Collections: - Name: RegNet Metadata: Training Data: COCO Training Techniques: - SGD with Momentum - Weight Decay Training Resources: 8x V100 GPUs Architecture: - RegNet Paper: URL: https://arxiv.org/abs/2003.13678 Title: 'Designing Network Design Spaces' README: configs/regnet/README.md Code: URL: https://github.com/open-mmlab/mmdetection/blob/v2.1.0/mmdet/models/backbones/regnet.py#L11 Version: v2.1.0 Models: - Name: mask_rcnn_regnetx-3.2GF_fpn_1x_coco In Collection: RegNet Config: configs/regnet/mask_rcnn_regnetx-3.2GF_fpn_1x_coco.py Metadata: Training Memory (GB): 5.0 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 40.3 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 36.6 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/mask_rcnn_regnetx-3.2GF_fpn_1x_coco/mask_rcnn_regnetx-3.2GF_fpn_1x_coco_20200520_163141-2a9d1814.pth - Name: mask_rcnn_regnetx-4GF_fpn_1x_coco In Collection: RegNet Config: configs/regnet/mask_rcnn_regnetx-4GF_fpn_1x_coco.py Metadata: Training Memory (GB): 5.5 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 41.5 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 37.4 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/mask_rcnn_regnetx-4GF_fpn_1x_coco/mask_rcnn_regnetx-4GF_fpn_1x_coco_20200517_180217-32e9c92d.pth - Name: mask_rcnn_regnetx-6.4GF_fpn_1x_coco In Collection: RegNet Config: configs/regnet/mask_rcnn_regnetx-6.4GF_fpn_1x_coco.py Metadata: Training Memory (GB): 6.1 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 41.0 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 37.1 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/mask_rcnn_regnetx-6.4GF_fpn_1x_coco/mask_rcnn_regnetx-6.4GF_fpn_1x_coco_20200517_180439-3a7aae83.pth - Name: mask_rcnn_regnetx-8GF_fpn_1x_coco In Collection: RegNet Config: configs/regnet/mask_rcnn_regnetx-8GF_fpn_1x_coco.py Metadata: Training Memory (GB): 6.4 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 41.7 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 37.5 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/mask_rcnn_regnetx-8GF_fpn_1x_coco/mask_rcnn_regnetx-8GF_fpn_1x_coco_20200517_180515-09daa87e.pth - Name: mask_rcnn_regnetx-12GF_fpn_1x_coco In Collection: RegNet Config: configs/regnet/mask_rcnn_regnetx-12GF_fpn_1x_coco.py Metadata: Training Memory (GB): 7.4 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 42.2 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 38 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/mask_rcnn_regnetx-12GF_fpn_1x_coco/mask_rcnn_regnetx-12GF_fpn_1x_coco_20200517_180552-b538bd8b.pth - Name: mask_rcnn_regnetx-3.2GF_fpn_mdconv_c3-c5_1x_coco In Collection: RegNet Config: configs/regnet/mask_rcnn_regnetx-3.2GF_fpn_mdconv_c3-c5_1x_coco.py Metadata: Training Memory (GB): 5.0 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 40.3 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 36.6 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/mask_rcnn_regnetx-3.2GF_fpn_mdconv_c3-c5_1x_coco/mask_rcnn_regnetx-3.2GF_fpn_mdconv_c3-c5_1x_coco_20200520_172726-75f40794.pth - Name: faster_rcnn_regnetx-3.2GF_fpn_1x_coco In Collection: RegNet Config: configs/regnet/faster_rcnn_regnetx-3.2GF_fpn_1x_coco.py Metadata: Training Memory (GB): 4.5 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 39.9 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/faster_rcnn_regnetx-3.2GF_fpn_1x_coco/faster_rcnn_regnetx-3.2GF_fpn_1x_coco_20200517_175927-126fd9bf.pth - Name: faster_rcnn_regnetx-3.2GF_fpn_2x_coco In Collection: RegNet Config: configs/regnet/faster_rcnn_regnetx-3.2GF_fpn_2x_coco.py Metadata: Training Memory (GB): 4.5 Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 41.1 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/faster_rcnn_regnetx-3.2GF_fpn_2x_coco/faster_rcnn_regnetx-3.2GF_fpn_2x_coco_20200520_223955-e2081918.pth - Name: retinanet_regnetx-800MF_fpn_1x_coco In Collection: RegNet Config: configs/regnet/retinanet_regnetx-800MF_fpn_1x_coco.py Metadata: Training Memory (GB): 2.5 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 35.6 