Collections: - Name: Libra R-CNN Metadata: Training Data: COCO Training Techniques: - IoU-Balanced Sampling - SGD with Momentum - Weight Decay Training Resources: 8x NVIDIA V100 GPUs Architecture: - Balanced Feature Pyramid Paper: https://arxiv.org/abs/1904.02701 README: configs/libra_rcnn/README.md Models: - Name: libra_faster_rcnn_r50_fpn_1x_coco In Collection: Libra R-CNN Config: configs/libra_rcnn/libra_faster_rcnn_r50_fpn_1x_coco.py Metadata: Training Memory (GB): 4.6 inference time (s/im): 0.05263 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 38.3 Weights: https://download.openmmlab.com/mmdetection/v2.0/libra_rcnn/libra_faster_rcnn_r50_fpn_1x_coco/libra_faster_rcnn_r50_fpn_1x_coco_20200130-3afee3a9.pth - Name: libra_faster_rcnn_r101_fpn_1x_coco In Collection: Libra R-CNN Config: configs/libra_rcnn/libra_faster_rcnn_r101_fpn_1x_coco.py Metadata: Training Memory (GB): 6.5 inference time (s/im): 0.06944 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 40.1 Weights: https://download.openmmlab.com/mmdetection/v2.0/libra_rcnn/libra_faster_rcnn_r101_fpn_1x_coco/libra_faster_rcnn_r101_fpn_1x_coco_20200203-8dba6a5a.pth - Name: libra_faster_rcnn_x101_64x4d_fpn_1x_coco In Collection: Libra R-CNN Config: configs/libra_rcnn/libra_faster_rcnn_x101_64x4d_fpn_1x_coco.py Metadata: Training Memory (GB): 10.8 inference time (s/im): 0.11765 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 42.7 Weights: https://download.openmmlab.com/mmdetection/v2.0/libra_rcnn/libra_faster_rcnn_x101_64x4d_fpn_1x_coco/libra_faster_rcnn_x101_64x4d_fpn_1x_coco_20200315-3a7d0488.pth - Name: libra_retinanet_r50_fpn_1x_coco In Collection: Libra R-CNN Config: configs/libra_rcnn/libra_retinanet_r50_fpn_1x_coco.py Metadata: Training Memory (GB): 4.2 inference time (s/im): 0.0565 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 37.6 Weights: https://download.openmmlab.com/mmdetection/v2.0/libra_rcnn/libra_retinanet_r50_fpn_1x_coco/libra_retinanet_r50_fpn_1x_coco_20200205-804d94ce.pth