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AXERA-TECH / Insightface
Model's Last Updated: December 17 2025
image-feature-extraction
Introduction of Insightface
Model Details of Insightface
Insightface
基于Insightface的人脸识别Pipeline，使用其buffalo_l系列模型中的人脸检测+定点模型，人脸属性模型，人脸特征提取模型实现人脸识别，支持650N系列平台的1v1人脸比对和1vN人脸识别。
支持芯片:
- AX650N
支持硬件
原始模型请参考
性能对比
| Models | input size | Latency (ms) | CMM Usage (MB) |
|---|---|---|---|
| det_10g | 640x640 | 6.947 | 14.0 |
| genderage | 96x96 | 0.295 | 0.62 |
| w600k_r50 | 112x112 | 3.993 | 44.0 |
模型转换
- 模型转换工具链 Pulsar2
- 转换文档[TODO]
环境准备
- NPU Python API: pyaxengine
安装需要的python库
pip install -r requirements.txt
运行（算力卡版本）
(insightface) axera@dell:~/insightface/ax$ python insightface_pipeline.py -h
[INFO] Available providers: ['AXCLRTExecutionProvider']
usage: insightface_pipeline.py [-h] [--model_path MODEL_PATH] [--type TYPE] [--gallery_path GALLERY_PATH] [--query_path QUERY_PATH] [--draw]
Face Recognition Pipeline Example
options:
-h, --help show this help message and exit
--model_path, -m MODEL_PATH
Path to the model directory
--type, -t TYPE Type of operation: 1: 1v1 compare, 2: 1vN recognize
--gallery_path, -g GALLERY_PATH
Path to the gallery image for image file
--query_path, -q QUERY_PATH
Path to the query image
--draw, -d Whether to draw results on the image
(insightface) axera@dell:~/insightface/ax$ python insightface_pipeline.py -g ./gallery_imgs/ -d -t 1
[INFO] Available providers: ['AXCLRTExecutionProvider']
ModelRouter ./models/buffalo_l/1k3d68.axmodel
[INFO] Using provider: AXCLRTExecutionProvider
[INFO] SOC Name: AX650N
[INFO] VNPU type: VNPUType.DISABLED
[INFO] Compiler version: 5.0-patch1-dirty 5cf5ab99-dirty
Applied providers: AXCLRTExecutionProvider, with options: None
model not recognized: ./models/buffalo_l/1k3d68.axmodel
ModelRouter ./models/buffalo_l/2d106det.axmodel
[INFO] Using provider: AXCLRTExecutionProvider
[INFO] SOC Name: AX650N
[INFO] VNPU type: VNPUType.DISABLED
[INFO] Compiler version: 5.0-patch1-dirty 5cf5ab99-dirty
Applied providers: AXCLRTExecutionProvider, with options: None
model not recognized: ./models/buffalo_l/2d106det.axmodel
ModelRouter ./models/buffalo_l/det_10g.axmodel
[INFO] Using provider: AXCLRTExecutionProvider
[INFO] SOC Name: AX650N
[INFO] VNPU type: VNPUType.DISABLED
[INFO] Compiler version: 5.0-patch1-dirty 5cf5ab99-dirty
Applied providers: AXCLRTExecutionProvider, with options: None
find model: ./models/buffalo_l/det_10g.axmodel detection [1, 640, 640, 3] 0.0 1.0
ModelRouter ./models/buffalo_l/genderage.axmodel
[INFO] Using provider: AXCLRTExecutionProvider
[INFO] SOC Name: AX650N
[INFO] VNPU type: VNPUType.DISABLED
[INFO] Compiler version: 5.0-patch1-dirty 5cf5ab99-dirty
Applied providers: AXCLRTExecutionProvider, with options: None
find model: ./models/buffalo_l/genderage.axmodel genderage [1, 96, 96, 3] 0.0 1.0
ModelRouter ./models/buffalo_l/w600k_r50.axmodel
[INFO] Using provider: AXCLRTExecutionProvider
[INFO] SOC Name: AX650N
[INFO] VNPU type: VNPUType.DISABLED
[INFO] Compiler version: 5.0-patch1-dirty 5cf5ab99-dirty
Applied providers: AXCLRTExecutionProvider, with options: None
find model: ./models/buffalo_l/w600k_r50.axmodel recognition [1, 112, 112, 3] 0.0 1.0
set det-size: (640, 640)
warning: det_size is already set in detection model, ignore
100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 2/2 [00:00<00:00, 12.49it/s]
