pytorch-implementation

Tutorials on implementing a few sequence-to-sequence (seq2seq) models with PyTorch and TorchText.

[CVPR2020] Adversarial Latent Autoencoders

A resource for learning about ML, DL, PyTorch and TensorFlow. Feedback always appreciated :)

A Collection of Variational Autoencoders (VAE) in PyTorch.

My implementation of the original GAT paper (Veličković et al.). I've additionally included the playground.py file for visualizing the Cora dataset, GAT embeddings, an attention mechanism, and entropy histograms. I've supported both Cora (transductive) and PPI (inductive) examples!

PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations

The Medical Detection Toolkit contains 2D + 3D implementations of prevalent object detectors such as Mask R-CNN, Retina Net, Retina U-Net, as well as a training and inference framework focused on dealing with medical images.

Pytorch implementation for "Large-Scale Long-Tailed Recognition in an Open World" (CVPR 2019 ORAL)

A simple and extensible library to create Bayesian Neural Network layers on PyTorch.

Implementation of DropBlock: A regularization method for convolutional networks in PyTorch.

Tutorials on how to implement a few key architectures for image classification using PyTorch and TorchVision.

A Pytorch Implementation of "Neural Speech Synthesis with Transformer Network"

This is an open sourced book on deep learning.

This is a pytorch implementation of the paper: StarGAN-VC: Non-parallel many-to-many voice conversion with star generative adversarial networks

Pytorch Tutorial, Pytorch with Google Colab, Pytorch Implementations: CNN, RNN, DCGAN, Transfer Learning, Chatbot, Pytorch Sample Codes

74.3% MobileNetV3-Large and 67.2% MobileNetV3-Small model on ImageNet

An implementation of the DeepMind's AlphaFold based on PyTorch for research

KoBERT와 CRF로 만든 한국어 개체명인식기 (BERT+CRF based Named Entity Recognition model for Korean)

Unofficial PyTorch implementation of BlazeFace

PyTorch implementation of EfficientNetV2 family

Reference ImageNet implementation of SelecSLS CNN architecture proposed in the SIGGRAPH 2020 paper "XNect: Real-time Multi-Person 3D Motion Capture with a Single RGB Camera". The repository also includes code for pruning the model based on implicit sparsity emerging from adaptive gradient descent methods, as detailed in the CVPR 2019 paper "On implicit filter level sparsity in Convolutional Neural Networks".

IJCAI2020 & IJCV 2021 🌇 Unsupervised Scene Adaptation with Memory Regularization in vivo

The official implementation of CFBI(+): Collaborative Video Object Segmentation by (Multi-scale) Foreground-Background Integration.

LibCity: An Open Library for Traffic Prediction

Voice Conversion by CycleGAN (语音克隆/语音转换): CycleGAN-VC2

Sentiment analysis neural network trained by fine-tuning BERT, ALBERT, or DistilBERT on the Stanford Sentiment Treebank.

PyTorch implementation of Octave Convolution with pre-trained Oct-ResNet and Oct-MobileNet models

A PyTorch Implementation of "Everybody Dance Now" from Berkeley AI lab.

Unofficial PyTorch implementation of "RTM3D: Real-time Monocular 3D Detection from Object Keypoints for Autonomous Driving" (ECCV 2020)

accepted by IEEE TNNLS, transformer, multi-graph transformer, graph, graph classification, sketch recognition, sketch classification, free-hand sketch, official code of the paper "Multi-Graph Transformer for Free-Hand Sketch Recognition"