Collections: - Name: Cascade R-CNN Metadata: Training Data: COCO Training Techniques: - SGD with Momentum - Weight Decay Training Resources: 8x NVIDIA V100 GPUs Architecture: - Cascade R-CNN - FPN - RPN - ResNet - RoIAlign Paper: http://dx.doi.org/10.1109/tpami.2019.2956516 README: configs/cascade_rcnn/README.md Models: - Name: cascade_rcnn_r50_caffe_fpn_1x_coco In Collection: Cascade R-CNN Config: configs/cascade_rcnn/cascade_rcnn_r50_caffe_fpn_1x_coco.py Metadata: Training Memory (GB): 4.2 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 40.4 Weights: https://download.openmmlab.com/mmdetection/v2.0/cascade_rcnn/cascade_rcnn_r50_caffe_fpn_1x_coco/cascade_rcnn_r50_caffe_fpn_1x_coco_bbox_mAP-0.404_20200504_174853-b857be87.pth - Name: cascade_rcnn_r50_fpn_1x_coco In Collection: Cascade R-CNN Config: configs/cascade_rcnn/cascade_rcnn_r50_fpn_1x_coco.py Metadata: Training Memory (GB): 4.4 inference time (s/im): 0.06211 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 40.3 Weights: https://download.openmmlab.com/mmdetection/v2.0/cascade_rcnn/cascade_rcnn_r50_fpn_1x_coco/cascade_rcnn_r50_fpn_1x_coco_20200316-3dc56deb.pth - Name: cascade_rcnn_r50_fpn_20e_coco In Collection: Cascade R-CNN Config: configs/cascade_rcnn/cascade_rcnn_r50_fpn_20e_coco.py Metadata: Training Memory (GB): 4.4 inference time (s/im): 0.06211 Epochs: 20 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 41.0 Weights: https://download.openmmlab.com/mmdetection/v2.0/cascade_rcnn/cascade_rcnn_r50_fpn_20e_coco/cascade_rcnn_r50_fpn_20e_coco_bbox_mAP-0.41_20200504_175131-e9872a90.pth - Name: cascade_rcnn_r101_caffe_fpn_1x_coco In Collection: Cascade R-CNN Config: configs/cascade_rcnn/cascade_rcnn_r101_caffe_fpn_1x_coco.py Metadata: Training Memory (GB): 6.2 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 42.3 Weights: https://download.openmmlab.com/mmdetection/v2.0/cascade_rcnn/cascade_rcnn_r101_caffe_fpn_1x_coco/cascade_rcnn_r101_caffe_fpn_1x_coco_bbox_mAP-0.423_20200504_175649-cab8dbd5.pth - Name: cascade_rcnn_r101_fpn_1x_coco In Collection: Cascade R-CNN Config: configs/cascade_rcnn/cascade_rcnn_r101_fpn_1x_coco.py Metadata: Training Memory (GB): 6.4 inference time (s/im): 0.07407 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 42.0 Weights: https://download.openmmlab.com/mmdetection/v2.0/cascade_rcnn/cascade_rcnn_r101_fpn_1x_coco/cascade_rcnn_r101_fpn_1x_coco_20200317-0b6a2fbf.pth - Name: cascade_rcnn_r101_fpn_20e_coco In Collection: Cascade R-CNN Config: configs/cascade_rcnn/cascade_rcnn_r101_fpn_20e_coco.py Metadata: Training Memory (GB): 6.4 inference time (s/im): 0.07407 Epochs: 20 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 42.5 Weights: https://download.openmmlab.com/mmdetection/v2.0/cascade_rcnn/cascade_rcnn_r101_fpn_20e_coco/cascade_rcnn_r101_fpn_20e_coco_bbox_mAP-0.425_20200504_231812-5057dcc5.pth - Name: cascade_rcnn_x101_32x4d_fpn_1x_coco In Collection: Cascade R-CNN Config: configs/cascade_rcnn/cascade_rcnn_x101_32x4d_fpn_1x_coco.py Metadata: Training Memory (GB): 7.6 inference time (s/im): 0.09174 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 43.7 Weights: https://download.openmmlab.com/mmdetection/v2.0/cascade_rcnn/cascade_rcnn_x101_32x4d_fpn_1x_coco/cascade_rcnn_x101_32x4d_fpn_1x_coco_20200316-95c2deb6.pth - Name: cascade_rcnn_x101_32x4d_fpn_20e_coco In Collection: Cascade R-CNN Config: configs/cascade_rcnn/cascade_rcnn_x101_32x4d_fpn_20e_coco.py Metadata: Training Memory (GB): 7.6 Epochs: 20 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 43.7 Weights: https://download.openmmlab.com/mmdetection/v2.0/cascade_rcnn/cascade_rcnn_x101_32x4d_fpn_20e_coco/cascade_rcnn_x101_32x4d_fpn_20e_coco_20200906_134608-9ae0a720.pth - Name: cascade_rcnn_x101_64x4d_fpn_1x_coco In Collection: Cascade R-CNN Config: configs/cascade_rcnn/cascade_rcnn_x101_64x4d_fpn_1x_coco.py Metadata: Training Memory (GB): 10.7 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 44.7 Weights: https://download.openmmlab.com/mmdetection/v2.0/cascade_rcnn/cascade_rcnn_x101_64x4d_fpn_1x_coco/cascade_rcnn_x101_64x4d_fpn_1x_coco_20200515_075702-43ce6a30.pth - Name: cascade_rcnn_x101_64x4d_fpn_20e_coco In Collection: Cascade R-CNN Config: configs/cascade_rcnn/cascade_rcnn_x101_64x4d_fpn_20e_coco.py Metadata: Training Memory (GB): 10.7 Epochs: 20 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 44.5 Weights: https://download.openmmlab.com/mmdetection/v2.0/cascade_rcnn/cascade_rcnn_x101_64x4d_fpn_20e_coco/cascade_rcnn_x101_64x4d_fpn_20e_coco_20200509_224357-051557b1.pth - Name: cascade_mask_rcnn_r50_caffe_fpn_1x_coco In Collection: Cascade R-CNN Config: configs/cascade_rcnn/cascade_mask_rcnn_r50_caffe_fpn_1x_coco.py Metadata: Training Memory (GB): 5.9 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 41.2 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 36.0 Weights: https://download.openmmlab.com/mmdetection/v2.0/cascade_rcnn/cascade_mask_rcnn_r50_caffe_fpn_1x_coco/cascade_mask_rcnn_r50_caffe_fpn_1x_coco_bbox_mAP-0.412__segm_mAP-0.36_20200504_174659-5004b251.pth - Name: cascade_mask_rcnn_r50_fpn_1x_coco In Collection: Cascade R-CNN Config: configs/cascade_rcnn/cascade_mask_rcnn_r50_fpn_1x_coco.py Metadata: Training Memory (GB): 6.0 inference time (s/im): 0.08929 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 41.2 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 35.9 Weights: https://download.openmmlab.com/mmdetection/v2.0/cascade_rcnn/cascade_mask_rcnn_r50_fpn_1x_coco/cascade_mask_rcnn_r50_fpn_1x_coco_20200203-9d4dcb24.pth - Name: cascade_mask_rcnn_r50_fpn_20e_coco In Collection: Cascade R-CNN Config: configs/cascade_rcnn/cascade_mask_rcnn_r50_fpn_20e_coco.py Metadata: Training Memory (GB): 6.0 inference time (s/im): 0.08929 Epochs: 20 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 41.9 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 36.5 Weights: https://download.openmmlab.com/mmdetection/v2.0/cascade_rcnn/cascade_mask_rcnn_r50_fpn_20e_coco/cascade_mask_rcnn_r50_fpn_20e_coco_bbox_mAP-0.419__segm_mAP-0.365_20200504_174711-4af8e66e.pth - Name: cascade_mask_rcnn_r101_caffe_fpn_1x_coco In Collection: Cascade R-CNN Config: configs/cascade_rcnn/cascade_mask_rcnn_r101_caffe_fpn_1x_coco.py Metadata: Training Memory (GB): 7.8 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 43.2 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 37.6 Weights: