Giter Club home page Giter Club logo

mask_rcnn_pytorch's Introduction

Mask RCNN in PyTorch

  1. This is a PyTorch implementation of Mask RCNN which attempts to reproduce the results in Mask RCNN.
  2. This project provides an implementation of ROI Align in CUDA C as well as a PyTorch nn.Module for it.
  3. The model architecture is based on the awesome Faster RCNN with PyTorch repo.
  4. The experiment setup is based on Image Classification Project Killer in Pytorch to minimize the effort of doing experiments and developing new models.

Spectial thanks to Fast Mask RCNN for being the catalyst of this project.

Progress (with expected time)

  • ROIAlign layer (It is not explained in the paper how four regular locations are chosen, so currently, this implementation uses 4 corners of each bin. This may be changed either after hyper-parameter tuning stage or after the release of the original code.)
  • COCO dataloader with mask
  • FastRCNN with ROIAlign using ResNet-50-C4
  • Training code
  • Test the FastRCNN with ROI Algin (In progress)
  • MaskRCNN using ResNet-50-C4 (4/12)
  • FPN backbone (4/14)
  • Testing all code
  • Turing hyper-parameters
  • Considering removing dependency of numpy and cython
  • Speed up
  • Clean the code and comment
  • Pretrained models
  • Demo code

mask_rcnn_pytorch's People

Contributors

felixgwu avatar

Watchers

 avatar  avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.