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metafile.yml
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Collections:
- Name: QueryInst
Metadata:
Training Data: COCO
Training Techniques:
- AdamW
- Weight Decay
Training Resources: 8x V100 GPUs
Architecture:
- FPN
- ResNet
- QueryInst
Paper:
URL: https://openaccess.thecvf.com/content/ICCV2021/papers/Fang_Instances_As_Queries_ICCV_2021_paper.pdf
Title: 'Instances as Queries'
README: configs/queryinst/README.md
Code:
URL: https://github.com/open-mmlab/mmdetection/blob/main/mmdet/models/detectors/queryinst.py
Version: v2.18.0
Models:
- Name: queryinst_r50_fpn_1x_coco
In Collection: QueryInst
Config: configs/queryinst/queryinst_r50_fpn_1x_coco.py
Metadata:
Epochs: 12
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 42.0
- Task: Instance Segmentation
Dataset: COCO
Metrics:
mask AP: 37.5
Weights: https://download.openmmlab.com/mmdetection/v2.0/queryinst/queryinst_r50_fpn_1x_coco/queryinst_r50_fpn_1x_coco_20210907_084916-5a8f1998.pth
- Name: queryinst_r50_fpn_ms-480-800-3x_coco
In Collection: QueryInst
Config: configs/queryinst/queryinst_r50_fpn_ms-480-800-3x_coco.py
Metadata:
Epochs: 36
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 44.8
- Task: Instance Segmentation
Dataset: COCO
Metrics:
mask AP: 39.8
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
- Name: queryinst_r50_fpn_300-proposals_crop-ms-480-800-3x_coco
In Collection: QueryInst
Config: configs/queryinst/queryinst_r50_fpn_300-proposals_crop-ms-480-800-3x_coco.py
Metadata:
Epochs: 36
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 47.5
- Task: Instance Segmentation
Dataset: COCO
Metrics:
mask AP: 41.7
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
- Name: queryinst_r101_fpn_ms-480-800-3x_coco
In Collection: QueryInst
Config: configs/queryinst/queryinst_r101_fpn_ms-480-800-3x_coco.py
Metadata:
Epochs: 36
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 46.4
- Task: Instance Segmentation
Dataset: COCO
Metrics:
mask AP: 41.0
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
- Name: queryinst_r101_fpn_300-proposals_crop-ms-480-800-3x_coco
In Collection: QueryInst
Config: configs/queryinst/queryinst_r101_fpn_300-proposals_crop-ms-480-800-3x_coco.py
Metadata:
Epochs: 36
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 49.0
- Task: Instance Segmentation
Dataset: COCO
Metrics:
mask AP: 42.9
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