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HulkFakeFace为个人的人脸相关项目实践学习库,主要包括检测(retinaface)+识别(arcface)+相关应用(如颜值打分、检索),相关代码和预训练模型都可在本项目中找到。
🔥水平有限,有错误请及时指出,共同进步学习~
链接:https://pan.baidu.com/s/1WDg6NwQODyll1Qour5GeAQ 密码: tw16
- python3
- torch==1.6.0
- torchvision==0.7.0
- opencv_contrib_python==4.4.0.44
- warmup_scheduler==0.3.2
- tensorboardX==2.1
- pymilvus==0.2.14
- backbone:mobilenet-v2 | resnet50
- datasets:widerface
- addition:在原始网络中加入性别判断,目前仅在resnet50中支持,cfg_re50.gender=True
- tensorboard:
- FDDB ROC:
- demo:
- 简介:主要用来标注widerface,为RetinaFace with gender制作训练集
- Pretrained Models:在InsightFace_Pytorch 的基础上,使用亚洲人脸fine-tune
- Performance:
| LFW(%) |
|---|
| 0.9943 |
- loss: train with arcface and pretrained with MarginRankingLoss
- datasets:SCUT_FBP5500
- Performance:
| SCUT_FBP5500-MAE |
|---|
| 0.277 |
Thanks to dataset provider:Copyright(c) 2018, seeprettyface.com, BUPT_GWY contributes the dataset.About
人脸全家桶--RetinaFace(MobileNetV2 and ResNet50 with Gender)、ArcFace、FaceBeautyRank and FaceRetrieval
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