deepcam-cn / age-estimate

Rank-consistent Oridinal Regression

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Age-Estimate

This repo is organized as follows:

├── 54532-0.jpg
├── checkpoints
│   └── coral_age_epoch_33.pth
├── config
│   └── config_coral.py
├── dataset
│   └── dataset_coral.py
├── models
│   ├── __pycache__
│   │   └── resnet_coral.cpython-36.pyc
│   └── resnet_coral.py
├── test.py
└── train_age.py

Requirements

1.pytorch >=0.4

2.opencv >= 3.4

3.numpy ...

Training

Download dataset into dataset dir,and then use face detector and landmark do face alignment like insightface.

Benchmark

AFAD Morph II
SSR 3.16
C3AE 2.75
ORCNN 3.66 3.27
Ours 3.40 2.65

References

https://github.com/derronqi/C3AE_Age_Estimation.git

https://github.com/Raschka-research-group/coral-cnn

https://github.com/shamangary/SSR-Net.git

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Rank-consistent Oridinal Regression


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