Collections: | |
- Name: FSAF | |
Metadata: | |
Training Data: COCO | |
Training Techniques: | |
- SGD with Momentum | |
- Weight Decay | |
Training Resources: 8x Titan-XP GPUs | |
Architecture: | |
- FPN | |
- FSAF | |
- ResNet | |
Paper: | |
URL: https://arxiv.org/abs/1903.00621 | |
Title: 'Feature Selective Anchor-Free Module for Single-Shot Object Detection' | |
README: configs/fsaf/README.md | |
Code: | |
URL: https://github.com/open-mmlab/mmdetection/blob/v2.1.0/mmdet/models/detectors/fsaf.py#L6 | |
Version: v2.1.0 | |
Models: | |
- Name: fsaf_r50_fpn_1x_coco | |
In Collection: FSAF | |
Config: configs/fsaf/fsaf_r50_fpn_1x_coco.py | |
Metadata: | |
Training Memory (GB): 3.15 | |
inference time (ms/im): | |
- value: 76.92 | |
hardware: V100 | |
backend: PyTorch | |
batch size: 1 | |
mode: FP32 | |
resolution: (800, 1333) | |
Epochs: 12 | |
Results: | |
- Task: Object Detection | |
Dataset: COCO | |
Metrics: | |
box AP: 37.4 | |
Weights: https://download.openmmlab.com/mmdetection/v2.0/fsaf/fsaf_r50_fpn_1x_coco/fsaf_r50_fpn_1x_coco-94ccc51f.pth | |
- Name: fsaf_r101_fpn_1x_coco | |
In Collection: FSAF | |
Config: configs/fsaf/fsaf_r101_fpn_1x_coco.py | |
Metadata: | |
Training Memory (GB): 5.08 | |
inference time (ms/im): | |
- value: 92.59 | |
hardware: V100 | |
backend: PyTorch | |
batch size: 1 | |
mode: FP32 | |
resolution: (800, 1333) | |
Epochs: 12 | |
Results: | |
- Task: Object Detection | |
Dataset: COCO | |
Metrics: | |
box AP: 39.3 | |
Weights: https://download.openmmlab.com/mmdetection/v2.0/fsaf/fsaf_r101_fpn_1x_coco/fsaf_r101_fpn_1x_coco-9e71098f.pth | |
- Name: fsaf_x101-64x4d_fpn_1x_coco | |
In Collection: FSAF | |
Config: configs/fsaf/fsaf_x101-64x4d_fpn_1x_coco.py | |
Metadata: | |
Training Memory (GB): 9.38 | |
inference time (ms/im): | |
- value: 178.57 | |
hardware: V100 | |
backend: PyTorch | |
batch size: 1 | |
mode: FP32 | |
resolution: (800, 1333) | |
Epochs: 12 | |
Results: | |
- Task: Object Detection | |
Dataset: COCO | |
Metrics: | |
box AP: 42.4 | |
Weights: https://download.openmmlab.com/mmdetection/v2.0/fsaf/fsaf_x101_64x4d_fpn_1x_coco/fsaf_x101_64x4d_fpn_1x_coco-e3f6e6fd.pth | |