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