Bling's Object detection tool

Related tags

Deep LearningBriVL-BUA-applications
Overview

BriVL for Building Applications

This repo is used for illustrating how to build applications by using BriVL model.

This repo is re-implemented from following projects:

Online Demo built by BriVL

Contents

This repo contains two parts:

  • Bounding Box Extractor: ./bbox_extractor
  • BriVL Feature Extractor: ./BriVL

Test this Pipeline

Test image has been saved in ./bbox_extractor/feature_extractor, test with following command:

python3 main.py --brivl_cfg BriVL/cfg/BriVL_cfg.yml --brivl_weights BriVL/weights/brivl-weights.pth

Download Models

Requirements

Important: The version of Detectron2 should be 0.3 or below.

Install Pre-Built Detectron2 (Linux only)

Choose from this table to install v0.3 (Nov 2020):

CUDA torch 1.7 torch 1.6 torch 1.5
11.0
install 
python -m pip install detectron2 -f \
  https://dl.fbaipublicfiles.com/detectron2/wheels/cu110/torch1.7/index.html
10.2
install 
python -m pip install detectron2 -f \
  https://dl.fbaipublicfiles.com/detectron2/wheels/cu102/torch1.7/index.html
install 
python -m pip install detectron2 -f \
  https://dl.fbaipublicfiles.com/detectron2/wheels/cu102/torch1.6/index.html
install 
python -m pip install detectron2 -f \
  https://dl.fbaipublicfiles.com/detectron2/wheels/cu102/torch1.5/index.html
10.1
install 
python -m pip install detectron2 -f \
  https://dl.fbaipublicfiles.com/detectron2/wheels/cu101/torch1.7/index.html
install 
python -m pip install detectron2 -f \
  https://dl.fbaipublicfiles.com/detectron2/wheels/cu101/torch1.6/index.html
install 
python -m pip install detectron2 -f \
  https://dl.fbaipublicfiles.com/detectron2/wheels/cu101/torch1.5/index.html
9.2
install 
python -m pip install detectron2 -f \
  https://dl.fbaipublicfiles.com/detectron2/wheels/cu92/torch1.7/index.html
install 
python -m pip install detectron2 -f \
  https://dl.fbaipublicfiles.com/detectron2/wheels/cu92/torch1.6/index.html
install 
python -m pip install detectron2 -f \
  https://dl.fbaipublicfiles.com/detectron2/wheels/cu92/torch1.5/index.html
cpu
install 
python -m pip install detectron2 -f \
  https://dl.fbaipublicfiles.com/detectron2/wheels/cpu/torch1.7/index.html
install 
python -m pip install detectron2 -f \
  https://dl.fbaipublicfiles.com/detectron2/wheels/cpu/torch1.6/index.html
install 
python -m pip install detectron2 -f \
  https://dl.fbaipublicfiles.com/detectron2/wheels/cpu/torch1.5/index.html

More Resources

Source Code of BriVL 1.0

Model of BriVL 1.0*

Online API of BriVL 1.0

Online API of BriVL 2.0

* indicates an application is needed.

Contact

This repo is maintained by Chuhao JIn(@jinchuhao).

Owner
chuhaojin
an NLPer.
chuhaojin
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