https://download.openmmlab.com/mmdetection/v2.0/cascade_rcnn/cascade_mask_rcnn_r101_caffe_fpn_1x_coco/cascade_mask_rcnn_r101_caffe_fpn_1x_coco_bbox_mAP-0.432__segm_mAP-0.376_20200504_174813-5c1e9599.pth - Name: cascade_mask_rcnn_r101_fpn_1x_coco In Collection: Cascade R-CNN Config: configs/cascade_rcnn/cascade_mask_rcnn_r101_fpn_1x_coco.py Metadata: Training Memory (GB): 7.9 inference time (s/im): 0.10204 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 42.9 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 37.3 Weights: https://download.openmmlab.com/mmdetection/v2.0/cascade_rcnn/cascade_mask_rcnn_r101_fpn_1x_coco/cascade_mask_rcnn_r101_fpn_1x_coco_20200203-befdf6ee.pth - Name: cascade_mask_rcnn_r101_fpn_20e_coco In Collection: Cascade R-CNN Config: configs/cascade_rcnn/cascade_mask_rcnn_r101_fpn_20e_coco.py Metadata: Training Memory (GB): 7.9 inference time (s/im): 0.10204 Epochs: 20 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 43.4 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 37.8 Weights: https://download.openmmlab.com/mmdetection/v2.0/cascade_rcnn/cascade_mask_rcnn_r101_fpn_20e_coco/cascade_mask_rcnn_r101_fpn_20e_coco_bbox_mAP-0.434__segm_mAP-0.378_20200504_174836-005947da.pth - Name: cascade_mask_rcnn_x101_32x4d_fpn_1x_coco In Collection: Cascade R-CNN Config: configs/cascade_rcnn/cascade_mask_rcnn_x101_32x4d_fpn_1x_coco.py Metadata: Training Memory (GB): 9.2 inference time (s/im): 0.11628 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 44.3 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 38.3 Weights: https://download.openmmlab.com/mmdetection/v2.0/cascade_rcnn/cascade_mask_rcnn_x101_32x4d_fpn_1x_coco/cascade_mask_rcnn_x101_32x4d_fpn_1x_coco_20200201-0f411b1f.pth - Name: cascade_mask_rcnn_x101_32x4d_fpn_20e_coco In Collection: Cascade R-CNN Config: configs/cascade_rcnn/cascade_mask_rcnn_x101_32x4d_fpn_20e_coco.py Metadata: Training Memory (GB): 9.2 inference time (s/im): 0.11628 Epochs: 20 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 45.0 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 39.0 Weights: https://download.openmmlab.com/mmdetection/v2.0/cascade_rcnn/cascade_mask_rcnn_x101_32x4d_fpn_20e_coco/cascade_mask_rcnn_x101_32x4d_fpn_20e_coco_20200528_083917-ed1f4751.pth - Name: cascade_mask_rcnn_x101_64x4d_fpn_1x_coco In Collection: Cascade R-CNN Config: configs/cascade_rcnn/cascade_mask_rcnn_x101_64x4d_fpn_1x_coco.py Metadata: Training Memory (GB): 12.2 inference time (s/im): 0.14925 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 45.3 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 39.2 Weights: https://download.openmmlab.com/mmdetection/v2.0/cascade_rcnn/cascade_mask_rcnn_x101_64x4d_fpn_1x_coco/cascade_mask_rcnn_x101_64x4d_fpn_1x_coco_20200203-9a2db89d.pth - Name: cascade_mask_rcnn_x101_64x4d_fpn_20e_coco In Collection: Cascade R-CNN Config: configs/cascade_rcnn/cascade_mask_rcnn_x101_64x4d_fpn_20e_coco.py Metadata: Training Memory (GB): 12.2 Epochs: 20 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 45.6 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 39.5 Weights: https://download.openmmlab.com/mmdetection/v2.0/cascade_rcnn/cascade_mask_rcnn_x101_64x4d_fpn_20e_coco/cascade_mask_rcnn_x101_64x4d_fpn_20e_coco_20200512_161033-bdb5126a.pth