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contrastive-learning

Here are 634 public repositories matching this topic...

jgraving / selfsne

Self-Supervised Noise Embeddings (Self-SNE)

machine-learning deep-learning clustering dimensionality-reduction embedding-models self-supervised-learning contrastive-learning

Updated May 27, 2024
Jupyter Notebook

PerForm-Lab-RIT / domain-adaptation-eye-tracking

Official Implementation for the paper Deep Domain Adaptation: A Sim2Real Neural Approach for Improving Eye-Tracking System.

deep-learning neural-networks domain-adaptation cycle-gan domain-generalization eye-segmentation contrastive-learning

Updated May 27, 2024
Python

OpenGVLab / InternVideo

Video Foundation Models & Data for Multimodal Understanding

benchmark action-recognition video-understanding video-data self-supervised multimodal video-dataset open-set-recognition video-retrieval video-question-answering masked-autoencoder temporal-action-localization contrastive-learning spatio-temporal-action-localization zero-shot-retrieval video-clip vision-transformer zero-shot-classification foundation-models instruction-tuning

Updated May 26, 2024
Python

lightly-ai / lightly

A python library for self-supervised learning on images.

machine-learning computer-vision deep-learning pytorch embeddings self-supervised-learning contrastive-learning

Updated May 23, 2024
Python

amazon-science / contrastive_emc2

Code the ICML 2024 paper: "EMC^2: Efficient MCMC Negative Sampling for Contrastive Learning with Global Convergence"

machine-learning deep-neural-networks machine-learning-algorithms multi-modal multi-modal-learning mcmc-sampling contrastive-learning

Updated May 22, 2024
Python

filipbasara0 / sigmoid-contrastive-loss

Implementation of modulated sigmoid pairwise contrastive loss for self-supervised learning on images

machine-learning deep-learning pytorch representation-learning unsupervised-learning self-supervised-learning contrastive-learning

Updated May 22, 2024
Python

emadeldeen24 / CA-TCC

[TPAMI 2023] Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification

time-series classification semi-supervised-learning transfer-learning representation-learning unsupervised-learning fine-tuning self-supervised-learning pseudo-label contrastive-learning

Updated May 22, 2024
Python

nomic-ai / contrastors

Train Models Contrastively in Pytorch

deep-learning transformers pytorch embeddings text-embeddings contrastive-learning dense-retrieval

Updated May 21, 2024
Python

vigneashpandiyan / Additive-Manufacturing-Multi-Material-Composition-Monitoring-Using-Sensor-Fusion

Qualify-As-You-Go Sensor Fusion, Process Zone Signatures and Deep Contrastive Learning for Multi-Material Composition Monitoring in LPBF Process

material time-series metal laser signal-processing 3d-printing triplet-loss acoustics timeseries-analysis additive-manufacturing contrastive-learning circle-loss lpbf manufacturing-intelligence

Updated May 21, 2024
Python

SimCLR

Spijkervet / SimCLR

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

pytorch representation-learning unsupervised-learning simclr contrastive-learning

Updated May 21, 2024
Python

mahmoodlab / TANGLE

Transcriptomics-guided Slide Representation Learning in Computational Pathology - CVPR 2024

tangle pathology contrastive-learning mahmoodlab histology-transcriptomics pathology-genomics slide-representation-learning pathology-representation pathology-transcriptomics

Updated May 21, 2024
Python

ZzzTD / RRCGAN

RRCGAN：A Radiometric Resolution Compression Method for Optical Remote Sensing Images Using Contrastive Learning

remote-sensing contrastive-learning

Updated May 21, 2024
Python

Strong-AI-Lab / Logical-Equivalence-driven-AMR-Data-Augmentation-for-Representation-Learning

The source code for Abstract Meaning Representation-Based Logic-Driven Data Augmentation for Logical Reasoning. #1 on the ReClor Leaderboard and we are the first group scored above 90% on the hidden test set around the world.. The paper has been accepted by the Findings of ACL-24.

logical-reasoning contrastive-learning logical-equivalences logic-driven-data-augmentation

Updated May 20, 2024
Python

Rifat004 / Self-Supervised-Learning_Lightly

This repository implements a self-supervised learning (SSL) pipeline using PyTorch lightning, Lightly, and SimCLR model, focusing on SSL techniques.

self-supervised-learning contrastive-learning lightly

Updated May 20, 2024
Jupyter Notebook

miccunifi / ARNIQA

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

computer-vision deep-learning image-processing resnet image-quality iqa image-quality-assessment blind-image-quality-assessment low-level-vision image-degradation self-supervised-learning degradation-model biqa full-reference-iqa nr-iqa simclr contrastive-learning fr-iqa no-reference-image-quality-assessment full-reference-image-quality-assessment

Updated May 20, 2024
Python

tararelan / ELEC4840-Final-Project-2024

python jupyter-notebook pytorch ensemble-learning alexnet-model resnet-50 sgd-optimizer isic-2017 isic-2016 domain-generalization isic-2019 isic-2018 contrastive-learning vgg19-model binary-cross-entropy-loss

Updated May 19, 2024
Jupyter Notebook

jaiprakash1824 / VLM_Adv_Attack

In the dynamic landscape of medical artificial intelligence, this study explores the vulnerabilities of the Pathology Language-Image Pretraining (PLIP) model, a Vision Language Foundation model, under targeted attacks like PGD adversarial attack.

pytorch attention-mechanism clip vulnerability-detection pathology trustworthiness adversarial-attacks attention-visualization pathology-image histopathology-images pgd-adversarial-attacks contrastive-learning trustworthy-machine-learning vision-transformer trustworthy-ai plip-model histopathology-image-classfication vision-language-model

Updated May 18, 2024
Jupyter Notebook

HKU-MedAI / MGCA

[NeurIPS'22] Multi-Granularity Cross-modal Alignment for Generalized Medical Visual Representation Learning

self-supervised-learning medical-report contrastive-learning medical-vision-and-language-pretraining

Updated May 16, 2024
Jupyter Notebook

zhaodongsun / contrast-phys

[TPAMI & ECCV 2022] Contrast-Phys & Contrast-Phys+ for facial video-based remote physiological signal measurement

computer-vision unsupervised-learning remote-photoplethysmography rppg contrastive-learning remote-physiological-measurement

Updated May 16, 2024
Python

filipbasara0 / contrastive-neighbor-embedding

Non-linear dimensionality reduction using contrastive neighbor embeddings.

dimensionality-reduction contrastive-learning

Updated May 14, 2024
Python

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