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metafile.yml
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Collections:
- Name: MaskFormer
Metadata:
Training Data: COCO
Training Techniques:
- AdamW
- Weight Decay
Training Resources: 16x V100 GPUs
Architecture:
- MaskFormer
Paper:
URL: https://arxiv.org/pdf/2107.06278
Title: 'Per-Pixel Classification is Not All You Need for Semantic Segmentation'
README: configs/maskformer/README.md
Code:
URL: https://github.com/open-mmlab/mmdetection/blob/v2.22.0/mmdet/models/detectors/maskformer.py#L7
Version: v2.22.0
Models:
- Name: maskformer_r50_mstrain_16x1_75e_coco
In Collection: MaskFormer
Config: configs/maskformer/maskformer_r50_mstrain_16x1_75e_coco.py
Metadata:
Training Memory (GB): 16.2
Epochs: 75
Results:
- Task: Panoptic Segmentation
Dataset: COCO
Metrics:
PQ: 46.9
Weights: https://download.openmmlab.com/mmdetection/v2.0/maskformer/maskformer_r50_mstrain_16x1_75e_coco/maskformer_r50_mstrain_16x1_75e_coco_20220221_141956-bc2699cb.pth
- Name: maskformer_swin-l-p4-w12_mstrain_64x1_300e_coco
In Collection: MaskFormer
Config: configs/maskformer/maskformer_swin-l-p4-w12_mstrain_64x1_300e_coco.py
Metadata:
Training Memory (GB): 27.2
Epochs: 300
Results:
- Task: Panoptic Segmentation
Dataset: COCO
Metrics:
PQ: 53.2
Weights: https://download.openmmlab.com/mmdetection/v2.0/maskformer/maskformer_swin-l-p4-w12_mstrain_64x1_300e_coco/maskformer_swin-l-p4-w12_mstrain_64x1_300e_coco_20220326_221612-061b4eb8.pth