, DINOv3): pretraining, fine-tuning, distillation.

机器视觉 contrastive-learning 深度学习 distillation embeddings 机器学习 pretrained-models Python PyTorch self-supervised self-supervised-learning semantic-segmentation vision-transformer rtdetr rtdetrv2 yolo

Python

911

1 天前

Spijkervet / SimCLR

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

simclr PyTorch contrastive-learning unsupervised-learning representation-learning

Python

802

168

1 年前

nomic-ai / contrastors

Train Models Contrastively in Pytorch

contrastive-learning 深度学习 embeddings PyTorch text-embeddings transformers image-embeddings multimodal rag

Python

750

6 个月前