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/retinanet_regnetx-800MF_fpn_1x_coco/retinanet_regnetx-800MF_fpn_1x_coco_20200517_191403-f6f91d10.pth - Name: retinanet_regnetx-1.6GF_fpn_1x_coco In Collection: RegNet Config: configs/regnet/retinanet_regnetx-1.6GF_fpn_1x_coco.py Metadata: Training Memory (GB): 3.3 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 37.3 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/retinanet_regnetx-1.6GF_fpn_1x_coco/retinanet_regnetx-1.6GF_fpn_1x_coco_20200517_191403-37009a9d.pth - Name: retinanet_regnetx-3.2GF_fpn_1x_coco In Collection: RegNet Config: configs/regnet/retinanet_regnetx-3.2GF_fpn_1x_coco.py Metadata: Training Memory (GB): 4.2 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 39.1 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/retinanet_regnetx-3.2GF_fpn_1x_coco/retinanet_regnetx-3.2GF_fpn_1x_coco_20200520_163141-cb1509e8.pth - Name: faster_rcnn_regnetx-400MF_fpn_mstrain_3x_coco In Collection: RegNet Config: configs/regnet/faster_rcnn_regnetx-400MF_fpn_mstrain_3x_coco.py Metadata: Training Memory (GB): 2.3 Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 37.1 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/faster_rcnn_regnetx-400MF_fpn_mstrain_3x_coco/faster_rcnn_regnetx-400MF_fpn_mstrain_3x_coco_20210526_095112-e1967c37.pth - Name: faster_rcnn_regnetx-800MF_fpn_mstrain_3x_coco In Collection: RegNet Config: configs/regnet/faster_rcnn_regnetx-800MF_fpn_mstrain_3x_coco.py Metadata: Training Memory (GB): 2.8 Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 38.8 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/faster_rcnn_regnetx-800MF_fpn_mstrain_3x_coco/faster_rcnn_regnetx-800MF_fpn_mstrain_3x_coco_20210526_095118-a2c70b20.pth - Name: faster_rcnn_regnetx-1.6GF_fpn_mstrain_3x_coco In Collection: RegNet Config: configs/regnet/faster_rcnn_regnetx-1.6GF_fpn_mstrain_3x_coco.py Metadata: Training Memory (GB): 3.4 Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 40.5 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/faster_rcnn_regnetx-1.6GF_fpn_mstrain_3x_coco/faster_rcnn_regnetx-1_20210526_095325-94aa46cc.pth - Name: faster_rcnn_regnetx-3.2GF_fpn_mstrain_3x_coco In Collection: RegNet Config: configs/regnet/faster_rcnn_regnetx-3.2GF_fpn_mstrain_3x_coco.py Metadata: Training Memory (GB): 4.4 Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 42.3 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/faster_rcnn_regnetx-3.2GF_fpn_mstrain_3x_coco/faster_rcnn_regnetx-3_20210526_095152-e16a5227.pth - Name: faster_rcnn_regnetx-4GF_fpn_mstrain_3x_coco In Collection: RegNet Config: configs/regnet/faster_rcnn_regnetx-4GF_fpn_mstrain_3x_coco.py Metadata: Training Memory (GB): 4.9 Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 42.8 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/faster_rcnn_regnetx-4GF_fpn_mstrain_3x_coco/faster_rcnn_regnetx-4GF_fpn_mstrain_3x_coco_20210526_095201-65eaf841.pth - Name: mask_rcnn_regnetx-3.2GF_fpn_mstrain_3x_coco In Collection: RegNet Config: configs/regnet/mask_rcnn_regnetx-3.2GF_fpn_mstrain_3x_coco.py Metadata: Training Memory (GB): 5.0 Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 43.1 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 38.7 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/mask_rcnn_regnetx-3.2GF_fpn_mstrain_3x_coco/mask_rcnn_regnetx-3.2GF_fpn_mstrain_3x_coco_20200521_202221-99879813.pth - Name: mask_rcnn_regnetx-400MF_fpn_mstrain-poly_3x_coco In Collection: RegNet Config: configs/regnet/mask_rcnn_regnetx-400MF_fpn_mstrain-poly_3x_coco.py Metadata: Training Memory (GB): 2.5 Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 37.6 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 34.4 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/mask_rcnn_regnetx-400MF_fpn_mstrain-poly_3x_coco/mask_rcnn_regnetx-400MF_fpn_mstrain-poly_3x_coco_20210601_235443-8aac57a4.pth - Name: mask_rcnn_regnetx-800MF_fpn_mstrain-poly_3x_coco In Collection: RegNet Config: configs/regnet/mask_rcnn_regnetx-800MF_fpn_mstrain-poly_3x_coco.py Metadata: Training Memory (GB): 2.9 Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 