| Collections: | |
| - Name: Guided Anchoring | |
| Metadata: | |
| Training Data: COCO | |
| Training Techniques: | |
| - SGD with Momentum | |
| - Weight Decay | |
| Training Resources: 8x V100 GPUs | |
| Architecture: | |
| - FPN | |
| - Guided Anchoring | |
| - ResNet | |
| Paper: | |
| URL: https://arxiv.org/abs/1901.03278 | |
| Title: 'Region Proposal by Guided Anchoring' | |
| README: configs/guided_anchoring/README.md | |
| Code: | |
| URL: https://github.com/open-mmlab/mmdetection/blob/v2.0.0/mmdet/models/dense_heads/ga_retina_head.py#L10 | |
| Version: v2.0.0 | |
| Models: | |
| - Name: ga_rpn_r50_caffe_fpn_1x_coco | |
| In Collection: Guided Anchoring | |
| Config: configs/guided_anchoring/ga_rpn_r50_caffe_fpn_1x_coco.py | |
| Metadata: | |
| Training Memory (GB): 5.3 | |
| inference time (ms/im): | |
| - value: 63.29 | |
| hardware: V100 | |
| backend: PyTorch | |
| batch size: 1 | |
| mode: FP32 | |
| resolution: (800, 1333) | |
| Epochs: 12 | |
| Results: | |
| - Task: Region Proposal | |
| Dataset: COCO | |
| Metrics: | |
| AR@1000: 68.4 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/guided_anchoring/ga_rpn_r50_caffe_fpn_1x_coco/ga_rpn_r50_caffe_fpn_1x_coco_20200531-899008a6.pth | |
| - Name: ga_rpn_r101_caffe_fpn_1x_coco | |
| In Collection: Guided Anchoring | |
| Config: configs/guided_anchoring/ga_rpn_r101_caffe_fpn_1x_coco.py | |
| Metadata: | |
| Training Memory (GB): 7.3 | |
| inference time (ms/im): | |
| - value: 76.92 | |
| hardware: V100 | |
| backend: PyTorch | |
| batch size: 1 | |
| mode: FP32 | |
| resolution: (800, 1333) | |
| Epochs: 12 | |
| Results: | |
| - Task: Region Proposal | |
| Dataset: COCO | |
| Metrics: | |
| AR@1000: 69.5 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/guided_anchoring/ga_rpn_r101_caffe_fpn_1x_coco/ga_rpn_r101_caffe_fpn_1x_coco_20200531-ca9ba8fb.pth | |
| - Name: ga_rpn_x101_32x4d_fpn_1x_coco | |
| In Collection: Guided Anchoring | |
| Config: configs/guided_anchoring/ga_rpn_x101_32x4d_fpn_1x_coco.py | |
| Metadata: | |
| Training Memory (GB): 8.5 | |
| inference time (ms/im): | |
| - value: 100 | |
| hardware: V100 | |
| backend: PyTorch | |
| batch size: 1 | |
| mode: FP32 | |
| resolution: (800, 1333) | |
| Epochs: 12 | |
| Results: | |
| - Task: Region Proposal | |
| Dataset: COCO | |
| Metrics: | |
| AR@1000: 70.6 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/guided_anchoring/ga_rpn_x101_32x4d_fpn_1x_coco/ga_rpn_x101_32x4d_fpn_1x_coco_20200220-c28d1b18.pth | |
| - Name: ga_rpn_x101_64x4d_fpn_1x_coco | |
| In Collection: Guided Anchoring | |
| Config: configs/guided_anchoring/ga_rpn_x101_64x4d_fpn_1x_coco.py | |
| Metadata: | |
| Training Memory (GB): 7.1 | |
| inference time (ms/im): | |
| - value: 133.33 | |
| hardware: V100 | |
| backend: PyTorch | |
| batch size: 1 | |
| mode: FP32 | |
| resolution: (800, 1333) | |
| Epochs: 12 | |
| Results: | |
| - Task: Region Proposal | |
| Dataset: COCO | |
| Metrics: | |
| AR@1000: 70.6 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/guided_anchoring/ga_rpn_x101_64x4d_fpn_1x_coco/ga_rpn_x101_64x4d_fpn_1x_coco_20200225-3c6e1aa2.pth | |
| - Name: ga_faster_r50_caffe_fpn_1x_coco | |
| In Collection: Guided Anchoring | |
| Config: configs/guided_anchoring/ga_faster_r50_caffe_fpn_1x_coco.py | |
| Metadata: | |
| Training Memory (GB): 5.5 | |
| Epochs: 12 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 39.6 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/guided_anchoring/ga_faster_r50_caffe_fpn_1x_coco/ga_faster_r50_caffe_fpn_1x_coco_20200702_000718-a11ccfe6.pth | |
| - Name: ga_faster_r101_caffe_fpn_1x_coco | |
| In Collection: Guided Anchoring | |
| Config: configs/guided_anchoring/ga_faster_r101_caffe_fpn_1x_coco.py | |
| Metadata: | |
| Training Memory (GB): 7.5 | |
