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6ef76039
编写于
12月 03, 2020
作者:
G
Guanghua Yu
提交者:
GitHub
12月 03, 2020
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update solov2 model confrontation (#1798)
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@@ -16,12 +16,19 @@ SOLOv2 (Segmenting Objects by Locations) is a fast instance segmentation framewo
...
@@ -16,12 +16,19 @@ SOLOv2 (Segmenting Objects by Locations) is a fast instance segmentation framewo
## Model Zoo
## Model Zoo
| Backbone | Multi-scale training | Lr schd | V100 FP32(FPS) | Mask AP
<sup>
val
</sup>
| Download | Configs |
| Detector | Backbone | Multi-scale training | Lr schd | Mask AP
<sup>
val
</sup>
| V100 FP32(FPS) | GPU | Download | Configs |
| :---------------------: | :-------------------: | :-----: | :------------: | :-----: | :---------: | :------------------------: |
| :-------: | :---------------------: | :-------------------: | :-----: | :--------------------: | :-------------: | :-----: | :---------: | :------------------------: |
| Mobilenetv3-FPN | True | 3x | 50 | 30.0 |
[
model
](
https://paddlemodels.bj.bcebos.com/object_detection/solov2_mobilenetv3_fpn_448_3x.pdparams
)
|
[
config
](
https://github.com/PaddlePaddle/PaddleDetection/tree/master/configs/solov2/solov2_mobilenetv3_fpn_448_3x.yml
)
|
| YOLACT++ | R50-FPN | False | 80w iter | 34.1 (test-dev) | 33.5 | Xp | - | - |
| R50-FPN | False | 1x | 21.9 | 35.6 |
[
model
](
https://paddlemodels.bj.bcebos.com/object_detection/solov2_r50_fpn_1x.pdparams
)
|
[
config
](
https://github.com/PaddlePaddle/PaddleDetection/tree/master/configs/solov2/solov2_r50_fpn_1x.yml
)
|
| CenterMask | R50-FPN | True | 2x | 36.4 | 13.9 | Xp | - | - |
| R50-FPN | True | 3x | 21.9 | 37.9 |
[
model
](
https://paddlemodels.bj.bcebos.com/object_detection/solov2_r50_fpn_3x.pdparams
)
|
[
config
](
https://github.com/PaddlePaddle/PaddleDetection/tree/master/configs/solov2/solov2_r50_fpn_3x.yml
)
|
| CenterMask | V2-99-FPN | True | 3x | 40.2 | 8.9 | Xp | - | - |
| R101-VD-FPN | True | 3x | 12.1 | 42.6 |
[
model
](
https://paddlemodels.bj.bcebos.com/object_detection/solov2_r101_vd_fpn_3x.pdparams
)
|
[
config
](
https://github.com/PaddlePaddle/PaddleDetection/tree/master/configs/solov2/solov2_r101_vd_fpn_3x.yml
)
|
| PolarMask | R50-FPN | True | 2x | 30.5 | 9.4 | V100 | - | - |
| BlendMask | R50-FPN | True | 3x | 37.8 | 13.5 | V100 | - | - |
| SOLOv2 (Paper) | R50-FPN | False | 1x | 34.8 | 18.5 | V100 | - | - |
| SOLOv2 (Paper) | X101-DCN-FPN | True | 3x | 42.4 | 5.9 | V100 | - | - |
| SOLOv2 | Mobilenetv3-FPN | True | 3x | 30.0 | 50 | V100 |
[
model
](
https://paddlemodels.bj.bcebos.com/object_detection/solov2_mobilenetv3_fpn_448_3x.pdparams
)
|
[
config
](
https://github.com/PaddlePaddle/PaddleDetection/tree/master/configs/solov2/solov2_mobilenetv3_fpn_448_3x.yml
)
|
| SOLOv2 | R50-FPN | False | 1x | 35.6 | 21.9 | V100 |
[
model
](
https://paddlemodels.bj.bcebos.com/object_detection/solov2_r50_fpn_1x.pdparams
)
|
[
config
](
https://github.com/PaddlePaddle/PaddleDetection/tree/master/configs/solov2/solov2_r50_fpn_1x.yml
)
|
| SOLOv2 | R50-FPN | True | 3x | 37.9 | 21.9 | V100 |
[
model
](
https://paddlemodels.bj.bcebos.com/object_detection/solov2_r50_fpn_3x.pdparams
)
|
[
config
](
https://github.com/PaddlePaddle/PaddleDetection/tree/master/configs/solov2/solov2_r50_fpn_3x.yml
)
|
| SOLOv2 | R101-VD-FPN | True | 3x | 42.6 | 12.1 | V100 |
[
model
](
https://paddlemodels.bj.bcebos.com/object_detection/solov2_r101_vd_fpn_3x.pdparams
)
|
[
config
](
https://github.com/PaddlePaddle/PaddleDetection/tree/master/configs/solov2/solov2_r101_vd_fpn_3x.yml
)
|
## Enhanced model
## Enhanced model
| Backbone | Input size | Lr schd | V100 FP32(FPS) | Mask AP
<sup>
val
</sup>
| Download | Configs |
| Backbone | Input size | Lr schd | V100 FP32(FPS) | Mask AP
<sup>
val
</sup>
| Download | Configs |
...
...
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