101 lines
3.5 KiB
YAML
101 lines
3.5 KiB
YAML
Collections:
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- Name: QueryInst
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Metadata:
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Training Data: COCO
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Training Techniques:
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- AdamW
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- Weight Decay
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Training Resources: 8x V100 GPUs
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Architecture:
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- FPN
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- ResNet
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- QueryInst
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Paper:
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URL: https://openaccess.thecvf.com/content/ICCV2021/papers/Fang_Instances_As_Queries_ICCV_2021_paper.pdf
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Title: 'Instances as Queries'
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README: configs/queryinst/README.md
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Code:
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URL: https://github.com/open-mmlab/mmdetection/blob/master/mmdet/models/detectors/queryinst.py
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Version: v2.18.0
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Models:
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- Name: queryinst_r50_fpn_1x_coco
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In Collection: QueryInst
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Config: configs/queryinst/queryinst_r50_fpn_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: 42.0
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- Task: Instance Segmentation
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Dataset: COCO
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Metrics:
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mask AP: 37.5
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Weights: https://download.openmmlab.com/mmdetection/v2.0/queryinst/queryinst_r50_fpn_1x_coco/queryinst_r50_fpn_1x_coco_20210907_084916-5a8f1998.pth
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- Name: queryinst_r50_fpn_mstrain_480-800_3x_coco
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In Collection: QueryInst
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Config: configs/queryinst/queryinst_r50_fpn_mstrain_480-800_3x_coco.py
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Metadata:
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Epochs: 36
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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: 44.8
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- Task: Instance Segmentation
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Dataset: COCO
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Metrics:
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mask AP: 39.8
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Weights: https://download.openmmlab.com/mmdetection/v2.0/queryinst/queryinst_r50_fpn_mstrain_480-800_3x_coco/queryinst_r50_fpn_mstrain_480-800_3x_coco_20210901_103643-7837af86.pth
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- Name: queryinst_r50_fpn_300_proposals_crop_mstrain_480-800_3x_coco
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In Collection: QueryInst
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Config: configs/queryinst/queryinst_r50_fpn_300_proposals_crop_mstrain_480-800_3x_coco.py
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Metadata:
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Epochs: 36
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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: 47.5
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- Task: Instance Segmentation
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Dataset: COCO
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Metrics:
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mask AP: 41.7
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Weights: https://download.openmmlab.com/mmdetection/v2.0/queryinst/queryinst_r50_fpn_300_proposals_crop_mstrain_480-800_3x_coco/queryinst_r50_fpn_300_proposals_crop_mstrain_480-800_3x_coco_20210904_101802-85cffbd8.pth
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- Name: queryinst_r101_fpn_mstrain_480-800_3x_coco
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In Collection: QueryInst
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Config: configs/queryinst/queryinst_r101_fpn_mstrain_480-800_3x_coco.py
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Metadata:
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Epochs: 36
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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: 46.4
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- Task: Instance Segmentation
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Dataset: COCO
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Metrics:
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mask AP: 41.0
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Weights: https://download.openmmlab.com/mmdetection/v2.0/queryinst/queryinst_r101_fpn_mstrain_480-800_3x_coco/queryinst_r101_fpn_mstrain_480-800_3x_coco_20210904_104048-91f9995b.pth
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- Name: queryinst_r101_fpn_300_proposals_crop_mstrain_480-800_3x_coco
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In Collection: QueryInst
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Config: configs/queryinst/queryinst_r101_fpn_300_proposals_crop_mstrain_480-800_3x_coco.py
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Metadata:
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Epochs: 36
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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: 49.0
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- Task: Instance Segmentation
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Dataset: COCO
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Metrics:
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mask AP: 42.9
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Weights: https://download.openmmlab.com/mmdetection/v2.0/queryinst/queryinst_r101_fpn_300_proposals_crop_mstrain_480-800_3x_coco/queryinst_r101_fpn_300_proposals_crop_mstrain_480-800_3x_coco_20210904_153621-76cce59f.pth
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