PyTorch Implementation of Fully Convolutional Networks. (Training code to reproduce the original result is available.)

Overview

pytorch-fcn

PyPI Version Python Versions GitHub Actions

PyTorch implementation of Fully Convolutional Networks.

Requirements

Installation

git clone https://github.com/wkentaro/pytorch-fcn.git
cd pytorch-fcn
pip install .

# or

pip install torchfcn

Training

See VOC example.

Accuracy

At 10fdec9.

Model Implementation epoch iteration Mean IU Pretrained Model
FCN32s Original - - 63.63 Download
FCN32s Ours 11 96000 62.84
FCN16s Original - - 65.01 Download
FCN16s Ours 11 96000 64.91
FCN8s Original - - 65.51 Download
FCN8s Ours 7 60000 65.49
FCN8sAtOnce Original - - 65.40
FCN8sAtOnce Ours 11 96000 64.74

Visualization of validation result of FCN8s.

Cite This Project

If you use this project in your research or wish to refer to the baseline results published in the README, please use the following BibTeX entry.

@misc{pytorch-fcn2017,
  author =       {Ketaro Wada},
  title =        {{pytorch-fcn: PyTorch Implementation of Fully Convolutional Networks}},
  howpublished = {\url{https://github.com/wkentaro/pytorch-fcn}},
  year =         {2017}
}
Owner
Kentaro Wada
I'm a final-year PhD student at Imperial College London working on computer vision and robotics.
Kentaro Wada
Example of network fine-tuning in pytorch for the kaggle competition Dogs vs. Cats Redux: Kernels Edition

Example of network fine-tuning in pytorch for the kaggle competition Dogs vs. Cats Redux: Kernels Edition Currently

bobby 70 Sep 22, 2022
simple generative adversarial network (GAN) using PyTorch

Generative Adversarial Networks (GANs) in PyTorch Running Run the sample code by typing: ./gan_pytorch.py ...and you'll train two nets to battle it o

vanguard_space 32 Jun 14, 2020
The Hitchiker's Guide to PyTorch

The Hitchiker's Guide to PyTorch

Kai Arulkumaran 1k Dec 20, 2022
Simple PyTorch Tutorials Zero to ALL!

PyTorchZeroToAll Quick 3~4 day lecture materials for HKUST students. Video Lectures: (RNN TBA) Youtube Bilibili Slides Lecture Slides @GoogleDrive If

Sung Kim 3.7k Dec 30, 2022
PyTorch Tutorial for Deep Learning Researchers

This repository provides tutorial code for deep learning researchers to learn PyTorch. In the tutorial, most of the models were implemented with less

Yunjey Choi 25.4k Jan 05, 2023
ConvNet training using pytorch

Convolutional networks using PyTorch This is a complete training example for Deep Convolutional Networks on various datasets (ImageNet, Cifar10, Cifar

Elad Hoffer 336 Dec 30, 2022
Minimal tutorials for PyTorch

Minimal tutorials for PyTorch adapted from Alec Radford's Theano tutorials. Tensor multiplication Linear Regression Logistic Regression Neural Network

Vinh Khuc 321 Oct 25, 2022
PyTorch tutorials.

PyTorch Tutorials All the tutorials are now presented as sphinx style documentation at: https://pytorch.org/tutorials Contributing We use sphinx-galle

6.6k Jan 02, 2023
Torch Containers simplified in PyTorch

pytorch-containers This repository aims to help former Torchies more seamlessly transition to the "Containerless" world of PyTorch by providing a list

Max deGroot 88 Apr 25, 2022
C++ Implementation of PyTorch Tutorials for Everyone

C++ Implementation of PyTorch Tutorials for Everyone OS (Compiler)\LibTorch 1.9.0 macOS (clang 10.0, 11.0, 12.0) Linux (gcc 8, 9, 10, 11) Windows (msv

Omkar Prabhu 1.5k Jan 04, 2023
Deep Learning (with PyTorch)

Deep Learning (with PyTorch) This notebook repository now has a companion website, where all the course material can be found in video and textual for

Alfredo Canziani 6.2k Jan 02, 2023
An IPython Notebook tutorial on deep learning for natural language processing, including structure prediction.

Table of Contents: Introduction to Torch's Tensor Library Computation Graphs and Automatic Differentiation Deep Learning Building Blocks: Affine maps,

Robert 1.8k Jan 04, 2023
Image captioning - Tensorflow implementation of Show, Attend and Tell: Neural Image Caption Generation with Visual Attention

Introduction This neural system for image captioning is roughly based on the paper "Show, Attend and Tell: Neural Image Caption Generation with Visual

Guoming Wang 749 Dec 28, 2022
Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 200 universities.

D2L.ai: Interactive Deep Learning Book with Multi-Framework Code, Math, and Discussions Book website | STAT 157 Course at UC Berkeley | Latest version

Dive into Deep Learning (D2L.ai) 16k Jan 03, 2023
Pytorch implementations of various Deep NLP models in cs-224n(Stanford Univ)

DeepNLP-models-Pytorch Pytorch implementations of various Deep NLP models in cs-224n(Stanford Univ: NLP with Deep Learning) This is not for Pytorch be

Kim SungDong 2.9k Dec 24, 2022
A collection of various deep learning architectures, models, and tips

Deep Learning Models A collection of various deep learning architectures, models, and tips for TensorFlow and PyTorch in Jupyter Notebooks. Traditiona

Sebastian Raschka 15.5k Jan 07, 2023
Open source guides/codes for mastering deep learning to deploying deep learning in production in PyTorch, Python, C++ and more.

Deep Learning Materials by Deep Learning Wizard Start Learning Now Please head to www.deeplearningwizard.com to start learning! It is mobile/tablet fr

Ritchie Ng 572 Dec 28, 2022
This is a gentle introductin on how to start using an awesome library called Weights and Biases.

🪄 W&B Minimal PyTorch Tutorial This tutorial is also accompanied with a PyTorch source code, it can be found in src folder. Furthermore, all plots an

Nauryzbay K 8 Aug 20, 2022
Some example scripts on pytorch

pytorch-practice Some example scripts on pytorch CONLL 2000 Chunking task Uses BiLSTM CRF loss with char CNN embeddings. To run use: cd data/conll2000

Shubhanshu Mishra 180 Dec 22, 2022
A scalable template for PyTorch projects, with examples in Image Segmentation, Object classification, GANs and Reinforcement Learning.

PyTorch Project Template is being sponsored by the following tool; please help to support us by taking a look and signing up to a free trial PyTorch P

Mo'men AbdelRazek 740 Dec 23, 2022