| Epochs: 12 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 41.5 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/guided_anchoring/ga_faster_r101_caffe_fpn_1x_coco/ga_faster_r101_caffe_fpn_1x_coco_bbox_mAP-0.415_20200505_115528-fb82e499.pth | |
| - Name: ga_faster_x101_32x4d_fpn_1x_coco | |
| In Collection: Guided Anchoring | |
| Config: configs/guided_anchoring/ga_faster_x101_32x4d_fpn_1x_coco.py | |
| Metadata: | |
| Training Memory (GB): 8.7 | |
| inference time (ms/im): | |
| - value: 103.09 | |
| hardware: V100 | |
| backend: PyTorch | |
| batch size: 1 | |
| mode: FP32 | |
| resolution: (800, 1333) | |
| Epochs: 12 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 43.0 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/guided_anchoring/ga_faster_x101_32x4d_fpn_1x_coco/ga_faster_x101_32x4d_fpn_1x_coco_20200215-1ded9da3.pth | |
| - Name: ga_faster_x101_64x4d_fpn_1x_coco | |
| In Collection: Guided Anchoring | |
| Config: configs/guided_anchoring/ga_faster_x101_64x4d_fpn_1x_coco.py | |
| Metadata: | |
| Training Memory (GB): 11.8 | |
| inference time (ms/im): | |
| - value: 136.99 | |
| hardware: V100 | |
| backend: PyTorch | |
| batch size: 1 | |
| mode: FP32 | |
| resolution: (800, 1333) | |
| Epochs: 12 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 43.9 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/guided_anchoring/ga_faster_x101_64x4d_fpn_1x_coco/ga_faster_x101_64x4d_fpn_1x_coco_20200215-0fa7bde7.pth | |
| - Name: ga_retinanet_r50_caffe_fpn_1x_coco | |
| In Collection: Guided Anchoring | |
| Config: configs/guided_anchoring/ga_retinanet_r50_caffe_fpn_1x_coco.py | |
| Metadata: | |
| Training Memory (GB): 3.5 | |
| inference time (ms/im): | |
| - value: 59.52 | |
| hardware: V100 | |
| backend: PyTorch | |
| batch size: 1 | |
| mode: FP32 | |
| resolution: (800, 1333) | |
| Epochs: 12 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 36.9 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/guided_anchoring/ga_retinanet_r50_caffe_fpn_1x_coco/ga_retinanet_r50_caffe_fpn_1x_coco_20201020-39581c6f.pth | |
| - Name: ga_retinanet_r101_caffe_fpn_1x_coco | |
| In Collection: Guided Anchoring | |
| Config: configs/guided_anchoring/ga_retinanet_r101_caffe_fpn_1x_coco.py | |
| Metadata: | |
| Training Memory (GB): 5.5 | |
| inference time (ms/im): | |
| - value: 77.52 | |
| hardware: V100 | |
| backend: PyTorch | |
| batch size: 1 | |
| mode: FP32 | |
| resolution: (800, 1333) | |
| Epochs: 12 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 39.0 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/guided_anchoring/ga_retinanet_r101_caffe_fpn_1x_coco/ga_retinanet_r101_caffe_fpn_1x_coco_20200531-6266453c.pth | |
| - Name: ga_retinanet_x101_32x4d_fpn_1x_coco | |
| In Collection: Guided Anchoring | |
| Config: configs/guided_anchoring/ga_retinanet_x101_32x4d_fpn_1x_coco.py | |
| Metadata: | |
| Training Memory (GB): 6.9 | |
| inference time (ms/im): | |
| - value: 94.34 | |
| hardware: V100 | |
| backend: PyTorch | |
| batch size: 1 | |
| mode: FP32 | |
| resolution: (800, 1333) | |
| Epochs: 12 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 40.5 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/guided_anchoring/ga_retinanet_x101_32x4d_fpn_1x_coco/ga_retinanet_x101_32x4d_fpn_1x_coco_20200219-40c56caa.pth | |
| - Name: ga_retinanet_x101_64x4d_fpn_1x_coco | |
| In Collection: Guided Anchoring | |
| Config: configs/guided_anchoring/ga_retinanet_x101_64x4d_fpn_1x_coco.py | |
| Metadata: | |
| Training Memory (GB): 9.9 | |
| inference time (ms/im): | |
| - value: 129.87 | |
| hardware: V100 | |
| backend: PyTorch | |
| batch size: 1 | |
| mode: FP32 | |
| resolution: (800, 1333) | |
| Epochs: 12 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 41.3 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/guided_anchoring/ga_retinanet_x101_64x4d_fpn_1x_coco/ga_retinanet_x101_64x4d_fpn_1x_coco_20200226-ef9f7f1f.pth | |