39.5 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 36.1 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/mask_rcnn_regnetx-800MF_fpn_mstrain-poly_3x_coco/mask_rcnn_regnetx-800MF_fpn_mstrain-poly_3x_coco_20210602_210641-715d51f5.pth - Name: mask_rcnn_regnetx-1.6GF_fpn_mstrain_3x_coco In Collection: RegNet Config: configs/regnet/mask_rcnn_regnetx-1.6GF_fpn_mstrain_3x_coco.py Metadata: Training Memory (GB): 3.6 Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 40.9 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 37.5 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/mask_rcnn_regnetx-1.6GF_fpn_mstrain-poly_3x_coco/mask_rcnn_regnetx-1_20210602_210641-6764cff5.pth - Name: mask_rcnn_regnetx-3.2GF_fpn_mstrain_3x_coco In Collection: RegNet Config: configs/regnet/mask_rcnn_regnetx-3.2GF_fpn_mstrain_3x_coco.py Metadata: Training Memory (GB): 5.0 Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 43.1 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 38.7 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/mask_rcnn_regnetx-1.6GF_fpn_mstrain-poly_3x_coco/mask_rcnn_regnetx-1_20210602_210641-6e63e19c.pth - Name: mask_rcnn_regnetx-4GF_fpn_mstrain_3x_coco In Collection: RegNet Config: configs/regnet/mask_rcnn_regnetx-4GF_fpn_mstrain_3x_coco.py Metadata: Training Memory (GB): 5.1 Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 43.4 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 39.2 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/mask_rcnn_regnetx-4GF_fpn_mstrain-poly_3x_coco/mask_rcnn_regnetx-4GF_fpn_mstrain-poly_3x_coco_20210602_032621-00f0331c.pth - Name: cascade_mask_rcnn_regnetx-400MF_fpn_mstrain_3x_coco In Collection: RegNet Config: configs/regnet/cascade_mask_rcnn_regnetx-400MF_fpn_mstrain_3x_coco.py Metadata: Training Memory (GB): 4.3 Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 41.6 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 36.4 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/cascade_mask_rcnn_regnetx-400MF_fpn_mstrain_3x_coco/cascade_mask_rcnn_regnetx-400MF_fpn_mstrain_3x_coco_20210715_211619-5142f449.pth - Name: cascade_mask_rcnn_regnetx-800MF_fpn_mstrain_3x_coco In Collection: RegNet Config: configs/regnet/cascade_mask_rcnn_regnetx-800MF_fpn_mstrain_3x_coco.py Metadata: Training Memory (GB): 4.8 Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 42.8 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 37.6 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/cascade_mask_rcnn_regnetx-800MF_fpn_mstrain_3x_coco/cascade_mask_rcnn_regnetx-800MF_fpn_mstrain_3x_coco_20210715_211616-dcbd13f4.pth - Name: cascade_mask_rcnn_regnetx-1.6GF_fpn_mstrain_3x_coco In Collection: RegNet Config: configs/regnet/cascade_mask_rcnn_regnetx-1.6GF_fpn_mstrain_3x_coco.py Metadata: Training Memory (GB): 5.4 Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 44.5 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 39.0 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/cascade_mask_rcnn_regnetx-1.6GF_fpn_mstrain_3x_coco/cascade_mask_rcnn_regnetx-1_20210715_211616-75f29a61.pth - Name: cascade_mask_rcnn_regnetx-3.2GF_fpn_mstrain_3x_coco In Collection: RegNet Config: configs/regnet/cascade_mask_rcnn_regnetx-3.2GF_fpn_mstrain_3x_coco.py Metadata: Training Memory (GB): 6.4 Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 45.8 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 40.0 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/cascade_mask_rcnn_regnetx-3.2GF_fpn_mstrain_3x_coco/cascade_mask_rcnn_regnetx-3_20210715_211616-b9c2c58b.pth - Name: cascade_mask_rcnn_regnetx-4GF_fpn_mstrain_3x_coco In Collection: RegNet Config: configs/regnet/cascade_mask_rcnn_regnetx-4GF_fpn_mstrain_3x_coco.py Metadata: Training Memory (GB): 6.9 Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 45.8 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 40.0 Weights: https://download.openmmlab.com/mmdetection/v2.0/regnet/cascade_mask_rcnn_regnetx-4GF_fpn_mstrain_3x_coco/cascade_mask_rcnn_regnetx-4GF_fpn_mstrain_3x_coco_20210715_212034-cbb1be4c.pth