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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/master/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:
-
- - Name: queryinst_r50_fpn_mstrain_480-800_3x_coco
- In Collection: QueryInst
- Config: configs/queryinst/queryinst_r50_fpn_mstrain_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:
-
- - Name: queryinst_r50_fpn_300_proposals_crop_mstrain_480-800_3x_coco
- In Collection: QueryInst
- Config: configs/queryinst/queryinst_r50_fpn_300_proposals_crop_mstrain_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:
-
- - Name: queryinst_r101_fpn_mstrain_480-800_3x_coco
- In Collection: QueryInst
- Config: configs/queryinst/queryinst_r101_fpn_mstrain_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:
-
- - Name: queryinst_r101_fpn_300_proposals_crop_mstrain_480-800_3x_coco
- In Collection: QueryInst
- Config: configs/queryinst/queryinst_r101_fpn_300_proposals_crop_mstrain_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:
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