Architecture | FreeAnchor, ResNet, Focal Loss |
---|---|
lr sched | 1x |
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Architecture | FreeAnchor, ResNet, Focal Loss |
---|---|
lr sched | 1x |
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Architecture | ResNeXt, FreeAnchor, Focal Loss |
---|---|
lr sched | 1x |
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[ALGORITHM]
@inproceedings{zhang2019freeanchor,
title = {{FreeAnchor}: Learning to Match Anchors for Visual Object Detection},
author = {Zhang, Xiaosong and Wan, Fang and Liu, Chang and Ji, Rongrong and Ye, Qixiang},
booktitle = {Neural Information Processing Systems},
year = {2019}
}
Backbone | Style | Lr schd | Mem (GB) | Inf time (fps) | box AP | Config | Download |
---|---|---|---|---|---|---|---|
R-50 | pytorch | 1x | 4.9 | 18.4 | 38.7 | config | model | log |
R-101 | pytorch | 1x | 6.8 | 14.9 | 40.3 | config | model | log |
X-101-32x4d | pytorch | 1x | 8.1 | 11.1 | 41.9 | config | model | log |
Notes:
BENCHMARK | MODEL | METRIC NAME | METRIC VALUE | GLOBAL RANK |
---|---|---|---|---|
COCO minival | FreeAnchor (X-101-32x4d, 1x, pytorch) | box AP | 41.9 | # 56 |
COCO minival | FreeAnchor (R-101, 1x, pytorch) | box AP | 40.3 | # 71 |
COCO minival | FreeAnchor (R-50, 1x, pytorch) | box AP | 38.7 | # 87 |