PAFPN

Last updated on Feb 23, 2021

PAFPN (R-50-FPN, 1x)

Memory (M) 4000.0
inference time (s/im) 0.05814
File Size 173.05 MB
Training Data MS COCO
Training Resources 8x NVIDIA V100 GPUs
Training Time

Architecture PAFPN, ResNet, FPN, Bottom-up Path Augmentation
lr sched 1x
Memory (M) 4000.0
Backbone Layers 50
inference time (s/im) 0.05814
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README.md

Path Aggregation Network for Instance Segmentation

Introduction

[ALGORITHM]

@inproceedings{liu2018path,
  author = {Shu Liu and
            Lu Qi and
            Haifang Qin and
            Jianping Shi and
            Jiaya Jia},
  title = {Path Aggregation Network for Instance Segmentation},
  booktitle = {Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2018}
}

Results and Models

Results and Models

Backbone style Lr schd Mem (GB) Inf time (fps) box AP mask AP Config Download
R-50-FPN pytorch 1x 4.0 17.2 37.5 config model | log

Results

Object Detection on COCO minival

Object Detection
BENCHMARK MODEL METRIC NAME METRIC VALUE GLOBAL RANK
COCO minival PAFPN (R-50-FPN, 1x) box AP 37.5 # 99