face-recognition-resnet34-arcface

The original name of the model is LResNet34E-IR,ArcFace-refine-v1.

Use Case and High-Level Description

Deep face recognition net with ResNet34 backbone and Arcface loss

Example

Specification

Metric Value
Type Face recognition
GFLOPs 8.934
MParams 34.129
Source framework MXNet*

Accuracy

Metric Value
LFW accuracy98.7488%

Performance

Input

Original Model

Image, name: data, shape: 1,3,112,112, format: B,C,H,W, where:

Channel order is RGB.

Converted Model

Image, name: data, shape: 1,3,112,112, format: B,C,H,W, where:

Channel order is BGR.

Output

Original Model

Face embeddings, name: pre_fc1, shape: 1,512, output data format: B,C, where:

The net outputs on different images are comparable in cosine distance.

Converted Model

Face embeddings, name: pre_fc1, shape: 1,512, output data format: B,C, where:

The net outputs on different images are comparable in cosine distance.

Legal Information

The original model is distributed under the following license:

MIT License
Copyright (c) 2018 Jiankang Deng and Jia Guo
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.