Nick Giakoumoglou's starred repositories
tuning_playbook
A playbook for systematically maximizing the performance of deep learning models.
transferlearning
Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
denoising-diffusion-pytorch
Implementation of Denoising Diffusion Probabilistic Model in Pytorch
imagenette
A smaller subset of 10 easily classified classes from Imagenet, and a little more French
Transformer-SSL
This is an official implementation for "Self-Supervised Learning with Swin Transformers".
self_supervised
A Pytorch-Lightning implementation of self-supervised algorithms
VisionMamba
Implementation of Vision Mamba from the paper: "Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model" It's 2.8x faster than DeiT and saves 86.8% GPU memory when performing batch inference to extract features on high-res images
syn-rep-learn
Learning from synthetic data - code and models
pixel-level-contrastive-learning
Implementation of Pixel-level Contrastive Learning, proposed in the paper "Propagate Yourself", in Pytorch
MomentumContrast.pytorch
Reproduction of Momentum Contrast for Unsupervised Visual Representation Learning
BYOL-PyTorch
PyTorch implementation of "Bootstrap Your Own Latent: A New Approach to Self-Supervised Learning" with DDP and Apex AMP
SimCLR-CIFAR10
Pytorch SimCLR on CIFAR10 (92.85% test accuracy)
self-classifier
PyTorch implementation of "Self-Supervised Classification Network" from ECCV 2022
2024-AAAI-DIVIDE
Official implementation of "Decoupled Contrastive Multi-View Clustering with High-Order Random Walks", [AAAI 2024].
matryoshka-representation-learning
A simple implementation of Matryoshka Representation Learning for contrastive self-supervised learning