MaochengHu 576cda45b8 first commit 2 yıl önce
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README.md 576cda45b8 first commit 2 yıl önce
cascade_mask_rcnn_r50_fpn_gn_2x_coco.yml 576cda45b8 first commit 2 yıl önce
cascade_rcnn_r50_fpn_gn_2x_coco.yml 576cda45b8 first commit 2 yıl önce
faster_rcnn_r50_fpn_gn_2x_coco.yml 576cda45b8 first commit 2 yıl önce
mask_rcnn_r50_fpn_gn_2x_coco.yml 576cda45b8 first commit 2 yıl önce

README.md

Group Normalization

Model Zoo

骨架网络 网络类型 每张GPU图片个数 学习率策略 推理时间(fps) Box AP Mask AP 下载 配置文件
ResNet50-FPN Faster 1 2x - 41.9 - 下载链接 配置文件
ResNet50-FPN Mask 1 2x - 42.3 38.4 下载链接 配置文件
ResNet50-FPN Cascade Faster 1 2x - 44.6 - 下载链接 配置文件
ResNet50-FPN Cacade Mask 1 2x - 45.0 39.3 下载链接 配置文件

注意: Faster R-CNN baseline仅使用 2fc head,而此处使用4conv1fc head(4层conv之间使用GN),并且FPN也使用GN,而对于Mask R-CNN是在mask head的4层conv之间也使用GN。

Citations

@inproceedings{wu2018group,
  title={Group Normalization},
  author={Wu, Yuxin and He, Kaiming},
  booktitle={Proceedings of the European Conference on Computer Vision (ECCV)},
  year={2018}
}