94 lines
3.1 KiB
YAML
94 lines
3.1 KiB
YAML
Collections:
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- Name: GRoIE
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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: 8x V100 GPUs
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Architecture:
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- Generic RoI Extractor
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- FPN
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- RPN
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- ResNet
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- RoIAlign
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Paper:
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URL: https://arxiv.org/abs/2004.13665
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Title: 'A novel Region of Interest Extraction Layer for Instance Segmentation'
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README: configs/groie/README.md
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Code:
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URL: https://github.com/open-mmlab/mmdetection/blob/v2.1.0/mmdet/models/roi_heads/roi_extractors/groie.py#L15
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Version: v2.1.0
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Models:
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- Name: faster_rcnn_r50_fpn_groie_1x_coco
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In Collection: GRoIE
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Config: configs/groie/faster_rcnn_r50_fpn_groie_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: 38.3
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Weights: https://download.openmmlab.com/mmdetection/v2.0/groie/faster_rcnn_r50_fpn_groie_1x_coco/faster_rcnn_r50_fpn_groie_1x_coco_20200604_211715-66ee9516.pth
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- Name: grid_rcnn_r50_fpn_gn-head_groie_1x_coco
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In Collection: GRoIE
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Config: configs/groie/grid_rcnn_r50_fpn_gn-head_groie_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: 39.1
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- Name: mask_rcnn_r50_fpn_groie_1x_coco
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In Collection: GRoIE
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Config: configs/groie/mask_rcnn_r50_fpn_groie_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: 39.0
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- Task: Instance Segmentation
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Dataset: COCO
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Metrics:
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mask AP: 36.0
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Weights: https://download.openmmlab.com/mmdetection/v2.0/groie/mask_rcnn_r50_fpn_groie_1x_coco/mask_rcnn_r50_fpn_groie_1x_coco_20200604_211715-50d90c74.pth
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- Name: mask_rcnn_r50_fpn_syncbn-backbone_r4_gcb_c3-c5_groie_1x_coco
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In Collection: GRoIE
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Config: configs/groie/mask_rcnn_r50_fpn_syncbn-backbone_r4_gcb_c3-c5_groie_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: 41.0
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- Task: Instance Segmentation
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Dataset: COCO
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Metrics:
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mask AP: 37.8
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Weights: https://download.openmmlab.com/mmdetection/v2.0/groie/mask_rcnn_r50_fpn_syncbn-backbone_r4_gcb_c3-c5_groie_1x_coco/mask_rcnn_r50_fpn_syncbn-backbone_r4_gcb_c3-c5_groie_1x_coco_20200604_211715-42eb79e1.pth
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- Name: mask_rcnn_r101_fpn_syncbn-backbone_r4_gcb_c3-c5_groie_1x_coco
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In Collection: GRoIE
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Config: configs/groie/mask_rcnn_r101_fpn_syncbn-backbone_r4_gcb_c3-c5_groie_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: 42.6
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- Task: Instance Segmentation
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Dataset: COCO
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Metrics:
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mask AP: 38.7
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Weights: https://download.openmmlab.com/mmdetection/v2.0/groie/mask_rcnn_r101_fpn_syncbn-backbone_r4_gcb_c3-c5_groie_1x_coco/mask_rcnn_r101_fpn_syncbn-backbone_r4_gcb_c3-c5_groie_1x_coco_20200607_224507-8daae01c.pth
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