特征库构建完成，包含以下人员： ['wade', 'kobe']
请输入查询图像路径 (输入 'exit' 退出):
./query/wade2.jpg
识别结果: wade, 相似度(0-1): 0.5860
结果已保存到 ./output/wade2.jpg
请输入查询图像路径 (输入 'exit' 退出):
./query/ssd_horse.jpg
识别结果: Unknown, 相似度(0-1): 0.0135
结果已保存到 ./output/ssd_horse.jpg
请输入查询图像路径 (输入 'exit' 退出):
exit
保存结果在
./output
目录下：
Runs of AXERA-TECH Insightface on huggingface.co
21
Total runs
0
24-hour runs
0
3-day runs
1
7-day runs
3
30-day runs
More Information About Insightface huggingface.co Model
Url of Insightface
Insightface huggingface.co Url
Provider of Insightface huggingface.co
Other API from AXERA-TECH
Total runs:
358
Run Growth:
-2.3K
Growth Rate:
-630.17%
Total runs:
227
Run Growth:
64
Growth Rate:
28.19%
Total runs:
155
Run Growth:
124
Growth Rate:
80.00%
Total runs:
107
Run Growth:
107
Growth Rate:
100.00%
Total runs:
73
Run Growth:
-421
Growth Rate:
-576.71%
Total runs:
63
Run Growth:
38
Growth Rate:
60.32%
Total runs:
57
Run Growth:
17
Growth Rate:
29.82%
Total runs:
54
Run Growth:
-9
Growth Rate:
-16.67%
Total runs:
47
Run Growth:
22
Growth Rate:
46.81%
Total runs:
45
Run Growth:
19
Growth Rate:
42.22%
Total runs:
43
Run Growth:
21
Growth Rate:
48.84%
Total runs:
42
Run Growth:
4
Growth Rate:
9.52%
Total runs:
42
Run Growth:
-6
Growth Rate:
-14.29%
Total runs:
40
Run Growth:
9
Growth Rate:
22.50%
Total runs:
38
Run Growth:
-1
Growth Rate:
-2.63%
Total runs:
37
Run Growth:
-7
Growth Rate:
-18.92%
Total runs:
37
Run Growth:
4
Growth Rate:
10.81%
Total runs:
36
Run Growth:
-17
Growth Rate:
-47.22%
Total runs:
35
Run Growth:
3
Growth Rate:
8.57%
Total runs:
35
Run Growth:
13
Growth Rate:
37.14%
Total runs:
34
Run Growth:
11
Growth Rate:
32.35%
Total runs:
33
Run Growth:
3
Growth Rate:
9.09%
Total runs:
32
Run Growth:
-4
Growth Rate:
-12.50%
Total runs:
32
Run Growth:
-10
Growth Rate:
-31.25%
Total runs:
31
Run Growth:
-8
Growth Rate:
-25.81%
Total runs:
31
Run Growth:
3
Growth Rate:
9.68%
Total runs:
31
Run Growth:
-3
Growth Rate:
-9.68%
Total runs:
30
Run Growth:
9
Growth Rate:
30.00%
Total runs:
30
Run Growth:
7
Growth Rate:
23.33%
Total runs:
29
Run Growth:
-19
Growth Rate:
-65.52%
Total runs:
29
Run Growth:
6
Growth Rate:
20.69%
Total runs:
29
Run Growth:
-5
Growth Rate:
-17.24%
Total runs:
29
Run Growth:
15
Growth Rate:
51.72%
Total runs:
28
Run Growth:
-8
Growth Rate:
-28.57%
Total runs:
28
Run Growth:
6
Growth Rate:
21.43%
Total runs:
27
Run Growth:
14
Growth Rate:
51.85%
Total runs:
27
Run Growth:
10
Growth Rate:
37.04%
Total runs:
27
Run Growth:
3
Growth Rate:
11.11%
Total runs:
26
Run Growth:
-6
Growth Rate:
-23.08%
Total runs:
25
Run Growth:
1
Growth Rate:
4.00%
Total runs:
25
Run Growth:
-46
Growth Rate:
-184.00%
Total runs:
25
Run Growth:
3
Growth Rate:
12.00%
Total runs:
25
Run Growth:
-11
Growth Rate:
-44.00%
Total runs:
25
Run Growth:
1
Growth Rate:
4.00%
Total runs:
23
Run Growth:
-26
Growth Rate:
-108.33%
Total runs:
24
Run Growth:
5
Growth Rate:
20.83%
Total runs:
24
Run Growth:
0
Growth Rate:
0.00%
Total runs:
24
Run Growth:
3
Growth Rate:
12.50%
Total runs:
23
Run Growth:
2
Growth Rate:
8.70%
Total runs:
23
Run Growth:
0
Growth Rate:
0.00%
Total runs:
23
Run Growth:
18
Growth Rate:
78.26%
Total runs:
23
Run Growth:
1
Growth Rate:
4.35%
Total runs:
23
Run Growth:
-12
Growth Rate:
-52.17%
Total runs:
23
Run Growth:
5
Growth Rate:
21.74%
Total runs:
22
Run Growth:
8
Growth Rate:
36.36%
Total runs:
22
Run Growth:
14
Growth Rate:
63.64%