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编写于
11月 22, 2019
作者:
L
Lv Mengsi
提交者:
GitHub
11月 22, 2019
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update face_eval_data (#21)
* update face_eval_data
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configs/face_detection/README.md
configs/face_detection/README.md
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configs/face_detection/README.md
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@@ -114,28 +114,32 @@ For details can refer to [Evaluation](#Evaluate-on-the-FDDB).
#### Infer Time and Model Size comparison
| Architecture | Type | Size | P4
(ms) | CPU (ms) | ARM (ms) | File size (MB) | Flops
|
|:------------:|:--------:|:----:|:---------
:|:--------:|:----------:|:--------------:|:
---------:|
| BlazeFace | Original | 128 |
- | - | - | - | -
|
| BlazeFace | Lite | 128 |
- | - | - | - | -
|
| BlazeFace | NAS | 128 |
- | - | - | - | -
|
| FaceBoxes | Original | 128 |
- | - | - | - | -
|
| FaceBoxes | Lite | 128 |
- | - | - | - | -
|
| BlazeFace | Original | 320 |
- | - | - | - | -
|
| BlazeFace | Lite | 320 |
- | - | - | - | -
|
| BlazeFace | NAS | 320 |
- | - | - | - | -
|
| FaceBoxes | Original | 320 |
- | - | - | - | -
|
| FaceBoxes | Lite | 320 |
- | - | - | - | -
|
| BlazeFace | Original | 640 |
- | - | - | - | -
|
| BlazeFace | Lite | 640 |
- | - | - | - | -
|
| BlazeFace | NAS | 640 |
- | - | - | - | -
|
| FaceBoxes | Original | 640 |
- | - | - | - | -
|
| FaceBoxes | Lite | 640 |
- | - | - | - | -
|
| Architecture | Type | Size | P4
(trt32) (ms) | CPU (ms) | Qualcomm SnapDragon 855(armv8) (ms) | Model size (MB)
|
|:------------:|:--------:|:----:|:---------
-----:|:--------:|:-------------------------------------:|:------
---------:|
| BlazeFace | Original | 128 |
1.387 | 23.461 | 6.036 | 0.777
|
| BlazeFace | Lite | 128 |
1.323 | 12.802 | 6.193 | 0.68
|
| BlazeFace | NAS | 128 |
1.03 | 6.714 | 2.7152 | 0.234
|
| FaceBoxes | Original | 128 |
3.144 | 14.972 | 19.2196 | 3.6
|
| FaceBoxes | Lite | 128 |
2.295 | 11.276 | 8.5278 | 2
|
| BlazeFace | Original | 320 |
3.01 | 132.408 | 70.6916 | 0.777
|
| BlazeFace | Lite | 320 |
2.535 | 69.964 | 69.9438 | 0.68
|
| BlazeFace | NAS | 320 |
2.392 | 36.962 | 39.8086 | 0.234
|
| FaceBoxes | Original | 320 |
7.556 | 84.531 | 52.1022 | 3.6
|
| FaceBoxes | Lite | 320 |
18.605 | 78.862 | 59.8996 | 2
|
| BlazeFace | Original | 640 |
8.885 | 519.364 | 149.896 | 0.777
|
| BlazeFace | Lite | 640 |
6.988 | 284.13 | 149.902 | 0.68
|
| BlazeFace | NAS | 640 |
7.448 | 142.91 | 69.8266 | 0.234
|
| FaceBoxes | Original | 640 |
78.201 | 394.043 | 169.877 | 3.6
|
| FaceBoxes | Lite | 640 |
59.47 | 313.683 | 139.918 | 2
|
**NOTES:**
-
CPU: i5-7360U @ 2.30GHz. Single core and single thread.
-
CPU: Intel(R) Xeon(R) CPU E5-2650 v4 @ 2.20GHz
-
P4(trt32) and CPU tests based on PaddlePaddle, PaddlePaddle version is 1.6.1
-
ARM test environment:
-
Qualcomm SnapDragon 855(armv8)
-
Single thread
-
Paddle-Lite version 2.0.0
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