@wanghuijiao
2021-04-28T17:32:06.000000Z
字数 1465
阅读 1013
快速调研
| 模型 | 类型 | FPS | WIDER Hard精度 | ONNX\MNN\NCNN\TensorRT | Inputshape(H×W) | 硬件 | Mode | Model Size(MB) | |
|---|---|---|---|---|---|---|---|---|---|
| RetinaFace(resnet50) | 人脸检测 | 90 | TensorRT | 480x640 | Xeon E5-2620/GTX1080 | FP32 | |||
| RetinaFace(resnet50) | 人脸检测 | 204 | TensorRT | 480x640 | Xeon E5-2620/GTX1080 | 1 | INT8 | ||
| *RetinaFace(mobilenet0.25)-insightface | 人脸检测 | 417 | 79.1% | TensorRT | 480x640 | Xeon E5-2620/GTX1080 | 1 | FP32 | |
| CenterFace | 人脸检测 | 227 | 87% | TensorRT\MNN\NCNN | 480*640 | 2080TI | |||
| *LFD-A-Light-and-Fast-Detector (5xModels) | 人脸检测 | 920 | 83.9% | TensorRT | 480*640 | 2080Ti | 1 | INT8 | |
| libfacedetection | 人脸检测（速度最快） | 72 (1929) | 64.6% | c语言 | 480×640(128×96) | CPU (Intel(R) Core(TM) i7-1065G7 CPU @ 1.3GHz X64) | 1 | - | |
| Ultra-Light-Fast-Generic-Face-Detector-1MB（version-RFB） | 人脸检测 | 90（4核） | 57.9% | MNN | 320×240 | Raspberry Pi 4B | 1 | INT8 | 1.11MB |
| *ArcFace(LResNet50E-IR)-insightface | 人脸识别 | 333 | TensorRT | Xeon E5-2620/GTX1080 | 1 | FP32 | 112x112 | ||
| *FaceX-Zoo | 人脸识别算法库 | 说明：11种backbone + 9种head随意搭配。 | |||||||
| RetinaFaceAntiCov-insightface | 口罩检测 | TensorRT | |||||||
| FaceMaskDetection | 口罩检测 | ||||||||
| Face-Mask-Detection | 口罩检测 | ||||||||
| Real-World-Masked-Face-Dataset | 口罩检测+戴口罩人脸识别 | ||||||||
| open images dataset | 形态数据集 |