metafile.yml
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Collections:
- Name: NAS-FCOS
Metadata:
Training Data: COCO
Training Techniques:
- SGD with Momentum
- Weight Decay
Training Resources: 4x V100 GPUs
Architecture:
- FPN
- NAS-FCOS
- ResNet
Paper:
URL: https://arxiv.org/abs/1906.04423
Title: 'NAS-FCOS: Fast Neural Architecture Search for Object Detection'
README: configs/nas_fcos/README.md
Code:
URL: https://github.com/open-mmlab/mmdetection/blob/v2.1.0/mmdet/models/detectors/nasfcos.py#L6
Version: v2.1.0
Models:
- Name: nas_fcos_nashead_r50_caffe_fpn_gn-head_4x4_1x_coco
In Collection: NAS-FCOS
Config: configs/nas_fcos/nas_fcos_nashead_r50_caffe_fpn_gn-head_4x4_1x_coco.py
Metadata:
Epochs: 12
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 39.4
Weights: https://download.openmmlab.com/mmdetection/v2.0/nas_fcos/nas_fcos_nashead_r50_caffe_fpn_gn-head_4x4_1x_coco/nas_fcos_nashead_r50_caffe_fpn_gn-head_4x4_1x_coco_20200520-1bdba3ce.pth
- Name: nas_fcos_fcoshead_r50_caffe_fpn_gn-head_4x4_1x_coco
In Collection: NAS-FCOS
Config: configs/nas_fcos/nas_fcos_fcoshead_r50_caffe_fpn_gn-head_4x4_1x_coco.py
Metadata:
Epochs: 12
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 38.5
Weights: https://download.openmmlab.com/mmdetection/v2.0/nas_fcos/nas_fcos_fcoshead_r50_caffe_fpn_gn-head_4x4_1x_coco/nas_fcos_fcoshead_r50_caffe_fpn_gn-head_4x4_1x_coco_20200521-7fdcbce0.pth