GitHub - zhaoweicai/Detectron-Cascade-RCNN
source link: https://github.com/zhaoweicai/Detectron-Cascade-RCNN
Go to the source link to view the article. You can view the picture content, updated content and better typesetting reading experience. If the link is broken, please click the button below to view the snapshot at that time.
README.md
Cascade R-CNN: Delving into High Quality Object Detection
by Zhaowei Cai and Nuno Vasconcelos
This repository is written by Zhaowei Cai at UC San Diego, on the base of Detectron @ e8942c8.
Introduction
This repository re-implements Cascade R-CNN on the base of Detectron. Very consistent gains are available for all tested models, regardless of baseline strength.
This repository is still under construction. Will be updated very soon!
Citation
If you use our code/model/data, please cite our paper:
@inproceedings{cai18cascadercnn,
author = {Zhaowei Cai and Nuno Vasconcelos},
Title = {Cascade R-CNN: Delving into High Quality Object Detection},
booktitle = {CVPR},
Year = {2018}
}
and Detectron:
@misc{Detectron2018,
author = {Ross Girshick and Ilija Radosavovic and Georgia Gkioxari and
Piotr Doll\'{a}r and Kaiming He},
title = {Detectron},
howpublished = {\url{https://github.com/facebookresearch/detectron}},
year = {2018}
}
Benchmarking
End-to-End Faster & Mask R-CNN Baselines
backbone
type
lr
schd
im/
gpu
box
AP
box
AP50
box
AP75
mask
AP
mask
AP50
mask
AP75
download
links
R-50-FPN-baseline Faster 1x 2 36.7 - - - - - model | boxes R-50-FPN-cascade Faster 1x 2 40.9 59.0 44.6 - - - model | boxes R-101-FPN-baseline Faster 1x 2 39.4 - - - - - model | boxes R-101-FPN-cascade Faster 1x 2 42.8 61.4 46.1 - - - model | boxes X-101-64x4d-FPN-baseline Faster 1x 1 41.5 - - - - - model | boxes X-101-64x4d-FPN-cascade Faster 1x 1 45.4 64.0 49.8 - - - model | boxes X-101-32x8d-FPN-baseline Faster 1x 1 41.3 - - - - - model | boxes X-101-32x8d-FPN-cascade Faster 1x 1 44.7 63.7 48.8 - - - model | boxes R-50-FPN-baseline Mask 1x 2 37.7 - - 33.9 - - model | boxes | masks R-50-FPN-cascade Mask 1x 2 41.3 59.6 44.9 35.4 56.2 37.8 model | boxes | masks R-101-FPN-baseline Mask 1x 2 40.0 - - 35.9 - - model | boxes | masks R-101-FPN-cascade Mask 1x 2 - - - - - - model | boxes | masks X-101-64x4d-FPN-baseline Mask 1x 1 42.4 - - 37.5 - - model | boxes | masks X-101-64x4d-FPN-cascade Mask 1x 1 45.9 64.4 50.2 38.8 61.3 41.6 model | boxes | masks X-101-32x8d-FPN-baseline Mask 1x 1 42.1 - - 37.3 - - model | boxes | masks X-101-32x8d-FPN-cascade Mask 1x 1 45.8 64.1 50.3 38.6 60.6 41.5 model | boxes | masks
Mask R-CNN with Bells & Whistles
backbone
type
lr
schd
im/
gpu
box
AP
box
AP50
box
AP75
mask
AP
mask
AP50
mask
AP75
download
links
X-152-32x8d-FPN-IN5k-baseline Mask s1x 1 48.1 - - 41.5 - - model | boxes | masks [above without test-time aug.]
45.2 - - 39.7 - -
X-152-32x8d-FPN-IN5k-cascade Mask s1x 1 50.2 68.2 55.0 42.3 65.4 45.8 model | boxes | masks [above without test-time aug.]
48.1 66.7 52.6 40.7 63.7 43.8
Recommend
About Joyk
Aggregate valuable and interesting links.
Joyk means Joy of geeK