Collections: - Name: SimpleCopyPaste Metadata: Training Data: COCO Training Techniques: - SGD with Momentum - Weight Decay Training Resources: 32x A100 GPUs Architecture: - Softmax - RPN - Convolution - Dense Connections - FPN - ResNet - RoIAlign Paper: URL: https://arxiv.org/abs/2012.07177 Title: "Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation" README: configs/simple_copy_paste/README.md Code: URL: https://github.com/open-mmlab/mmdetection/blob/v2.25.0/mmdet/datasets/pipelines/transforms.py#L2762 Version: v2.25.0 Models: - Name: mask-rcnn_r50_fpn_syncbn-all_rpn-2conv_ssj_32x2_270k_coco In Collection: SimpleCopyPaste Config: configs/simple_copy_paste/mask-rcnn_r50_fpn_rpn-2conv_4conv1fc_syncbn-all_32xb2-ssj-270k_coco.py Metadata: Training Memory (GB): 7.2 Iterations: 270000 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 43.5 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 39.1 Weights: https://download.openmmlab.com/mmdetection/v2.0/simple_copy_paste/mask_rcnn_r50_fpn_syncbn-all_rpn-2conv_ssj_32x2_270k_coco/mask_rcnn_r50_fpn_syncbn-all_rpn-2conv_ssj_32x2_270k_coco_20220324_182940-33a100c5.pth - Name: mask-rcnn_r50_fpn_syncbn-all_rpn-2conv_ssj_32x2_90k_coco In Collection: SimpleCopyPaste Config: configs/simple_copy_paste/mask-rcnn_r50_fpn_rpn-2conv_4conv1fc_syncbn-all_32xb2-ssj-90k_coco.py Metadata: Training Memory (GB): 7.2 Iterations: 90000 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 43.3 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 39.0 Weights: https://download.openmmlab.com/mmdetection/v2.0/simple_copy_paste/mask_rcnn_r50_fpn_syncbn-all_rpn-2conv_ssj_32x2_90k_coco/mask_rcnn_r50_fpn_syncbn-all_rpn-2conv_ssj_32x2_90k_coco_20220316_181409-f79c84c5.pth - Name: mask-rcnn_r50_fpn_syncbn-all_rpn-2conv_ssj_scp_32x2_270k_coco In Collection: SimpleCopyPaste Config: configs/simple_copy_paste/mask-rcnn_r50_fpn_rpn-2conv_4conv1fc_syncbn-all_32xb2-ssj-scp-270k_coco.py Metadata: Training Memory (GB): 7.2 Iterations: 270000 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 45.1 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 40.3 Weights: https://download.openmmlab.com/mmdetection/v2.0/simple_copy_paste/mask_rcnn_r50_fpn_syncbn-all_rpn-2conv_ssj_scp_32x2_270k_coco/mask_rcnn_r50_fpn_syncbn-all_rpn-2conv_ssj_scp_32x2_270k_coco_20220324_201229-80ee90b7.pth - Name: mask-rcnn_r50_fpn_syncbn-all_rpn-2conv_ssj_scp_32x2_90k_coco In Collection: SimpleCopyPaste Config: configs/simple_copy_paste/mask-rcnn_r50_fpn_rpn-2conv_4conv1fc_syncbn-all_32xb2-ssj-scp-90k_coco.py Metadata: Training Memory (GB): 7.2 Iterations: 90000 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 43.8 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 39.2 Weights: https://download.openmmlab.com/mmdetection/v2.0/simple_copy_paste/mask_rcnn_r50_fpn_syncbn-all_rpn-2conv_ssj_scp_32x2_90k_coco/mask_rcnn_r50_fpn_syncbn-all_rpn-2conv_ssj_scp_32x2_90k_coco_20220316_181307-6bc5726f.pth